{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "laZXq1dels9I"
   },
   "source": [
    "## AUTOMATIC TICKET ASSIGNMENT\n",
    "\n",
    "**Nilesh Honavar, Mohit Saran, Venkatesh Venkatakrishnan & Venumadhav Anandaramu**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ys27PgDXl7LA"
   },
   "source": [
    "\n",
    "\n",
    "### SUMMARY OF PROBLEM STATEMENT, DATA AND FINDINGS\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9EdtQiQjseO4"
   },
   "source": [
    "**PROBLEM SYNOPSIS:**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tDMcN977mRtj"
   },
   "source": [
    "\n",
    "\n",
    "*   **Business Domain:** Incident Management process in an IT function\n",
    "\n",
    "*   **Purpose:** The main goal of Incident Management process is to provide a quick fix / workarounds or solutions that resolves interruption and restores service to its full capacity to ensure no business impact\n",
    "\n",
    "*   **Source:** Incidents are created by various stakeholders (Business Users, IT Users and Monitoring Tools) within IT Service Management (ITSM) Tool and assigned to Service Desk teams (L1 / L2 teams)\n",
    "\n",
    "*   **Workflow:** \n",
    "\n",
    "> Incidents from ITSM Tool are assigned to Service Desk teams (L1 / L2 teams)\n",
    "\n",
    "> This team will review incidents for right ticket categorization, resolve or re-assign to other Functional teams from Applications and Infrastructure (L3 teams) as needed\n",
    "\n",
    "\n",
    "*  **Workflow Shortcomings:**\n",
    "\n",
    "> Assignment of incidents to appropriate IT groups is manual process \n",
    "\n",
    "> Manual assignment of incidents is inefficient and not cost effective \n",
    "\n",
    ">  Human errors during ticket assessment based on description leading to Incidents being assigned to incorrect functional group\n",
    "\n",
    "> Increases response and resolution times which result in user satisfaction deterioration / poor customer service"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OmCjqg3otD1R"
   },
   "source": [
    "##### **PROJECT OBJECTIVE:** Build an automated classifier that can classify tickets to appropriate resolver groups by analyzing text and augment/replace manual ticket categorization process\n",
    "\n",
    "---\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G7SdtnUswAPs"
   },
   "source": [
    "## APPROACH UNDERTAKEN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SUB2oQVMwu4X"
   },
   "source": [
    "1.   Explore given Data files to understand structure of data \n",
    "and state hypothesis\n",
    "2. Analyze data distribution patterns, data inconsistencies and text features  influencing incident distribution across groups\n",
    "3.  Evaluate Hypothesis based on above findings and determine next steps \n",
    "4. Text Preprocessing to clean and prepare data for feature extraction\n",
    "5. Decide which algorithms will be suitable and why?\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TJaB7qvsAi-m"
   },
   "source": [
    "#### Importing relevant libraries for loading and visualizing data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7dvVpqpshtbm"
   },
   "source": [
    "## Upgrade Gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SCMpt_q4gIbs",
    "outputId": "a43e9f29-fd11-4085-9d16-d4f4e8f55f51"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: gensim in /usr/local/lib/python3.6/dist-packages (3.8.3)\n",
      "Requirement already satisfied, skipping upgrade: scipy>=0.18.1 in /usr/local/lib/python3.6/dist-packages (from gensim) (1.4.1)\n",
      "Requirement already satisfied, skipping upgrade: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from gensim) (1.18.5)\n",
      "Requirement already satisfied, skipping upgrade: smart-open>=1.8.1 in /usr/local/lib/python3.6/dist-packages (from gensim) (4.0.1)\n",
      "Requirement already satisfied, skipping upgrade: six>=1.5.0 in /usr/local/lib/python3.6/dist-packages (from gensim) (1.15.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install --upgrade gensim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hsn8wOMMV9O6"
   },
   "source": [
    "## Import Necessary pckages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zWEbPYrLzFMB"
   },
   "outputs": [],
   "source": [
    "# Loading data\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "%tensorflow_version 2.x\n",
    "import tensorflow as tf\n",
    "\n",
    "# Data Visualization libraries\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sns.set_style(\"darkgrid\")\n",
    "\n",
    "import random\n",
    "random.seed(0) #Setting random seed for repeatable results\n",
    "\n",
    "#Gensim packages\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models.wrappers import LdaMallet\n",
    "from gensim.models.coherencemodel import CoherenceModel\n",
    "from gensim import similarities\n",
    "\n",
    "\n",
    "# Ignore the warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CFzJdbttcxez"
   },
   "source": [
    "Mount Google Drive and load Excel dataset into Pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "H2mNnoCS0mvG",
    "outputId": "455a021e-a8aa-4df5-e296-adf9e1ec8a96"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "EjkXA0zh0FvI"
   },
   "outputs": [],
   "source": [
    "#df=pd.read_excel('/content/drive/MyDrive/AIML Projects/NLP_AutoTicketAssignment/New folder/input_data.xlsx')\n",
    "df=pd.read_excel(\"/content/drive/MyDrive/input_data.xlsx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eM6pQYO63i0K"
   },
   "source": [
    "#### 1. Explore given data files to understand structure of data and state hypothesis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tCgngFsS4IiQ"
   },
   "source": [
    "##### 1.a Understand structure of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "D6wophZx0c9J",
    "outputId": "d73ce413-b5ba-415b-d0e7-39161b1cc622"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8500 entries, 0 to 8499\n",
      "Data columns (total 4 columns):\n",
      " #   Column             Non-Null Count  Dtype \n",
      "---  ------             --------------  ----- \n",
      " 0   Short description  8492 non-null   object\n",
      " 1   Description        8499 non-null   object\n",
      " 2   Caller             8500 non-null   object\n",
      " 3   Assignment group   8500 non-null   object\n",
      "dtypes: object(4)\n",
      "memory usage: 265.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()  # Display basic information about the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dZSYSN5LUK68",
    "outputId": "1e90715c-78e2-481a-af69-d1a744e71c3b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Short description    8\n",
       "Description          1\n",
       "Caller               0\n",
       "Assignment group     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum() # To check if there are any null values in any of the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "dLz9mMkHUk0B",
    "outputId": "b18b1986-03d4-4e60-c30b-f0eecb6d8eec"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Short description</th>\n",
       "      <th>Description</th>\n",
       "      <th>Caller</th>\n",
       "      <th>Assignment group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>login issue</td>\n",
       "      <td>-verified user details.(employee# &amp; manager na...</td>\n",
       "      <td>spxjnwir pjlcoqds</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>outlook</td>\n",
       "      <td>\\r\\n\\r\\nreceived from: hmjdrvpb.komuaywn@gmail...</td>\n",
       "      <td>hmjdrvpb komuaywn</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cant log in to vpn</td>\n",
       "      <td>\\r\\n\\r\\nreceived from: eylqgodm.ybqkwiam@gmail...</td>\n",
       "      <td>eylqgodm ybqkwiam</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>unable to access hr_tool page</td>\n",
       "      <td>unable to access hr_tool page</td>\n",
       "      <td>xbkucsvz gcpydteq</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>owlgqjme qhcozdfx</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8495</th>\n",
       "      <td>emails not coming in from zz mail</td>\n",
       "      <td>\\r\\n\\r\\nreceived from: avglmrts.vhqmtiua@gmail...</td>\n",
       "      <td>avglmrts vhqmtiua</td>\n",
       "      <td>GRP_29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8496</th>\n",
       "      <td>telephony_software issue</td>\n",
       "      <td>telephony_software issue</td>\n",
       "      <td>rbozivdq gmlhrtvp</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8497</th>\n",
       "      <td>vip2: windows password reset for tifpdchb pedx...</td>\n",
       "      <td>vip2: windows password reset for tifpdchb pedx...</td>\n",
       "      <td>oybwdsgx oxyhwrfz</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8498</th>\n",
       "      <td>machine não está funcionando</td>\n",
       "      <td>i am unable to access the machine utilities to...</td>\n",
       "      <td>ufawcgob aowhxjky</td>\n",
       "      <td>GRP_62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8499</th>\n",
       "      <td>an mehreren pc`s lassen sich verschiedene prgr...</td>\n",
       "      <td>an mehreren pc`s lassen sich verschiedene prgr...</td>\n",
       "      <td>kqvbrspl jyzoklfx</td>\n",
       "      <td>GRP_49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8500 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Short description  ... Assignment group\n",
       "0                                           login issue  ...            GRP_0\n",
       "1                                               outlook  ...            GRP_0\n",
       "2                                    cant log in to vpn  ...            GRP_0\n",
       "3                         unable to access hr_tool page  ...            GRP_0\n",
       "4                                          skype error   ...            GRP_0\n",
       "...                                                 ...  ...              ...\n",
       "8495                  emails not coming in from zz mail  ...           GRP_29\n",
       "8496                           telephony_software issue  ...            GRP_0\n",
       "8497  vip2: windows password reset for tifpdchb pedx...  ...            GRP_0\n",
       "8498                     machine não está funcionando  ...           GRP_62\n",
       "8499  an mehreren pc`s lassen sich verschiedene prgr...  ...           GRP_49\n",
       "\n",
       "[8500 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df #Dataframe head and tail contents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 162
    },
    "id": "NGO4WO2KY-uO",
    "outputId": "4f1feaf2-8199-4bb9-af18-5865896950de"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Short description</th>\n",
       "      <th>Description</th>\n",
       "      <th>Caller</th>\n",
       "      <th>Assignment group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8492</td>\n",
       "      <td>8499</td>\n",
       "      <td>8500</td>\n",
       "      <td>8500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>7481</td>\n",
       "      <td>7817</td>\n",
       "      <td>2950</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>password reset</td>\n",
       "      <td>the</td>\n",
       "      <td>bpctwhsn kzqsbmtp</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>810</td>\n",
       "      <td>3976</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Short description Description             Caller Assignment group\n",
       "count               8492        8499               8500             8500\n",
       "unique              7481        7817               2950               74\n",
       "top       password reset         the  bpctwhsn kzqsbmtp            GRP_0\n",
       "freq                  38          56                810             3976"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_iJNF-fySZEe"
   },
   "source": [
    "OBSERVATIONS:\n",
    "\n",
    "\n",
    "1.   8500 rows and 4 columns with Data type as object\n",
    "\n",
    "\n",
    "> Short Description and Description fields have mix of human input (emails, messages, etc) and system tool output (alerts, notifications, etc)\n",
    "\n",
    "> Implication: Since incident description involves human input, grammatical errors, abbreviations, short forms and high degree of variance in text for description fields is expected and also seen.\n",
    "\n",
    "> 8 null values in Short description and 1 null value in Description fields - These will need to be replaced with NAN\n",
    "\n",
    "2. Caller field is not relavant for classification and can be dropped. \n",
    "\n",
    "3. Data transformation steps needed fr Description fields:\n",
    "> Remove caller names to avoid verbose\n",
    "> Visual inspection shows non-english language, symbols, spaces, junk characters and presence of usernames, Email ID, greetings,system acronyms, application names is expected in the description fields - These will need to be handled during pre-processing\n",
    "> Duplicate fields will need to be removed thereafter\n",
    "\n",
    "4. 74 Assigment Groups need to be analysed further to determine if this column can be used for classification \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5ZLjwBMO92Xc"
   },
   "source": [
    "##### 1.b Stating HYPOTHESIS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xmDdtMQC91Hl"
   },
   "source": [
    "*   Given dataset lacks important information provided by ITSM tools such as Incident Severity and SLA Priority which are primarily used for assigning tickets to different functional groups\n",
    "\n",
    "*   Absence of above information prompts us to assume that given Group Sructure of 74 groups is accurate and below hypothesis will be need to be proved to permit use of 'Assignment Group' as Target column for classification purposes:\n",
    " > Each group has distinct type of incidents. There is minimal/no overlap of incidents across groups \n",
    "\n",
    " > Incident distribution across groups (aka classes) should not have significant imbalance \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gIyfnXwdJtjb"
   },
   "source": [
    "#### 2. Analyze data distribution patterns, data inconsistencies and text features influencing incident distribution across groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fcZePqyX-s6L"
   },
   "source": [
    "##### 2.a Analyzing group structure to determine data distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "lvUWksxNagEe",
    "outputId": "fb5105a1-da64-48c9-c85d-6ae7d4fb84f3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['GRP_0', 'GRP_1', 'GRP_3', 'GRP_4', 'GRP_5', 'GRP_6', 'GRP_7',\n",
       "       'GRP_8', 'GRP_9', 'GRP_10', 'GRP_11', 'GRP_12', 'GRP_13', 'GRP_14',\n",
       "       'GRP_15', 'GRP_16', 'GRP_17', 'GRP_18', 'GRP_19', 'GRP_2',\n",
       "       'GRP_20', 'GRP_21', 'GRP_22', 'GRP_23', 'GRP_24', 'GRP_25',\n",
       "       'GRP_26', 'GRP_27', 'GRP_28', 'GRP_29', 'GRP_30', 'GRP_31',\n",
       "       'GRP_33', 'GRP_34', 'GRP_35', 'GRP_36', 'GRP_37', 'GRP_38',\n",
       "       'GRP_39', 'GRP_40', 'GRP_41', 'GRP_42', 'GRP_43', 'GRP_44',\n",
       "       'GRP_45', 'GRP_46', 'GRP_47', 'GRP_48', 'GRP_49', 'GRP_50',\n",
       "       'GRP_51', 'GRP_52', 'GRP_53', 'GRP_54', 'GRP_55', 'GRP_56',\n",
       "       'GRP_57', 'GRP_58', 'GRP_59', 'GRP_60', 'GRP_61', 'GRP_32',\n",
       "       'GRP_62', 'GRP_63', 'GRP_64', 'GRP_65', 'GRP_66', 'GRP_67',\n",
       "       'GRP_68', 'GRP_69', 'GRP_70', 'GRP_71', 'GRP_72', 'GRP_73'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Assignment group'].unique() # Display unique group names "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 419
    },
    "id": "g2yj2LUWoSaC",
    "outputId": "c78812b9-2374-4158-9049-1fc5703f3dc7"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Assignment group</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>3976</td>\n",
       "      <td>46.776471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GRP_8</td>\n",
       "      <td>661</td>\n",
       "      <td>7.776471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GRP_24</td>\n",
       "      <td>289</td>\n",
       "      <td>3.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GRP_12</td>\n",
       "      <td>257</td>\n",
       "      <td>3.023529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GRP_9</td>\n",
       "      <td>252</td>\n",
       "      <td>2.964706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>GRP_35</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>GRP_61</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>GRP_70</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>GRP_67</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>GRP_64</td>\n",
       "      <td>1</td>\n",
       "      <td>0.011765</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>74 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  Assignment group  percentage\n",
       "0    GRP_0              3976   46.776471\n",
       "1    GRP_8               661    7.776471\n",
       "2   GRP_24               289    3.400000\n",
       "3   GRP_12               257    3.023529\n",
       "4    GRP_9               252    2.964706\n",
       "..     ...               ...         ...\n",
       "69  GRP_35                 1    0.011765\n",
       "70  GRP_61                 1    0.011765\n",
       "71  GRP_70                 1    0.011765\n",
       "72  GRP_67                 1    0.011765\n",
       "73  GRP_64                 1    0.011765\n",
       "\n",
       "[74 rows x 3 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_grp = df['Assignment group'].value_counts().reset_index() # Get counts based on assignment group\n",
    "df_grp['percentage'] = (df_grp['Assignment group']/df_grp['Assignment group'].sum())*100  # Calculate percentage based on the counts\n",
    "df_grp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 377
    },
    "id": "dvtKgYmOpn8X",
    "outputId": "30562bb1-54d0-44b8-b66f-5f83a0932e3a"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIwAAAFpCAYAAAD+57M5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeZhT9d3//9dJTpZZkpmyDdaiLdhaxI2WpajFigW0oIgVtYttrRvV1tpad6lVq/5steW+y9d6UZdbvXu33EXAqvQWiwsuhYqy1Ltib61WQJhBcBZmJtvJ5/dHMmECM0MmTJKTmefjuuZKcpJ3zvucZJLhxed8jmWMMQIAAAAAAADSPKVuAAAAAAAAAO5CYAQAAAAAAIAsBEYAAAAAAADIQmAEAAAAAACALARGAAAAAAAAyEJgBAAAAAAAgCwERgAAwPXWrl2r6dOnd3v/tddeq1/+8pdF7Khnf/zjH/Xtb3+7z55vxowZWrNmjSTpV7/6lX70ox/12XPfe++9uuGGG/rs+QAAQP9AYAQAAApqypQpevnllw/oOcaNG6ennnqqjzrq3po1azR58uQeH3PttdfqyCOP1NixYzV27FjNnDlTd999t1paWjKPOf300/XAAw/sd325Bl1PPvmkJk6cuP8N2I+utm/u3Lm67bbbDvi5AQBA/0JgBAAA0EsXXHCB1q1bp9WrV+v222/X+vXr9ZWvfEVtbW19up5EItGnzwcAAJArAiMAAFA0S5Ys0Ve+8hXdeeedGj9+vKZMmaLnn38+c39jY6Ouu+46nXDCCRo/frwuvfRSSfuOjPn73/+u2bNna+zYsbriiisUjUaz1vPss89q1qxZGjdunM4991xt2rQpc9+UKVN0//3367TTTtNnP/vZTH1bW5suuugiNTQ0ZEYP1dfX97g9gUBARx99tH7961+rsbFRS5YsydpOSTLG6Pbbb9ekSZP0mc98Rqeddpr+8Y9/aNGiRXr88cd1//33a+zYsZo7d26mv4ULF+q0007Tscceq0Qisc8orVgspiuuuEJjx47V7Nmzs7bv8MMP17/+9a/M7Y5RTN1t396HuK1cuVIzZszQuHHjdN555+ntt9/e774DAAD9D4ERAAAoqo0bN+oTn/iEVq9erQsvvFA33HCDjDGSpKuvvlrt7e168skn9fLLL+tb3/rWPvWxWEyXXXaZZs2apb/+9a865ZRTtGLFisz9f//733X99dfrlltu0Zo1a3TOOefo0ksvVSwWyzzmT3/6k+677z6tXLlSb775ppYsWaLKykr95je/0bBhw7Ru3TqtW7dOdXV1OW1TdXW1jjvuOK1du3af+1588UWtXbtWTz31lF599VXNnz9ftbW1Ouecc3TaaadlRivde++9mZonn3xSCxcu1Nq1a2Xb9j7PuXLlSp1yyin661//qpkzZ+rSSy9VPB7vscdctu+dd97RlVdeqeuvv15/+ctfNHnyZM2dO3e/+w4AAPQ/BEYAAKCoPvrRj+rss8+W1+vV7NmztWPHDn3wwQdqaGjQqlWrdPPNN6umpkY+n08TJkzYp37Dhg2Kx+P65je/KZ/Pp1NOOUVHHXVU5v5FixbpnHPO0THHHJNZh8/n0/r16zOPOe+881RXV6fa2lqddNJJeuONNw54u4YNG6ampqZ9ltu2rdbWVv3zn/+UMUajRo3SsGHDenyu8847TwcddJCCwWCX948ZM0annHKKfD6fzj//fMViMW3YsOGAt2H58uU68cQTdfzxx8vn8+mCCy5QJBLRunXrsnrr630HAADcZ9//sgIAACigIUOGZK5XVFRIktra2tTU1KSamhrV1NT0WN/Q0KC6ujpZlpVZ9tGPfjRz/f3339eyZcv0n//5n5ll8XhcDQ0NmdtDhw7N6qHzffmqr6/vsvdJkybpa1/7mm655RZt3bpV06ZN0zXXXKPq6upun+uggw7qcV3Dhw/PXPd4PKqrq+uTbWhoaMjalx6PRwcddFDWoXmF2HcAAMB9GGEEAABcYfjw4WpqalJzc3OPjxs6dKjq6+szh7FJqZCow0EHHaS5c+dq7dq1mZ8NGzZo5syZ++2hcwjVG62trfrLX/6icePGdXn/N77xDS1ZskTLly/Xu+++q/vuu6/H9e2vj+3bt2euJ5NJ1dfXZ0YtVVRUqL29PXP/jh07cn7eYcOGZe1LY4y2bduW86F5AACg/yAwAgAArjBs2DBNnjxZN998s5qamhSPx/XKK6/s87hjjz1Wtm3r4YcfVjwe14oVK/S3v/0tc/+cOXP0+9//Xhs2bJAxRm1tbXruuee0e/fu/fYwePBgNTY2qqWlJaeeY7GYXn/9dV122WUKh8M688wz93nMxo0bM4fRVVRUyO/3y+PxZNa3ZcuWnNbV2f/+7/9qxYoVSiQSeuihh+T3+3XMMcdIkj796U/riSeekOM4WrVqVdY+3N/2nXrqqXr++ef1l7/8RfF4XA888ID8fr/Gjh3b6x4BAEB5IzACAACu8bOf/Uy2bevUU0/Vcccdp4ceemifx/j9fv3qV7/S0qVLNWHCBC1fvlxTp07N3H/UUUfp1ltv1S233KLx48dr2rRpOU/MPGrUKM2YMUNf/OIXNW7cuG7PktZxZrOJEyfqmmuu0ZgxY/T73/9elZWV+zy2tbVVN954oyZMmKCTTjpJtbW1uuCCCyRJZ511lt566y2NGzcuc0a4XJx88slavny5xo8fr8cee0y/+tWv5PP5JEk33HCDnn32WY0bN06PP/64vvjFL+a8fSNHjtTPf/5z3Xrrrfrc5z6nZ599Vvfee6/8fn/OvQEAgP7BMp3HcwMAAAAAAGDAY4QRAAAAAAAAshAYAQAAAAAAIAuBEQAAAAAAALIQGAEAAAAAACALgREAAAAAAACy2KVuIBfJZFKO0z9O5ub1Wr3elnxqqBuYdeXQI3XuqCuHHqnr27py6JE6d9SVQ4/UuaOuHHqkzh115dAjde6oK4ceD6TOjXw+b7f3lUVg5DhGjY1tpW6jT9TWVvZ6W/KpoW5g1pVDj9S5o64ceqSub+vKoUfq3FFXDj1S5466cuiROnfUlUOP1Lmjrhx6PJA6Nxo6NNTtfRySBgAAAAAAgCwERgAAAAAAAMhCYAQAAAAAAIAsBEYAAAAAAADIQmAEAAAAAACALARGAAAAAAAAyEJgBAAAAAAAgCwERgAAAAAAAMhCYAQAAAAAAIAsBEZFEok7uvHJN/TB7mipWwEAAAAAAOgRgVGRbG2K6KlNO7TmnV2lbgUAAAAAAKBHBEZFEg7akqSm9niJOwEAAAAAAOgZgVGRhAKpwKiZwAgAAAAAALgcgVGRBH1eBWyPGgmMAAAAAACAyxEYFVEoYKs5kih1GwAAAAAAAD0iMCqicNBmDiMAAAAAAOB6BEZFFA7azGEEAAAAAABcj8CoiEIBmzmMAAAAAACA6xEYFREjjAAAAAAAQDkgMCqicNCnpgiBEQAAAAAAcDcCoyIKBW21Rh0lnGSpWwEAAAAAAOgWgVERhQO2JKklmihxJwAAAAAAAN0jMCqiUDAVGDVHCIwAAAAAAIB7ERgVUU3QJ4kRRgAAAAAAwN0IjIqIEUYAAAAAAKAcEBgVUcccRgRGAAAAAADAzQiMiogRRgAAAAAAoBwQGBVRONhxlrR4iTsBAAAAAADoHoFREfm8HlX6vYwwAgAAAAAArkZgVGThoI/ACAAAAAAAuBqBUZHVVvjUQmAEAAAAAABcjMCoyMIVtpqjBEYAAAAAAMC9CIyKrKbCp+YIk14DAAAAAAD3IjAqsjCHpAEAAAAAAJcjMCqy2gomvQYAAAAAAO5GYFRk4aBPkURSsUSy1K0AAAAAAAB0icCoyGoqfJLExNcAAAAAAMC1CIyKLFxhSxLzGAEAAAAAANciMCqy2o4RRpwpDQAAAAAAuBSBUZGF04FRC4ekAQAAAAAAlyIwKrLMHEYckgYAAAAAAFyKwKjIwkECIwAAAAAA4G4FD4wcx9EZZ5yhSy65RJK0efNmzZkzR1OnTtUVV1yhWCxW6BZcJRxk0msAAAAAAOBuBQ+MHn74YY0aNSpz+6677tK3vvUtPf300wqHw1q8eHGhW3AV2+tRld+rJia9BgAAAAAALlXQwGj79u167rnndNZZZ0mSjDFavXq1pk+fLkmaPXu2Vq5cWcgWXCkctJn0GgAAAAAAuFZBA6Pbb79dV111lTye1Go+/PBDhcNh2XbqsKzhw4ervr6+kC24UjjoYw4jAAAAAADgWnahnvjZZ5/VoEGDdOSRR2rNmjUH9Fxer6Xa2so+6qy0vF6PBlX71Z5I5rxNXq8nr+2nbuDVlUOP1Lmjrhx6pK5v68qhR+rcUVcOPVLnjrpy6JE6d9SVQ4/UuaOuHHo8kLpyU7DA6LXXXtMzzzyjVatWKRqNavfu3brtttvU3NysRCIh27a1fft21dXV7fe5HMeosbGtUK0WVW1tpSq8Hm1vjOS8TbW1lXltP3UDr64ceqTOHXXl0CN1fVtXDj1S5466cuiROnfUlUOP1Lmjrhx6pM4ddeXQ44HUudHQoaFu7yvYIWlXXnmlVq1apWeeeUa/+MUv9LnPfU533323Jk6cqKeeekqStHTpUk2ZMqVQLbhWKGirmTmMAAAAAACASxX8LGl7u+qqq/Tggw9q6tSpamxs1Jw5c4rdQsnVBG21cJY0AAAAAADgUgU7JK2ziRMnauLEiZKkESNGaPHixcVYrWuFArZijlEk7ijo85a6HQAAAAAAgCxFH2EEKRxM5XScKQ0AAAAAALgRgVEJhII+SWIeIwAAAAAA4EoERiXQMcKohRFGAAAAAADAhQiMSoBD0gAAAAAAgJsRGJVAKNARGHGmNAAAAAAA4D4ERiWQOSSNOYwAAAAAAIALERiVQHXAliUOSQMAAAAAAO5EYFQCHstSKGgTGAEAAAAAAFciMCqRUMBmDiMAAAAAAOBKBEYlEg7azGEEAAAAAABcicCoRMJBWy0ckgYAAAAAAFyIwKhEQgGfmgiMAAAAAACACxEYlQgjjAAAAAAAgFsRGJVIOGirOZqQMabUrQAAAAAAAGQhMCqRcNCWkzRqjydL3QoAAAAAAEAWAqMSCQVsSVJzJF7iTgAAAAAAALIRGJVIONgRGDGPEQAAAAAAcBcCoxIJB32SpJYogREAAAAAAHAXAqMSCTHCCAAAAAAAuBSBUYnsOSSNOYwAAAAAAIC7EBiVyJ5JrxlhBAAAAAAA3IXAqESq/F55LeYwAgAAAAAA7kNgVCKWZSkU9DHCCAAAAAAAuA6BUQmFgzaBEQAAAAAAcB0CoxIKB221EBgBAAAAAACXITAqoVDAVjNzGAEAAAAAAJchMCqh1CFp8VK3AQAAAAAAkIXAqIRCAQ5JAwAAAAAA7kNgVELhCp9aogkljSl1KwAAAAAAABkERiUUDthKGqkt5pS6FQAAAAAAgAwCoxIKBW1JUhPzGAEAAAAAABchMCqhcCAVGDGPEQAAAAAAcBMCoxIKV6QCo2YCIwAAAAAA4CIERiUUDvgkSS1RAiMAAAAAAOAeBEYltGcOIwIjAAAAAADgHgRGJRQOMocRAAAAAABwHwKjEgraHvm8FnMYAQAAAAAAVyEwKiHLshQK2GqOxEvdCgAAAAAAQAaBUYmFgzaTXgMAAAAAAFchMCqxcNDHIWkAAAAAAMBVCIxKLBy0mfQaAAAAAAC4CoFRiTGHEQAAAAAAcBsCoxILB201M4cRAAAAAABwEQKjEgsHbe2OOnKSptStAAAAAAAASJLsQj1xNBrV1772NcViMTmOo+nTp+vyyy/X5s2b9cMf/lCNjY0aM2aMfvazn8nv9xeqDdcLBX2SpN3RhGoqfCXuBgAAAAAAoIAjjPx+vx566CH98Y9/1LJly/TCCy9o/fr1uuuuu/Stb31LTz/9tMLhsBYvXlyoFspCOJDK7DhTGgAAAAAAcIuCBUaWZamqqkqSlEgklEgkZFmWVq9erenTp0uSZs+erZUrVxaqhbIQCqYDI+YxAgAAAAAALlHQOYwcx9GsWbN03HHH6bjjjtOIESMUDodl26mQZPjw4aqvry9kC65Xkw6MWjhTGgAAAAAAcAnLGFPw2Zabm5t12WWX6fvf/76uu+46Pf3005Kkbdu26aKLLtITTzzRY30ymZTj9I9Job1ejxwnmbn9fw279aVfvaj5Zx+jGUcdlFNNvuuirv/XlUOP1Lmjrhx6pK5v68qhR+rcUVcOPVLnjrpy6JE6d9SVQ4/UuaOuHHo8kDo38vm83d5XsEmvOwuHw5o4caLWr1+v5uZmJRIJ2bat7du3q66ubr/1jmPU2NhWhE4Lr7a2MmtbrFhqZNG2na3dbuPeNfmui7r+X1cOPVLnjrpy6JG6vq0rhx6pc0ddOfRInTvqyqFH6txRVw49UueOunLo8UDq3Gjo0FC39xXskLRdu3apublZkhSJRPTyyy9r1KhRmjhxop566ilJ0tKlSzVlypRCtVAWOs6S1sIcRgAAAAAAwCUKNsKooaFB1157rRzHkTFGp5xyik466SQddthh+sEPfqD58+dr9OjRmjNnTqFaKAsB26OA7eEsaQAAAAAAwDUKFhh9+tOf1rJly/ZZPmLECC1evLhQqy1L4aCtZia9BgAAAAAALlHQs6QhN6GAzQgjAAAAAADgGgRGLlATtJnDCAAAAAAAuAaBkQuEgj5GGAEAAAAAANcgMHKBUJBD0gAAAAAAgHvkFBgZY/TYY49pwYIFkqT3339fGzduLGhjA0k4YKuFwAgAAAAAALhEToHRT37yE61fv15PPvmkJKmqqko333xzQRsbSMJBW21xRwknWepWAAAAAAAAcguMNm7cqJtuukmBQECSVFNTo3ic08D3lXDQliQmvgYAAAAAAK6QU2Bk27Ycx5FlWZKkXbt2yeNh+qO+EkoHRk0clgYAAAAAAFzAzuVB5513ni677DLt3LlTv/zlL/U///M/uuKKKwrd24ARDvgkiXmMAAAAAACAK+QUGJ1++ukaM2aMVq9eLWOM7rnnHo0aNarQvQ0YHYekNXNIGgAAAAAAcIGcAqPGxkYNHjxYM2bMyCyLx+Py+XwFa2wg6TgkjRFGAAAAAADADXIKjM4880xt27ZN4XBYktTc3KwhQ4ZoyJAhuvXWW3XkkUcWtMn+LjPCKMJE4gAAAAAAoPRyCoyOO+44TZ8+XZ///OclSS+++KJWrFihM888UzfffLP+8Ic/FLTJ/i4c6AiMGGEEAAAAAABKL6dTnW3YsCETFknSCSecoHXr1unYY49VLBYrWHMDhe31qNLnVQtzGAEAAAAAABfIaYTR0KFDtXDhwswcRsuXL9eQIUPkOI48npwyJ+xHKGiriRFGAAAAAADABXJKe+666y7V19frsssu02WXXaZt27bp7rvvluM4mj9/fqF7HBDCQZtJrwEAAAAAgCvkNMJo0KBBmjdvXpf3HXrooX3a0ECVCoyY9BoAAAAAAJReToHRrl279Jvf/EZvvfWWotFoZvnDDz9csMYGmlDA1ubG9lK3AQAAAAAAkNshaT/60Y80cuRIbdmyRd/97nd18MEH66ijjip0bwNKOGhzljQAAAAAAOAKOQVGjY2NmjNnjmzb1oQJE3THHXdo9erVhe5tQAkFfARGAAAAAADAFXI6JM22Uw8bNmyYnnvuOQ0bNkxNTU0FbWygqamwFU0kFUsk5bc58xwAAAAAACidnAKj73znO2ppadE111yjW2+9Va2trbr++usL3duAEgqkXormaEJDbH+JuwEAAAAAAANZToFROBxWKBRSKBTSI488Ikl69dVXC9rYQBMOpgOjSFxDqgiMAAAAAABA6eR07NNPf/rTnJYhf6F0YNTCPEYAAAAAAKDEehxhtG7dOq1bt067du3Sgw8+mFm+e/duOY5T8OYGknDQJ0lMfA0AAAAAAEqux8AoHo+rra1NjuOotbU1s7y6ulr//u//XvDmBpJweg6jliiBEQAAAAAAKK0eA6MJEyZowoQJmj17tg4++OBi9TQgdRyS1sQIIwAAAAAAUGI5TXodi8U0b948bd26VYnEnkDj4YcfLlhjA03HWdJaIvESdwIAAAAAAAa6nAKj73//+zr33HM1Z84ceTw5zZONXvJ6LFUHvMxhBAAAAAAASi6nwMi2bX31q18tdC8DXjhgExgBAAAAAICSy2m40EknnaTf/va3amhoUGNjY+YHfSsU9DHpNQAAAAAAKLmcRhgtXbpUknT//fdnllmWpZUrVxamqwEqHGSEEQAAAAAAKL2cAqNnnnmm0H1AqcDonx+0lboNAAAAAAAwwOV0SFp7e7vuuecezZs3T5L07rvv6tlnny1oYwNRKGCribOkAQAAAACAEsspMLruuuvk8/m0bt06SVJdXZ3mz59f0MYGonDQVks0IWNMqVsBAAAAAAADWE6B0XvvvaeLLrpItp06gq2iooJQowDCQZ/ijlE0kSx1KwAAAAAAYADLKTDy+/2KRCKyLEtSKkDy+/0FbWwgCgVTgRwTXwMAAAAAgFLKadLr733ve7rwwgu1bds2XXnllVq3bp3uuOOOQvc24IQDewKjYaFAibsBAAAAAAADVU6B0fHHH68jjjhCGzZskDFGN9xwgwYNGlTo3gaczAijKBNfAwAAAACA0snpkLSnn35atm3rC1/4gk466STZtq0///nPhe5twKlJB0YtHJIGAAAAAABKKKfAaMGCBQqFQpnb4XBYCxYsKFhTA1XHCKMmAiMAAAAAAFBCOQVGyeS+Z+1yHKfPmxnowgGfJEYYAQAAAACA0sopMDryyCN1xx136L333tN7772nO+64Q2PGjCl0bwNOVcArS1JzlMAIAAAAAACUTk6B0bx58+Tz+XTFFVfoBz/4gQKBgH784x8XurcBx2NZCgdtRhgBAAAAAICS2u9Z0hzH0SWXXKJHHnmkV0+8bds2XX311dq5c6csy9LZZ5+tb37zm2psbNQPfvADbd26VQcffLDmz5+vmpqavDegvwkFbTVHOEsaAAAAAAAonf2OMPJ6vfJ4PGppaenVE3u9Xl177bVavny5Fi1apP/6r//SW2+9pYULF2rSpElasWKFJk2apIULF+bdfH8UCthqZoQRAAAAAAAoof2OMJKkyspKnXbaaTruuONUWVmZWX7jjTd2WzNs2DANGzZMklRdXa2RI0eqvr5eK1euzIxWOuOMM3TeeefpqquuOpBt6Fdqgj61MIcRAAAAAAAoIcsYY/b3oKVLl3a5fPbs2TmtZMuWLfr617+uJ554Ql/4whe0du1aSZIxRuPHj8/c7k4ymZTj7LfNsuD1euQ4+551rsMVi9br79uateKKyTnX5Lsu6vpfXTn0SJ076sqhR+r6tq4ceqTOHXXl0CN17qgrhx6pc0ddOfRInTvqyqHHA6lzI5/P2+19OY0wmj17tiKRiN5//32NHDmyVytvbW3V5Zdfruuvv17V1dVZ91mWJcuy9vscjmPU2NjWq/W6VW1tZY/bEvRa+rAtnvWY/dXkuy7q+l9dOfRInTvqyqFH6vq2rhx6pM4ddeXQI3XuqCuHHqlzR1059EidO+rKoccDqXOjoUND3d6X01nSnnnmGc2aNUsXXnihJOmNN97Q3Llz91sXj8d1+eWX67TTTtO0adMkSYMHD1ZDQ4MkqaGhQYMGDcqlhQEjFLDVEokrh4FfAAAAAAAABZFTYLRgwQItXrxY4XBYkjR69Ght2bKlxxpjjG644QaNHDlS559/fmb5lClTtGzZMknSsmXLdPLJJ+fbe78UDtpyjNQWd0rdCgAAAAAAGKByCoxs21YolD1MaX+Hkr366qt67LHHtHr1as2aNUuzZs3S888/r4svvlgvvfSSpk2bppdfflkXX3xx/t33Q+Fg6ijBFs6UBgAAAAAASiSnOYwOO+wwPf7443IcR++++64eeeQRjR07tseacePG6c033+zyvoceeqj3nQ4QoaBPktQUSWh4uMTNAAAAAACAASmnEUbz5s3TW2+9Jb/fryuvvFLV1dW64YYbCt3bgBQOMMIIAAAAAACUVo8jjKLRqH73u9/pvffe06c+9SktWrRItp3ToCTkqeOQtOYogREAAAAAACiNHkcYXXPNNXr99df1qU99SqtWrdKdd95ZrL4GrExg1B4vcScAAAAAAGCg6nG40Ntvv63HH39cknTWWWdpzpw5RWlqIAt1THrNCCMAAAAAAFAiPY4w6nz4GYeiFUelzyuvJTUzhxEAAAAAACiRHlOgTZs26TOf+YwkyRijaDSqz3zmMzLGyLIsvfbaa0VpciCxLEvhoI8RRgAAAAAAoGR6DIzeeOONYvWBTkJBW03tBEYAAAAAAKA0ejwkDaURDtpqiTLpNQAAAAAAKA0CIxcKB23mMAIAAAAAACVDYORCoYDNHEYAAAAAAKBkCIxcKBz0McIIAAAAAACUDIGRC4WCtloiCSWNKXUrAAAAAABgACIwcqGaoC0jqTXqlLoVAAAAAAAwABEYuVAoYEuSmjlTGgAAAAAAKAECIxcKB9OBEfMYAQAAAACAEiAwcqEQgREAAAAAACghAiMXCgd9kqQWAiMAAAAAAFACBEYuFO6YwyjCHEYAAAAAAKD4CIxciDmMAAAAAABAKREYuVDA9sjntdQSJTACAAAAAADFR2DkQpZlKRz0McIIAAAAAACUBIGRS4UDNoERAAAAAAAoCQIjlwoFbTVzSBoAAAAAACgBAiOXCgdttTDCCAAAAAAAlACBkUulAqN4qdsAAAAAAAADEIGRS4UCtpoYYQQAAAAAAEqAwMilwkFbrTFHTtKUuhUAAAAAADDAEBi5VDjokyS1MPE1AAAAAAAoMgIjlwoHbUli4msAAAAAAFB0BEYuFQqkAqNmJr4GAAAAAABFRmDkUh0jjJo5JA0AAAAAABQZgZFLZeYw4pA0AAAAAABQZARGLhVKjzBqIjACAAAAAABFRmDkUuEAk14DAAAAAIDSIDByKb/tUcD2qJnACAAAAAAAFBmBkYvVBG21RDlLGgAAAAAAKC4CIxcLBW1GGAEAAAAAgKIjMHKxcIDACAAAAAAAFB+BkYuFgz61RAmMAO+V+sMAACAASURBVAAAAABAcREYuRiHpAEAAAAAgFIgMHKxcNBWc4RJrwEAAAAAQHERGLlYKGCrPZ5U3EmWuhUAAAAAADCAEBi5WDjokyQ1tzPKCAAAAAAAFA+BkYuFg7YkqYnACAAAAAAAFFHBAqPrrrtOkyZN0syZMzPLGhsbdf7552vatGk6//zz1dTUVKjV9wshAiMAAAAAAFACBQuMzjzzTN13331ZyxYuXKhJkyZpxYoVmjRpkhYuXFio1fcL4UA6MOJMaQAAAAAAoIgKFhiNHz9eNTU1WctWrlypM844Q5J0xhln6M9//nOhVt8vcEgaAAAAAAAoBcsYYwr15Fu2bNHcuXP1xBNPSJLGjRuntWvXSpKMMRo/fnzmdk+SyaQcp2BtFpXX65GT41nPdrbG9Ln/7xndNPMIfX3iIQVdF3X9o64ceqTOHXXl0CN1fVtXDj1S5466cuiROnfUlUOP1Lmjrhx6pM4ddeXQ44HUuZHP5+32PruIfWSxLEuWZeX0WMcxamxsK3BHxVFbW5nztpj0G/DDtlhe29+bdVHXP+rKoUfq3FFXDj1S17d15dAjde6oK4ceqXNHXTn0SJ076sqhR+rcUVcOPR5InRsNHRrq9r6iniVt8ODBamhokCQ1NDRo0KBBxVx92bG9HlX6vGrmkDQAAAAAAFBERQ2MpkyZomXLlkmSli1bppNPPrmYqy9L4aCtpgiBEQAAAAAAKJ6CBUY//OEPde655+qdd97R5MmT9Yc//EEXX3yxXnrpJU2bNk0vv/yyLr744kKtvt8IBW01tREYAQAAAACA4inYHEa/+MUvulz+0EMPFWqV/VI4aKs5kih1GwAAAAAAYAAp6iFp6L1w0Kcm5jACAAAAAABFRGDkcuGAzaTXAAAAAACgqAiMXC4UtNVIYAQAAAAAAIqIwMjlwkFb0URS0USy1K0AAAAAAIABgsDI5cLB1LzkLRFGGQEAAAAAgOIgMHK5UCAVGDW2c6Y0AAAAAABQHARGLvfpupC8Hkv/vX5rqVsBAAAAAAADBIGRyx3ykQp983OHatnG7frfbc2lbgcAAAAAAAwABEZl4LsnHabBVX7dufItOUlT6nYAAAAAAEA/R2BUBkJBW1ecOFJv1O/WY3/bVup2AAAAAABAP0dgVCamfXqoPjuiRv/vxXfV2MYZ0wAAAAAAQOEQGJUJy7J01ZTD1BpztODFd0rdDgAAAAAA6McIjMrIqCFVOnfswfrj37brdSbABgAAAAAABUJgVGYuOu4QDan262dMgA0AAAAAAAqEwKjMVPn3TIC9jAmwAQAAAABAARAYlaGphw/VuBE1uufFd/VhW6zU7QAAAAAAgH6GwKgMWZalq05OTYD9/154t9TtAAAAAACAfobAqEyNHFylr37mYD32+nb97X0mwAYAAAAAAH2HwKiMXTDpEA1jAmwAAAAAANDHCIzKWJXf1vdPHKlNDbu1dCMTYAMAAAAAgL5BYFTmph4+VOMOqWUCbAAAAAAA0GcIjMqcZVm6esphaos7WvDCO6VuBwAAAAAA9AMERv3AJwZX6mufPVh/fL1eG5kAGwAAAAAAHCACo37igs8dqmHVft355/9jAmwAAAAAAHBACIz6iUq/Vz/4wij9Y0erHt3ABNgAAAAAACB/BEb9yMmfGqIJh9Tq1y+9o11MgA0AAAAAAPJEYNSPWJalq6Ycpkg8qQWrmAAbAAAAAADkh8Con/n44Ep99bMf0+P/W6/X3vuw1O0AAAAAAIAyRGDUD13wuUM0rNqv65a+rkWvbdVL7+zS5g/blWAybAAAAAAAkAO71A2g71X6vbp+2qf04+WbdNezb2eWez2WPhoOaMRHKjSiNv3zkQod8pEKDQ8HZXusEnYNAAAAAADcgsConzr+E4O09vqT9c/3m7T5w3Ztbkz/fBjR5sZ2rd/SrLa4k3m812Pp4JpgKkQaUiWTcOTzeuTzWrI9lnxej2yPJdvrkc9jpZen708vG1TbpmQ0oQq/V1V+ryp9XlX6vfJ5GcgGAAAAAEA5ITDqxyzL0uAqvwZX+XXsx2qy7jPGaFdbXJs/bNd7je3a0tieDpYi2tSwW7FEUnEnqUTSHPChbD6vlQmPKnzpMKnT9WG1Far1ezU8HNTwUEB1oYAGVfpkWYx4AgAAAACgFAiMBqiewqTa2ko1NrZlbhuTCo3ijsmESHsujRLJpOKOkS/oU8OHbWqLOWqPOWqNpy9jjtrjjtpiiU7XHX3QGlNbzFHj/+1Ue6fRTpLk91qqCwVUFw6qLhTQ8I6fcEDDQ0HVhQOqLcqeAgAAAABg4CEwwn5ZVuoQNJ9XkrzdPq62tlKNtcFeP39NTYX+tb1Z9c1RbW+JqL4lqu3NUW1PX77yrw/1QWtMew90qvJ7VR2wFQ7aCqUvU9d9qcugrZr0ZThgKxT0pS7DTP4NAAAAAEBPCIxQcpZlqbbCp9oKnw6vq+7yMQknqR2tsXSQFNH25qjaHKMdzRG1RBJqicS1ubFdzZGEmiMJRRPJHtfZOWCqqfCpJmgrHPTtddtWTedlNQRNAAAAAICBgcAIZcH2enRQOKiDwkFJqUPo9j50rrNYIqnmaEItkYSaI3E1RxJqiabCpJikhsZ2NUUSampP3bc1fbslklB3sVA4aGvk4EqNGlKlw4ZUadSQKo0aUqlw0FeQbQYAAAAAoFQIjNAv+W2Phth+Dany73NfT0GTkzTaHU2oKR00dYRKje1xbW+N6+9bm/TUpgY9Gt0z59Kwan9WiHTYkCp9fHClAjZnhwMAAAAAlCcCI6ATr8dKHX5W4ZNUkXVfR9BkjFF9S1Rvf9Cmtz5o1dsftOqtD1q1dnOj4k5qfJLHkkbUVmjkkCoNDgVknKRsjyXb45HPa8n2WPJ509e9ntTt9LLUfZaGfqRSyVhClemzyqXONGfL77U4gxwAAAAAoKAIjIBesixLw8NBDQ8HdfzIQZnlCSepzY2RTIj09get+ucHrXqjfrdiCSdzdrnUmeXynw/J67HS4ZE3c1nh96rK51VtdUC2jCp96WWdHlPp96rCl17mt1Xp86jSb6vCx0goAAAAAEA2AiOgj9hejz4xuFKfGFypqYcPzSzv6hA4Y4ycpFF8rxAp7iSVcIxiTlJ20Kf6Xa1qizl7fuJdXE9fNrbF9fbONu2OJtQed/Y78XcHS1LQ55XHkixL8lqpEUweS/KkL7u67bUs+X0e+TyWgj6vgrZHQduroM+jio7b6euB9PKgnbo9uLZd8UhMftujgO2R35t96fN65PUwigoAAAAASoXACCgBy7Jkey3ZXqnC5+3yMbW1lWoMB3r1vJ3DqYSTVHs8qdZYQm1xR+0xR60xR+3x1GVbp+vyetQeictJGhkjJY1RMn1pjOQYI9NpWdKkQi95PNrdHlck4WhHJKFI3FEkkcxc5hpadcX2WJkQqSNYCvi8kjHyWpY8HkteKzXiypO+bVuWPJ5U6NWx3OuxVF3hk8eY/QZae5Z7VeHzyPHZao3E5bFShxF6Oq2XwwIBAAAA9GcERkA/ZXs9Cnk9CgX3/2ve00TgB1KXNEbRRFLtcUeReFKRROrSG/Dpw6Y2RROp0VSxRFLR9GXWdScVOnVcNx6PotGEnPQIraQxckxqsvJ4IqlIZnlqWcfjHGPUFk0FZJEDCLE683QKq/YEVKllPtsjj5SZt8rrSQVOHZe2N1Wz5zI1d1VtdUA+mcxhg1XpwwqrAraqfF5VBbyq6rTc9nI4IQAAAIDCIDACUDAey1KFz7vPKKpU0BTs9fP1RbBl0iFW5wCrveOy8wipuCNfwKeW1mhqZFWnACqZCaKUfTv9GNtnq609pkR6WWKvHydpFEsklYgms+6Pvt+slkhqRFguAulD/GyvJWNShxd2HMlnWZYspQ4ztDpud7pue1Ohls9rye/1yGd75E9ftz0e+e3UJOz+9OTsHZfhqoCcuJO+z5I/fQih37tnIvfUYzvV2h45tlfxuKOA7WF0FgAAAFAGCIwADCiWlZ5zyeeV5OvxsYUaebW/OidpMocLtsYSao2mDiFsjSW0O9ZxSGF6edyR7fMqGk3IKBWIGaPUdUkyJr08NeIrvUhe26v2aDw1wstJjdBqjabm04o5SSU6ljvJzGOcA5isvYPHUqfJ1/dMxF6Rnpy9ym/vWeb36iOhoNrbY5mwSx1BmFKBpDIhmGQpFYpJUqg6oFgknjWyy9vNiK/MyC+PpYjHo5bd0ax1edLP3dW6Oq77Y6m5w3orEHMUSySz5gojUAMAAIAblCQwWrVqlW677TYlk0nNmTNHF198cSnaAABX8nosVQdsVQdsSfufxyqfgCqfmqQxqqwO6oNdrZlDCTsCpvjeAVPCKJFMXY8njDx+r3Y2RVJBV3r+rM6Ttm9vie5ZFuu7QwfLUSakSh/q2BGOeTypS0uSx2NJJh1Y7TWaTNqzzJO+w5Lk9Xpkksm9Ht9NENbpOXw+j5Q0WaFb58MquwrlbI+lygqfotFEr7c/ELAViybS4V/nfrL72rv/igq/YtF4Zh92fpy6ue2RVFXlV6Q9njWhv2V12ufpHrweK1NjWZbCod1qa4tlnRAgddnzyQLCUUfNLZFe75d86wbFk2prjWZGAPrSr58v/XoRUAIAgO4UPTByHEe33HKLHnzwQdXV1emss87SlClTdNhhhxW7FQBAL3jSo7NSQVbv9Dag6hhlFawKqLGpPWukVMdIKkmpCdiVGlUl7RlJVR0K6sPG9vQhf8mswwG7v0wqEPSrrS2617rSI7eUve7OvQQr/Iq0x3q9X/wBn9raY50mm98zqbyTvtx7snknaeQP2KlRZentT6ab69gXnUeYJdO3fT6vYrFEVt9d7dOOXjrGk3m9HkViicw+jCQSew6ldFKHYSacffdxZnL8XrIsKz3hfnZ/He+BPhjohk46h0i2J30oqu2RMabHgK4jVJM6Hepqe5R09g4lU4/ouN45xOxY5vfZchxn38Cui7N1ph6TugwEbCVizn5Dz71Dw2DQzivMDAZSIWjnEFPq6Kv7UZCVFX7Fo3F5PdknZOh84obU7fSJFdL3VVcH1doa7XWf1dW71d4RZqpT2Jy5ve++9FhSOOKoZXck03t68/Z9H3Taz22y1Nzc+yCz3bLU0hLtMqjNBLTa9/UHABRX0QOjjRs36tBDD9WIESMkSTNmzNDKlSsJjAAAGR2jrGqrA7ITvT/Uq7a2Uo2+3k8KXqrDEItRVw499qZu70CppqZCjY1tWUHVnvuzQ8VMsGakULquu5Bu7yCvY1lVVVDNLe17zi4po2Ry77NL7vs8lZUBtbX1PgTIp84YKVDhU1NLRHEnFeTFnaQSjlE82XG5Z1nH/ZbXo2gskXmOVEjXQ2ibfi3s9FxluYaYJpkOAROO4vFkZh91dbbOjhAztb/Tz29ZSiaTe56vizC3q/dAx2N6zUrNZ9dRmvX8ewecKJi8ciNL+b0wHYGZlBV0Zoel2YdEd5xRteNNlh22dT0i1NMRqHo9SuaRins8lkzS7Hck5t6927ZXjtP7Eb1er6fXdfnUHGhdKsBO3e5ybsdOtzteX5/PKyePvzts26tEudQ5yZwO7/d02kc+n614vPdBez51xVzXgdRNO/IgTR01qNd15abogVF9fb2GDx+euV1XV6eNGzf2WOP1WqqtrSx0a0Xh9Xp6vS351FA3MOvKoUfq3FFXDj1S17d15dDjgdYNHVydV93gKn9edY5Tk2ddcf/RVA7/sOuPdR3BluWxFI876ZF36RF4mZF4e93OnFAhKcuT+gdvr3ksJRLJTAjaMWKv4wyimevGyKRDTseY1Oi+5J7RfR1hXTovzIRuyU7hmJUOKnrLsiw5yXRImMwOZjOX6V46b4NkZebj690uya+uo091EUJ2nhewczCaNEaWrE77z2SHmN0Fmsn892fnMHPvUDx7/ZK0JwC3LCvvkaC9rSvmujrqOt5L2ntf9/B6JI2RPL3/DyenTOoSHUG9OsLuZNcBf8d7PL1cViy/pD2fumKu6wDqGlqi/Saj6ElZTHrtOCav/6V0I/5XmLpC1pVDj9S5o64ceqSub+vKoUfq3FFXDj2WW117p0PLLEne9M+eBVbqJ8NbFttXDj1S5466cuiROnfUlUOPB1LnRkOHhrq9r/ex5AGqq6vT9u3bM7fr6+tVV1dX7DYAAAAAAADQjaIHRkcddZTeffddbd68WbFYTE8++aSmTJlS7DYAAAAAAADQjaIfkmbbtn784x/rwgsvlOM4+vKXv6xPfvKTxW4DAAAAAAAA3SjJHEYnnniiTjzxxFKsGgAAAAAAAPtR9EPSAAAAAAAA4G4ERgAAAAAAAMhCYAQAAAAAAIAsBEYAAAAAAADIQmAEAAAAAACALARGAAAAAAAAyGIZY0ypmwAAAAAAAIB7MMIIAAAAAAAAWQiMAAAAAAAAkIXACAAAAAAAAFkIjAAAAAAAAJCFwAgAAAAAAABZCIwAAAAAAACQhcAIAAAAAAAAWQiMAAAAAAAAkIXACAAAAAAAAFm8P/nJT35S6ib6uw8++EDvvPOOduzYIY/Ho8rKyh4fn0gk5PGksrzW1la9+eabCgQCCgaDvVrv1VdfralTp+73cW+//bbefPNNDRo0SH6/P7N81apVOvTQQ3us3bVrl9555x3t3LlTFRUVWfV9bfPmzVq8eLGWL1+ul156SVu2bNEnPvGJXq+zsbGx1/vyX//6l9asWSNJGjRoUI+P3bhxo+rr61VXV6e33npLjz32mJqbm/Xxj3+825q3335bixcv1p/+9CetWrVKmzZtUm1t7X7Xtbd8tk3K/b3S2dq1a/XUU0+ptbVVhxxySI+P3bFjh9ra2lRVVaVdu3bphRdeUDKZ1ODBg3u1zpUrV2rkyJH7fVw+75VYLKbHH39cu3bt0ogRI/T4449r0aJF2rJli0aPHi2v19tl3YYNG1RdXS2/369IJKJ77rlHDz74oN544w0dffTRCgQCXdY9/PDDGjZsmEKhUG4bvx8vvfRSt69Dc3Nzt3301i9+8QtNmjSpx8fku08kqaWlRStXrtSLL76o9evXa9u2baqrq+uxJt/Xric97c+99eZ3IZ/tk6Tdu3dr+/btqqmpyVq+adMmDRkypMuavvhc2bx5c86ffd1pbW3t8XfvQL6DuvLoo4/qiCOO6NO6lStX6uCDD5Zt271+3ldeeUXRaFQf+chH9Oqrr+pPf/rTfr8TpPz3SzG/g1pbW/XMM8/oxRdf1MaNG9XU1KQRI0bIsqxua/L97Mv3NXj//ffl9/tl27aMMVqyZIkeffRRbd26VaNHj878vZWLXD7/pPz3Zz6v3d5683nUl797vfm9y7XHA3nt8nlvSvn/rZnP3zkH8l2Zz3dCvuvL9zMsn/dzvt/nB/J3QF/9HuTyt3Rf/+0n7f93L9/39IF+HvXF3w/727Z8Pmv78jXI599P5cgyxphSN9FfvfHGG7rpppvU0tKiuro6SdL27dsVDod10003acyYMfvULFmyRHfeeadqa2t1/fXX65ZbbtHHPvYxvfvuu7rqqqs0c+bMLtc1d+7cfZatWbNGEydOlCTde++9XdY9/PDD+u1vf6tRo0Zp06ZNuv766/XFL35RkjR79mwtXbq0y7q33npLP/3pT7V161Zt27ZNo0eP1s6dOzVhwgTdcMMN3f4Svvnmm5o3b57q6+s1efJk/ehHP8p82Z111llavHhxt30+99xzGjdunFatWqXRo0crHA7r6aef1k033ZTZzr29+uqruvHGG+XxeHT77bdr/vz52rx5s+LxuObPn6+xY8d2WXfeeefp3/7t3zRo0CAtW7ZMv/71rzVu3Dht3LhRZ599ts4777wu6xYsWKBVq1YpkUjo+OOP14YNGzRx4kS9/PLLOuGEE/Sd73xnn5qFCxfqySef1IwZMzLvk/r6+syyiy++uMt13XPPPbr00kslpV6Pyy67TPF4XJL0y1/+Usccc0yXdfm+Vzq/Pv/93/+t3/72t5o6dapefPFFTZkypds+f//732vhwoWSpAsvvFBLly7VJz/5Sb366qu68MILNWfOnC7rVqxYkXXbGKNbbrlFN910kyRp2rRpXdbl+1658sor5TiOIpGIQqGQ2traNHXqVK1evVrGGN15551d1s2YMUOPPfaYbNvWvHnzFAwGNX36dK1evVqbNm3SggULuqz77Gc/q4qKCh1yyCGaMWOGTj311Ly/UCXpC1/4gp577rku7zviiCM0YcIEzZgxQ9OnT1c4HM7pOX/6059m3TbG6LHHHtMZZ5whSbrxxhu7rMt3nyxbtkwLFizQ8ccfn/WZ+fLLL+u73/1uZr17y/e160lP+zPf34V8t2/58uW6/fbbNXjwYCUSCd1xxx06+uijJXX/OZ3v58qll16qe+65R5L05z//WbfffrsmTpyo1157TZdcconOPPPMbvZY93ral/l+B+W7vnzrjj76aFVUVGjy5MmaOXOmTjjhhJyCyNtuu01/+9vflEgkdMIJJ2j16tX6/Oc/r1deeUWjR4/WNddc02VdvvulmN9By5cv1wMPPKDDDz9ca9as0dixY5VMJvWPf/xDd911lw4//PAu6/L97Mv3NZg5c6b+8Ic/qKKiQj//+c+1efNmnXzyyVq9erUk6Y477uiyLt/Pv3z3Zz6vnZT/51Ff/+4V4jMz39cu3/dmvn8/5Pt3Tr7flfl8J+S7vnw/w/J9P+f7fZ5vXb6/B/n+Ld3Xf/tJ+/+Ozec9nc/rV+y/H/L9rM33Ncj3Ne8XDArm9NNPN+vXr99n+bp168xpp53WZc3MmTPNzp07zXvvvWfGjh1r/vWvfxljjNmxY4eZOXNmt+s644wzzJVXXmlWr15t1qxZY1avXm2OP/54s2bNGrNmzZpu62bOnGl2795tjDFm8+bNZvbs2eY//uM/jDHGzJo1q9u6OXPmmLffftsYY8yGDRvM1VdfbYwxZtGiReZ73/tet3Xnnnuuef75501TU5O57777zJe+9KXMNva0vpkzZ5pEImGMMaatrc18/etfN8YYs3Xr1h7rvvzlL5tNmzaZ1157zUyYMMG88sorxhhjXn/9dXPOOed0WzdjxozM9TPPPNPs2rUrs+6eXoeOPtva2szYsWNNS0uLMcaY9vb2buumTZtmYrHYPsuj0aiZOnVqt+s644wzMtcvuugi89xzzxljUq9HT9uW73ul834+88wzzc6dO40xxrS2tu53n7S1tZldu3aZY4891jQ0NBhjjGlsbDSnn356t3VHHHGEufjii821116b+Tn22GMz13taXz7vlY5tiMfjZtKkSZnnSCaTPW7fKaeckrne+TUxxvS4fbNmzTKO45gXXnjBXHfddWbixInm29/+tlmyZEnmfbO3Sy65pNufY445psdte+aZZ8wPf/hDM2HCBDN37lzzxBNPmPb29m5rjDFm8uTJ5sorrzRLly41S5YsMUuWLDETJ07MXO9Ovvtk2rRppqmpaZ/ljY2NZtq0ad3W5fva5bs/8/1dyHf7Tj/9dFNfX2+MSf1+T58+3axYsWKfXvZeVz6fK52f75xzzjHvvfeeMcaYnTt3dvu9ZYwxDzzwQJc/999/vxk/fny3dfl+B82cObPbnzFjxvR53axZs0xjY6NZtGiR+cY3vmEmTZpk5s2b1+NnpjHGfOlLXzLJZNK0tbWZcePGmba2NmOMMbFYLOt7pi/3S7G+gzo+241JvT++/e1vG2OMeeONN3r8Dsrns6+jLp/X4NRTT81cnz17tnEcJ3O7p/d0vp9/B7I/e/vaGXNg3829fY8dyO9PPj3m+9rl+948kL8f8vk7J9/vyny+E/Jd34F8huXzfs73+/xA6vL5rD2Qv6Xz+fw7kO+8fN/TvX398v37Id9tO5C/c/J5DfJ9zfuD3o+tRs7a29u7HOVx7LHHqr29vcsaj8ejQYMGadCgQaqsrMwM1e1ueGmHRx99VA8//LDuvfdeXX311Ro9erQCgYAmTJjQY10ymVRVVZUk6WMf+5geeeQRXX755Xr//fdlehh8FolEMocGHX300ZlRH2effbYefPDBbutaW1s1efJkSdIFF1ygMWPG6MILL9TPfvaz/Q4TdhxHXq9XsVhMra2tkqSPfvSjSiQS3dYkEonM/yQNGjRI48aNkySNGTNG0Wi02zrbtjPDMCsrKzOHEfr9fiWTyW7rvF6vvF5vJrmurq6WJAWDwW6HTluWpYaGBh188MFZy3fs2LHffdKhoaFBJ554oqTU6xGJRLp97IG8V5qampRMJmWMyaTxlZWVPf4vr23bqqioUEVFhUaMGKGhQ4dKkmpqanrcvt/97ne6++67ddRRR+mrX/2qpFSS393/KHaWz3vFGKNYLKb29na1t7erpaVFtbW1isViPdZ98pOf1KOPPqr/v72zD67pzv/4++aBCF1L4yFIrYeuWE8Jug3SBlENtkESqWEQLZZtpyuqGQ9bpYpqUZTFdMy26G6mTFobkc16atSya0WGjbJI001IUK4KSRqJnN8fmdyfK7k3N5+c+733XO/XTGfk4XW/78/34Zzbk3vONzY2FsHBwfjPf/6DPn36IC8vz+6tEyaTCV5eXggPD0d4eDgqKipw9OhRpKWlYfXq1Za/oD5MVlYWPvzww1q3tWqahrNnz9psy8fHB8OGDcOwYcPw008/4fDhw9i/fz/effddhIeHY+3atXV6aWlp2LBhA7755hskJSWhXbt22LRpE8aPH2+zrcb0SU2/PIqXl5fd45F07KT9KV0L0vqqqqrQtm1bANXre8eOHZg9ezaKiopsriHpceXhn1VWViIoKAhA9fHT3u0f69atw6uvvlrn+No7ZkrPQbdu3cL27dtrfVpO0zRMnDhRd89kMqFly5aIj49HfHw8fvjhB6Snp2Pt2rW4du0aMjMzbXo1a73ma6B6zJ3RL6rPuDDQ0AAAGkxJREFUQTW3QPv7++PWrVsAgODgYNy7d8+mIzn21XiSMQgMDMSJEycwaNAgdOzYEUVFRejYsSNu375ttzbp8U/an5KxA+THI8kck64faUbp2AGyuQnI3j9I3+dIz5WSc4K0PekxTDqfpedzqSc91krfS0uPf9K1B8jmtPRcUkND3j805rwsfZ8jGQPpmHsCvGDkRJ5//nnMmjUL48aNQ/v27QFU337w1Vdf4bnnnqvTCQwMxNq1a1FSUoKuXbvi/fffxwsvvIATJ05YTg514eXlhYSEBERFRWHlypUICAjAgwcP6s345JNP4vz58+jZsycAoHnz5ti2bRsWLVqEixcv2vSeeuopbN68GWFhYThw4ACCg4MBABUVFXZPIED1MzxqblkLCwvDxo0b8cYbb+DOnTs2nbi4OMTGxqJfv344deoUZs6cCaD6GUqP3r/9MA9nefPNN61+VnP7Vl0sXLgQr7zyCkaOHImnn34a06ZNQ3h4OLKysux+pNLX1xdlZWVo1qwZUlJSrGq2dbBctGgREhIS0LlzZwQGBgKovm8/Pz8fb7/9ts22CgoKLB+PvHbtmqVdAHZPAtK5cu/ePcTExEDTNMtBum3btigpKbF7UjWZTKioqICvr6/lI9sAUF5ebneu9O3bF3/605+wc+dOTJkyBW+99ZZDF9CkcyUuLg6jRo1CVVUVEhMT8fvf/x5BQUE4c+YMxowZY9NbsWIFVqxYgS1btqBVq1aYOHEi2rdvj8DAQKxYscKm92if+fr6IjIyEpGRkTYvKPfr1w9+fn51npy6dOniUFt+fn4YPXo0Ro8ejbt37+LgwYM2vRYtWmDx4sXIycnB/PnzMXToULtjXYO0T2bPno3x48djyJAhVmvh+PHjltsv60I6dtL+lK4FaX3NmzdHfn6+5Q8Ibdu2xY4dO/Daa6/h0qVLdTrS48qFCxfQv39/aJqGiooKS23379+3e5zo1asXRowYgd69e9f62e7du2160nPQ0KFDUVJSYvEextZH7BvjPTqubdq0wdSpUzF16lRcvXrVphcREYFJkyahvLwccXFxmDt3Lvr164d///vflj9g1IW0X1Seg55//nnMmDEDAwcOxDfffIOoqCgA1c/Sq+8C76OZ6zv21eU5OgbvvfcekpKSsGnTJjzxxBMYN24cgoODcffuXSxcuNCmJz3+SftTMnaA/HgkmWPS9SPNKB076dyUvn+Qvs+Rnisl5wRpe9JjmHQ+S8/nUk96rJW+l5Ye/6RrTzqnJeMnff8grU16rJWOgXTMPQE+w8jJZGZm4tChQ7hx4waA6oN6ZGSk5dMgj3Lv3j18/vnnMJlMmDx5Mo4dO4aUlBR06NABc+bMsXvR6GG+/vprnD59GvPmzbP7e9euXYO3t7flryEPk5WVhQEDBtTpFRcXY+vWrcjNzUVwcDBmzpyJFi1a4O7du8jNzUVISEidXmpqKoKCgmr9vLCwEH/84x9rPTPgYS5duoTc3Fw8/fTT6Natm926ajh06BAGDx5suZBSQ35+PjIyMiwHzrq4e/cuUlNT8f333+PBgwdo164dIiMj7bZ9//79Oh8iZzab8cMPP9i8b76qqsrycDkAaNeuHfr06WP3L28nT560+rpXr15o3rw5bt68iYyMDEyePNmm+zCOzhVblJWV4ebNm5a/JDxKYWEh2rRpA19fX6vvX79+Hbm5uRg8eHC9bVy/fh0rV65ETk4ODh06VO/vS+ZKTTtAdf8XFxfj+PHj6NChg+XZAPa4d+8erly5gsrKSrRv377eTwXm5eXZvSihJ9u3b8err77aqNfQNA1//vOfkZ2djTVr1jjkNLRPAODOnTs4duyY1ViEh4fbfWMDNG7s9KK+tQDI6rtw4QL8/PxqPWiyoqIC6enpiI6OrtOTHFdsUVxcjNzcXJvPffvuu+9sPmjy5s2bNsdeeg5SzcPPKWgo2dnZMJlMCAkJQX5+Pg4cOIDAwEBERUXZfOMt7ReV5yCg+j3O5cuXERwcjCFDhlheq7Ky0uYDVaXHvsaMAVD9cNS8vDw8ePAA7du3R58+fRx+4HVDj3+S/pSOnS3qOx65w9pz5JgJyMZOMjcB2fuHwsJCtG3bttandBx9n9PQc6X0nCBtT3IMa8x8lp7PJZ5e6+DIkSPIzs6u9720yvd+NUjmtJ7Ho/rePzQGybFWrzFo7P8/GQon3OZGGsi7776rxGkoNff0NgZpzoZ4npxTdW16tOcIt2/f1u213HktqPBU96We7TnCwYMHDdVeQ8dc2p8q+0XPttx5vTYUab9IvO+//17729/+pl26dEnUpqq2VB8fpO2pXncqc6oeP6OMgeqxU73OVY6Dynnp7D6p67mCUpw5BnrldLQ/9WrPmXNFdZ/o5RkRx/cSJU7j9OnTjXb++9//Ij4+HhEREXj77betbu+Ki4sT5bL3EU5HkdTWUM+Tc6quzV57Fy5cEM2xrKwsjBo1CmPGjMGZM2cwffp0xMXFISIiAtnZ2Q5ns8Wj9Ulz2kM6Dnp7qvtS2p50DP7+97/X+m/JkiWWfzu7vYyMDIfas4e9MZf2pySnO/XJw7j63KW6X6TelClTYDabAVTvrjdr1iwcPXoUiYmJ2Llzp671SduSzmfpmJ8+fVrUnl7rztHjUc0uQUD1DqYvvvgiYmJiMHz4cJw5c0Z3Tzp+kvZU1yYdA+m60yuns9e5dE5L6pO2Ja1N5XwGqh+NkZCQgN27d6O4uNjm7znSXmxsrNPWgjSntD8l7ameK6r7ROp5AnyGkYewdOlSvP766wgJCcHu3bsxadIkbNmyBU899ZTd59nYekC1pmkoLS11VtwG48k5VdcmbW/ZsmWiObZq1SqsX78epaWlmDVrFjZv3oyBAwfi3LlzWL58OZKTkxtdkx45pf2i0lPdl9L2pGOQmJiI8PBwq9uaSktLceTIEQDAyJEj3aI96ZhL+1OSU3WfSFF97lLdL1Lv9u3bFmfnzp1ITk5Gq1atUFZWhvj4eEyZMkW3+qRtSeezdMxXrlwpak/lugOAAwcOWJ5J9sEHH2DRokWIiIjA2bNnsXLlSpvtST3p+EnaU12b6nWnOqfqtSepT9qWtDaV8xkAunXrhmnTpmHfvn1Ys2YN+vfvj9/85jeIjIy0PDhdz/ZU55T2p6Q91XNFdZ9IPU+AF4w8BOnuY9KdbVTjyTlV1yZtTzrHpDvVSVG9FlR6qvtS2p50DKQ746luTzrm0v6U5FTdJ1JUr1fV/SL1pDt1SuqTtqX6+CBtT+W6e5SG7GAq9aTj19icKmpTve5U51S99iT1qd5tWPV8lu4iK21Pdc7GjEND23PFXFHdJ42dm0aFF4zcAE3w3PG6HMnuY9KdbRqTU+J5ck7VtTWmPckck+5U5yiuXgsqPdV92Zj2JGMg3RlPdXvSMZf2pzSn6jFwBFevV2l70n6RetKdOiX1SdtSfXyQtqd63Ul3MJV60vGTtKe6NtXrTnVO1WtPUp/q3YZVzmdAvous6rUgzSntT0l7queK6j5pzHnZ6HgvXbp0qatDeDJmsxmXL19Gs2bN0LRp0zp/p0mTJlZbCUqcFi1aWHaPqCEgIACRkZEwm80YPnx4na/Tv39/tGnTptYuYgDw0ksvWa6e6lWb1PPknKprk7YnnWNt27ZFYGAgfH190bVrV8v38/Pz4ePjY3cHCiOsBZWe6r6UticdAwCWnViGDBmCjRs34saNG5g2bZrN33dFe9Ixb8z4NTSn6j4BjLFeXdEvEq9Tp06Ijo7GlStXUFxcjICAALRs2RIJCQmIjIy06Unqk7al+vggbU/lugOAkJAQhIaGIjQ0FKNGjUKbNm3QpEkT3Lx5E82aNbO5Y5PUk46fpD3VtQFq153qnKrXnqQ+aVvS2lTOZ6D6E4/9+/ev9f2mTZvWuc17Y9tTnVPan5L2VM8V1X0i9TwCdc/Xfvz44osvtLCwMC0+Pl4bPHiwQzsmSJyGoNduYNKcquszSk6J444Z9fQ8vT5neuxLeqrb4hzzfM8IGem5h2eEjPT09YyQkZ57eEbI6ArPneEtaU7ks88+Q1paGlq3bo2CggLMnz+/3iuQEqch6LUbmDSn6vqMklPiuGNGPT1Pr8+ZHvuSnuq2OMc83zNCRnru4RkhIz19PSNkpOcenhEyusJzZ7xcHcCT8fX1tTxNPSgoCPfv33eK4wqkOVXXZ5ScEoyQsTF4en0qYV8SZ8M5RgghhBDiefATRk7k2rVreO+992x+/Yc//EEXxxVIc6quzyg5JRghY2Pw9PpUwr4kzoZzjBBCCCHE8+AFIyeSlJRk9XWvXr2c4jQETafdwKQ5VddnlJwSxx0z6ul5en3O9NiX9FS3xTnm+Z4RMtJzD88IGenp6xkhIz338IyQ0RWeO8Nd0pxIz549bf7XsmVLy5ayjXVqULkbmDSn6vqMklNlbdL2VHueXp/UY1/Sc+ZckXqcY8b2jJCRnnt4RshIT1/PCBnpuYdnhIyu8AxP45+bTexx+vRpLT09Xbt586amaZp2/vx5bd68edrzzz+vq+OK3cAkOaWeJ+dUXZvqucL69PPYl/ScPVc4xx4/zwgZ6bmHZ4SM9PT1jJCRnnt4RsjoCs8T4AUjJ/L+++9rUVFRWmJiohYTE6OtW7dOGzx4sPbpp59qP/30k26OpmnamDFjtFu3bmmapmn5+flafHy8QxmlnjSn6vqMkFN1barnCuvTz2Nf0nP2XOEce/w8I2Sk5x6eETLS09czQkZ67uEZIaMrPE+AzzByIpmZmfjqq6/QtGlT3LlzB0OHDkVqaio6deqkqwOo3w1MmlN1fUbIqbo21XOF9ennsS/pOXuucI49fp4RMtJzD88IGenp6xkhIz338IyQ0RWeJ8ALRk6kadOmlvsbW7Zsic6dO9f75lniAOp3A5PmVF2fEXKqrk31XGF9+nnsS3qOelyv9Bz1jJCRnnt4RshIj2NOzzWeETK6wvMETJrmgY/ydhMGDhyIgQMHWr4+deqU1ddbt27VxQGAL7/80m6W8ePH6+pJc6quzwg5Vdemeq6wPv089iU9Rz2uV3qOekbISM89PCNkpMcxp+cazwgZXeF5Arxg5EROnjxZ63smkwlA9ZZ7v/71r3Vx6qOwsBAdOnTQ1ZPmVF2fUXJKHHfJ6CzP0+vT22Nf0nNlW5xjnukZISM99/CMkJGevp4RMtJzD88IGV3hGQZXPDjpceHAgQParl27LF/HxsZqw4YN04YPH67t379fN6cGlbuBSXOqrs8oOVXWJm1Ptefp9Uk99iU9Rz2uV3qOekbISM89PCNkpKevZ4SM9NzDM0JGV3hGh58wciITJ07ERx99hMDAQADA2LFj8emnn6KsrAwLFy7EZ599posDAKtXr8bXX3+Nnj174n//+x/Cw8OxZ88ezJo1CxMnTrQ8W0IvT5pTdX1GyKm6NtVzhfXp57Ev6Tl7rnCOPX6eETLScw/PCBnpcczpucYzQkZXeB6Bq69YeTIxMTFWXy9btszy7wkTJujmaJqmjRo1yrJ18Y8//qiFhIRoBQUF9WaUetKcquszQk7VtameK6xPP499Sc/Zc4Vz7PHzjJCRnnt4RshIT1/PCBnpuYdnhIyu8DwBL1dfsPJkiouLrb5esmSJ5d9ms1k3B1C/G5g0p+r6jJBTdW2q5wrr089jX9Jz9lzhHHv8PCNkpOcenhEy0tPXM0JGeu7hGSGjKzxPgLekOZE333wTzz77LOLj462+n5ycjJMnT2LdunW6OID63cCkOVXXZ4ScqmtTPVdYn34e+5Keox7XKz1HPSNkpOcenhEy0uOY03ONZ4SMrvA8AV4wciK3bt3Ca6+9Bl9fX/Tq1QsAcO7cOdy/fx+bN29GQECALg6gfjcwaU7V9Rkhp+raVM8V1qefx76k56jH9UrPUc8IGem5h2eEjPQ45vRc4xkhoys8T8DH1QE8mSeffBLJyck4ceIELl++DACIiIjAoEGDdHWA6tsBrl+/jsmTJwMA4uLiYDabYTKZMH/+fN09aU7V9Rkhp+raVM8V1qefx76k56jH9UrPUc8IGem5h2eEjPQ45vRc4xkhoys8j6Bxj0Ai7sLLL7+sFRYWWr6Ojo7WzGazdvXqVW3q1Km6e6rx5Jyqa1M9V1iffh77kp6jHtcrPUc9I2Sk5x6eETLS45jTc41nhIyu8DwBfsLIQ6ioqLBsZwwAAwYMQKtWrdCqVSuUlZXp7qnGk3Oqrk31XGF9+nnsS3qOelyv9Bz1jJCRnnt4RshIj2NOzzWeETK6wvMIXH3FiujDiBEjbP4sMjJSd081npxTdW2q5wrr089jX9Jz1ON6peeoZ4SM9NzDM0JGehxzeq7xjJDRFZ4n4OXqC1ZEH/r27Ysvvvii1veTk5PRt29f3T3VeHJO1bWpniusTz+PfUnPUY/rlZ6jnhEy0nMPzwgZ6XHM6bnGM0JGV3ieAHdJ8xBU7wamGk/Oqbo21XOF9ennsS/pOXuucI49fp4RMtJzD88IGelxzOm5xjNCRld4ngAvGHkYD+9Q071793p3qGmspxpPzqm6NtVzhfXp57Ev6Tl7rnCOPX6eETLScw/PCBnp6esZISM99/CMkNEVnpHhBSNCCCGEEEIIIYQQYgWfYUQIIYQQQgghhBBCrOAFI0IIIYQQQgghhBBiBS8YEUIIIcStOXjwIHr06IHc3FyRv2HDBhw/flznVI1n69atNn9WUlKCd955ByNGjMD48eMRExNT5w4thBBCCCHOgs8wIoQQQohbM3fuXNy4cQNhYWF44403XB1HN0JDQ5GdnV3nzxITExEUFIS5c+fCy8sLZrMZe/bswaxZs6x+r7KyEj4+PiriEkIIIeQxgxeMCCGEEOK2lJSUICoqCjt27MDs2bORkZEBALhx4wYSExNx7949PHjwAEuXLkVoaCgWL16MnJwcmEwmxMbGIiEhAQsWLMDQoUMRFRWFzMxMrFq1Cv7+/ujfvz8KCgqwbds2fPzxxygsLMSVK1dQWFiIadOmYerUqbhy5QpmzJiBkJAQZGdno3fv3oiNjcXGjRthNpuxZs0a9O3bF6WlpVi+fDkuXbqEyspKvP766xgxYgRSUlJw+PBhlJWVoaCgACNGjEBSUhLWrFmD7du345e//CW6d++OtWvXWmrOz8/H9OnTceDAAXh51f4w+L/+9S9s2LABP/vZz5CXl4e//vWvWLp0KXJycuDt7Y0FCxYgLCwMKSkpyMnJwZIlSwAAv/3tb/HKK6/g2WefRWhoKCZMmIB//OMfCAgIwEcffYTWrVurGVRCCCGEGALekkYIIYQQt+XQoUN47rnn0KVLF7Rq1Qo5OTkAgH379iE8PBx79+7F3r17ERwcjPPnz+P69evYt28fUlNTERMTY/Va5eXlWLJkCT755BOkpKTAbDZb/TwvLw/bt2/H7t27sXnzZlRUVAD4/ws46enpyMvLQ2pqKv7yl78gKSnJclvZ1q1bERYWhj179mDHjh348MMPUVpaCgA4f/481q9fj9TUVKSnp6OoqAjz58+Hn58f9u7da3WxCAAuXbqE4ODgOi8W1fDtt99i8eLFyMjIwOeffw4ASE1Nxdq1a7FgwQKUl5fb7dfS0lL07t0baWlpeOaZZ7Bp06b6hoIQQgghjxm8YEQIIYQQtyUtLQ1jxowBAIwePRppaWkAgD59+iAlJQUff/wxLl68iBYtWiAoKAgFBQVYvnw5jh49ihYtWli91nfffYegoCAEBQUBgOV1a4iIiECTJk3QunVrtG7dGrdu3QIAdOrUCT169ICXlxe6d++OQYMGwWQyoUePHrh69SoA4NixY/jkk08wduxYTJkyBeXl5SgqKgIADBo0CE888QSaNm2Kbt26WRxH2bJlC8aOHYvw8HDL9/r06WOpIysrC9HR0QCAbt26oUOHDsjLy7P7ml5eXhg9ejQAYOzYscjKympQJkIIIYR4PrzpnRBCCCFuyY8//oh//vOfuHjxIkwmEx48eACTyYSkpCQ888wz2LVrFzIzM7FgwQJMnz4d48aNw969e3Hs2DEkJycjPT0dq1atcri9Jk2aWP7t7e2NysrKWt/38vKyfF2TqYaNGzeia9euVq955syZWq/7sFMX3bt3x4ULF1BVVQUvLy/MmTMHc+bMQWhoqOV3/P39663H29sbVVVVlq/tferIZDLV+3qEEEIIebzgJ4wIIYQQ4pZkZGRg7NixOHLkCA4fPozMzEx06tQJp06dwtWrVxEQEID4+HhMmDAB586dg9lshqZpePHFFzF37lx8++23Vq/XpUsXFBQU4MqVKwCA/fv365Y1PDwcu3btQs2jIR9tuy58fHwst709TOfOndG7d2+sX7/ecnGpvLwcth47OXDgQKSmpgKovq2uqKgIXbt2RceOHS0XnoqKinD27FmLU1VVZXkeVGpqKgYMGNCwggkhhBDi8fATRoQQQghxS/bt24eZM2dafW/kyJHYt28fQkJCsH37dvj4+MDf3x+rV6/GjRs3sHDhQsunaubNm2fl+vn54Z133sGMGTPg7++P3r1765b1d7/7HVauXIno6GhUVVWhU6dO2LZtm10nPj4e0dHR+NWvflXrOUYrVqzABx98gBdeeAE///nP4efnh7feeqvO15k0aRKWLl2Kl156Cd7e3li1ahWaNGmCAQMGoGPHjhg9ejS6deuGXr16WRx/f3+cPXsWW7ZsQevWrbF+/frGdwIhhBBCPArukkYIIYSQx4aSkhI0b94cmqZh2bJl+MUvfoGEhARXx1JOaGgosrOzXR2DEEIIIW4MP2FECCGEkMeG3bt348svv0RFRQV69uyJl19+2dWRCCGEEELcEn7CiBBCCCGEEEIIIYRYwYdeE0IIIYQQQgghhBAreMGIEEIIIYQQQgghhFjBC0aEEEIIIYQQQgghxApeMCKEEEIIIYQQQgghVvCCESGEEEIIIYQQQgixgheMCCGEEEIIIYQQQogV/wfLyvCANwqF0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# View the distribution of incidents in every assignment group\n",
    "plt.subplots(figsize = (20,5))\n",
    "plt.plot(df_grp[\"index\"], df_grp[\"percentage\"]) \n",
    "plt.xlabel('Assignment Group') \n",
    "plt.ylabel('Percentage') \n",
    "plt.xticks(rotation=90)\n",
    "plt.title('Incident Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 191
    },
    "id": "HXd5RLLWezMj",
    "outputId": "2a75b540-c3dc-494d-deff-550f5f121939"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Description</th>\n",
       "      <th>Ticket Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1 ticket</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt; 10 tickets</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt; 50 tickets</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt; 100 tickets</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&gt; 100 tickets</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Description Ticket Count\n",
       "0        1 ticket            6\n",
       "1    < 10 tickets           19\n",
       "2    < 50 tickets           25\n",
       "3   < 100 tickets            9\n",
       "4   > 100 tickets           15"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tickets = pd.DataFrame(columns=['Description','Ticket Count'])\n",
    "oneticket = {'Description':'1 ticket','Ticket Count':len(df_grp[df_grp['Assignment group'] < 2])}\n",
    "_10ticket = {'Description':'< 10 tickets','Ticket Count':len(df_grp[(df_grp['Assignment group'] > 1)& (df_grp['Assignment group'] < 11) ])}\n",
    "_50ticket = {'Description':'< 50 tickets','Ticket Count':len(df_grp[(df_grp['Assignment group'] > 10)& (df_grp['Assignment group'] < 51)])}\n",
    "_100ticket = {'Description':'< 100 tickets','Ticket Count':len(df_grp[(df_grp['Assignment group'] > 50)& (df_grp['Assignment group'] < 101)])}\n",
    "_100plusticket = {'Description':' > 100 tickets','Ticket Count':len(df_grp[(df_grp['Assignment group'] > 100)])}\n",
    "#append row to the dataframe\n",
    "df_tickets = df_tickets.append([oneticket,_10ticket,_50ticket,_100ticket,_100plusticket], ignore_index=True)\n",
    "df_tickets\n",
    "# This is to display and get understanding on how many tickets per assignment group we have in our dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 481
    },
    "id": "b-c8jHujmhgJ",
    "outputId": "2ab195d2-ce1e-4e4f-b8a9-1b4262ab00af"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAHRCAYAAACGi6uBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3gU5d7G8e+W9IQ0QugdKSKCgFRBCCJFQIpSpCtyUBTbUTy2V7EfFAGPCIIggoiFHkLvLVQJLdQkpPe22SRbZt4/VnPkABogySSb3+e6vCTZndl7N+XOPPvMMzpVVVWEEEII4VT0WgcQQgghRMmTghdCCCGckBS8EEII4YSk4IUQQggnJAUvhBBCOCEpeCGEEMIJScGLCq1///6Eh4drHUPcopL8uq1bt46JEycWfdy0aVNiYmJKZN8Abdq0ITY2tsT2J0RZ0cl58KKsjRkzhsjISPbv34+rq6vWccrc3LlziYmJYebMmX95v9DQUJYsWcLFixfx8PCgdu3aPProo4waNQqdTldGaW9NXFwcISEheHp6AuDh4cE999zD2LFj6dKly23t68yZMxiNxmJv17RpU7Zs2UK9evVu6fHA8b05cOBAHnvssVveVojyRo7gRZmKi4vj6NGj6HQ6tm/frnWccuvbb7/lgw8+4Mknn2Tfvn0cOHCAd999l+PHj2O1Wm+4jd1uL+OUN3fkyBFOnDjB2rVr6dy5M1OnTmXVqlUl/jg2m63E9ymEs5CCF2VqzZo13HvvvQwePJg1a9Zcc9vu3bvp168fbdq04YEHHmDRokUAZGRkMHnyZNq1a8f999/PqFGjUBQFgJ49e3LgwAEACgoKeO2112jfvj19+/blm2++oVu3bkX779mzJ4sWLWLAgAG0bduWF154gcLCQgDCw8Pp1q0b33zzDZ06daJr165s27aN3bt38/DDD3P//ffz9ddfF+1LURQWLFhAr1696NChA9OmTSMrKwtw/BHTtGlTVq9ezYMPPkiHDh2YN28eAHv27GH+/PmEhYXRpk0bBg4ceN1rlJuby5w5c3jnnXfo06cP3t7e6HQ6WrRowWeffVY06jF9+nTeeecdJk2aROvWrQkPD+fy5cuMGTOGdu3a0b9//2v+iBozZgw///xz0cerVq1i5MiRRR83bdqUpUuXEhISQocOHfjkk0+KXueYmBhGjx5N27Zt6dChAy+88EKxvt5BQUGMGzeOqVOnMnPmzBt+3SIiIhgyZAj33XcfnTt35qOPPgJg9OjRALRv3542bdpw4sQJVq1axYgRI/jwww/p0KEDc+fOve55gON76UbPY+7cubzyyitF9/vja2Wz2Zg1axZHjx7lvffeo02bNrz33ntFr8sfQ/65ubm8+uqrdOzYkR49evDVV18V7fuPHJ988gnt27enZ8+e7N69u1ivkxClofjjXkKUgLVr1zJ+/Hjuvfdehg8fTlpaGlWrVgXgjTfe4IsvvqBdu3ZkZ2cTFxcHwOLFiwkODubgwYMAnDx58oZD1F9++SXx8fFs27aN/Px8Jk2adN19wsLCWLhwIW5ubowcOfKackhLS6OwsJA9e/awevVq3nzzTbp06cKvv/5KYmIiQ4cOpX///tSpU4fvv/+ebdu2sWzZMgICAnj//fd57733+Pzzz4se69ixY2zatIno6GiGDRtG79696datG5MnT/7LIfoTJ05gsVgICQn529dzw4YNLFiwgPnz52M2mxk8eDBDhw5l0aJFHDt2jGeeeYZff/2Vhg0b/u2+ALZu3cqvv/6K2WxmwoQJNGzYkMcee4zZs2fTpUsXli5ditVq5dSpU8Xa3x969+7Np59+SlRUFI0aNbrmtg8++ICxY8fy6KOPkpeXx8WLFwFYtmwZISEhHDlypGiIPioqioiICPr378/+/fux2Wxs3Lix2M/jr7z44oscP378L4foZ8yYQW5uLtu2bSMrK4snn3ySoKCgovtHREQwePBgDh06xMqVK3njjTfYu3dvuX1LRTg3OYIXZebo0aMkJCTQt29fWrZsSZ06ddiwYUPR7UajkUuXLmEymfD19eXuu+8u+nxqaioJCQm4uLjQrl27G/7CDAsLY/Lkyfj6+lK9enXGjh173X3GjBlDcHAwfn5+9OjRg3Pnzl3z+FOmTMHFxYV+/fqRmZnJ2LFj8fb2pkmTJjRu3Jjz588D8OOPP/Liiy9SvXp1XF1dmTp1Kps3b75myHjq1Km4u7vTrFkzmjVrRmRkZLFep8zMTPz9/a9533nEiBG0a9eOVq1aceTIkaLPh4SE0LZtW/R6PZGRkZjNZp5++mlcXV3p1KkTPXr0IDQ0tFiPCzBp0iT8/PyoWbMmY8eOLfr6GI1GEhISSElJwc3NjXbt2hV7nwDVqlUDKBrl+DOj0cjVq1fJyMjAy8uL1q1b/+2+xowZg9FoxN3d/Zaex52w2+1s3LiRl19+GW9vb2rXrs2ECRNYt25d0X1q1qzJ448/jsFgYPDgwaSmppKWlnbHjy3E7ZCCF2VmzZo1dOnShYCAAAAeeeQRVq9eXXT7nDlz2L17Nz169GD06NGcOHECgCeffJJ69eoxceJEQkJCWLBgwQ33n5KSQo0aNYo+rl69+nX3CQoKKvq3h4cHZrO56GM/Pz8MBgNAUXEEBgYW3e7m5kZeXh4ACQkJPPvss7Rr14527drRr18/9Ho96enpRff/Y2TiRo/1V/z8/MjMzLzmj4Uff/yRo0eP4ufnVzQkDFzzfFNSUqhevTp6/X9/rGvWrElycnKxHvd/91erVi1SUlIA+Oc//4mqqgwbNoz+/fvzyy+/FHufQFEGPz+/62774IMPiI6Opm/fvgwdOpSdO3f+5b5u9HX9Xzd7HnciMzMTq9VKzZo1iz73v6/v/37NgWJ/3YUoaTJEL8pEQUEBYWFhKIpSNJvaYrGQk5NDZGQkzZo1o1WrVsybNw+r1cry5ct54YUX2L17N97e3kyfPp3p06dz4cIFxo0bxz333EOnTp2ueYygoCCSkpJo3LgxAElJSaX2fKpXr86HH35I27Ztr7vtj7cWbubvhmvbtGmDq6sr27dv5+GHHy52pmrVqpGUlISiKEUln5iYSP369QFH4eTn5xfd/0ZHlomJiTRp0gRw/BHzx5F3UFAQ77//PuAYiZkwYQLt27cv9kz1rVu3EhgYSIMGDa67rX79+nz++ecoisKWLVt4/vnnCQ8Pv+nrVJzh7ps9Dw8PDwoKCorudytH1/7+/ri4uJCQkFD0PZaYmEhwcHCx9yFEWZIjeFEmtm3bhsFgIDQ0lDVr1rBmzRo2btxIu3btWLNmDRaLhXXr1pGbm4uLiwteXl5FJbVz505iYmJQVRUfHx8MBsMNf8n37duX+fPnk52dTXJyMsuWLSu15zNy5Ei++OIL4uPjAcdEwG3bthVr28DAQOLj4685Ev+zKlWq8Oyzz/Luu++yadMmTCYTiqJw7ty5awr6f7Vq1Qp3d3cWLlyI1WolPDycHTt20K9fPwCaN2/O1q1byc/PJyYm5oZH4YsWLSI7O5vExESWLl1atG1YWFjRH0y+vr7odLprRgpuJi0tjWXLlvHll1/y0ksv3XCbtWvXkpGRgV6vp0qVKgDo9XoCAgLQ6/W3dQ76zZ5H8+bNOXLkCAkJCeTm5jJ//vxrtqtatepNH89gMNCnTx9mzZqFyWQiPj6exYsX33CipBDlgRzBizKxevVqhgwZcs3wJsATTzzBBx98wEsvvcTatWuZMWMGdrudBg0a8O9//xtwzOCeMWMGGRkZVKlShZEjR9KxY8frHuPZZ5/lnXfeISQkhKCgIAYMGFAqp2YBjB07FlVVmThxIikpKQQGBtKvXz969er1t9v26dOHdevW0aFDB2rXrn3N2xR/mDRpEsHBwSxcuJDXXnsNDw8P6tSpwyuvvEKbNm1uuF9XV1e+/vpr3n33XebPn09wcDCffvpp0aS2cePGcerUKTp37kzTpk0ZMGBA0Uz2P4SEhDBkyBBMJhODBw9m2LBhAJw6dYoPP/wQk8lEYGAgb7zxBnXq1Lnpc2zfvj2qquLh4UHLli2ZPXv2NWc0/NnevXv5+OOPKSgooGbNmsyaNavoLZJ//OMfjBw5EpvNxsKFC//2tf2759GlSxf69evHwIED8ff3Z9KkSezYsaNou7FjxzJ9+nRWrFjBoEGDePPNN6/Z71tvvcWMGTPo1asXbm5uPPbYYwwdOrTYuYQoS7LQjXBaP/zwAxs3bizVI3lncicLxAghyh8ZohdOIyUlhWPHjqEoCleuXGHx4sXFOqIWQghnJEP0wmlYrVbeeecd4uLi8PHxoX///owaNUrrWEIIoQkZohdCCCGckAzRCyGEEE5ICl4IIYRwQlLwQgghhBOSghdCCCGckBS8EEII4YSk4IUQQggnJAUvhBBCOCEpeCGEEMIJScELIYQQTkgKXgghhHBCUvBCCCGEE5KCF0IIIZyQFLwQQgjhhKTghRBCCCckBS+EEEI4ISl4IYQQwglJwQshhBBOSApeCCGEcEJS8EIIIYQTkoIXQgghnJAUvBBCCOGEpOCFEEIIJyQFL4QQQjghKXgh/kJYWBj9+/enWbNmnDp16prb5s+fz0MPPcTDDz/M3r17b7j9119/fc3HI0aM+MvHGzNmzHWPczNxcXGsX7++WPcVQlQ+UvBCABaLBbPZfN3n77rrLubOnUv79u2v+fylS5cIDQ0lNDSUhQsX8u6772K326/bfv78+dd8/OOPP5ZY5vj4eDZs2FBi+xNCOBcpeFGpXb58mY8//pg+ffoQHR193e2NGjWiYcOG131++/bt9O/fH1dXV+rUqUO9evWIiIi45j4zZ86koKCAQYMG8fLLLwPQpk2botsXLFjAgAEDGDhwIDNnzrxmW0VRmD59OrNmzcJut/PJJ58wdOhQBgwYUPRHwmeffcbRo0cZNGgQS5Ys4eLFiwwbNoxBgwYxYMCAGz4fIUTlYdQ6gBBlzWw2ExYWxi+//ALAkCFDWLduHd7e3sXeR3JyMvfee2/Rx8HBwSQnJ19zn1deeYXly5ezdu3a67bfvXs3O3bs4KeffsLDw4OsrKyi2+x2O6+88gpNmjRhypQprFy5Eh8fH3799VcsFgsjRoygS5cuvPzyy3z77bdFowQzZsxg7NixDBw4EIvFgqIot/S6CCGcixS8qHS6du1K06ZNef/992nUqJEmGQ4ePMiQIUPw8PAAwM/Pr+i2t99+m759+zJlyhQA9u/fz/nz59m8eTMAubm5xMTE4OLics0+W7duzddff01SUhK9e/emfv36ZfNkhBDlkgzRi0pnzpw5BAcH89xzz/Hll18SHx9/y/sIDg4mKSmp6OPk5GSCg4NLJF+bNm0IDw+nsLAQAFVVefPNN1m7di1r165lx44ddO3a9brtBgwYwLx583B3d+fpp5/m4MGDJZJHCFExScGLSqdr16588cUXLF++HB8fH5555hnGjx9PXFxcsffRs2dPQkNDsVgsxMbGEh0dTatWra67n9FoxGq1Xvf5zp07s2rVKvLz8wGuGaIfNmwY3bt3Z9q0adhsNrp27cqKFSuK9hMVFYXZbMbLy4u8vLyi7WJjY6lTpw5jx44lJCSE8+fPF/v5CCGcjwzRi0rL39+fcePGMW7cOCIiIjAYDNfdZ+vWrcyYMYOMjAwmT55M8+bNWbRoEU2aNKFv377069cPg8HA22+/fcPtH3/8cQYOHEiLFi347LPPij7frVs3IiMjGTp0KC4uLnTv3p2XXnqp6PYJEyaQm5vLq6++ysyZM4mPj2fIkCGoqoq/vz9fffUVTZs2Ra/XM3DgQIYMGYLFYmHt2rUYjUaqVq3K5MmTS+eFE0JUCDpVVVWtQwghhBCiZMkQvRBCCOGEpOCFEEIIJyQFL4QQQjghKXghhBDCCUnBCyGEEE5ICl4IIYRwQlLwQgghhBOSghdCCCGckBS8EEII4YSk4IUQQggnJAUvhBBCOCEpeCGEEMIJScELIYQQTkguFytERaHYwW4BxQaq8vsndaDTg8EIBldQVVDtoCiO+6gK8OcLRupAbwSjq+M2xebYb9F9/7ibAYzujv0KISok+ekVojywW8Ga7yhZg4ujXC15kJcKOfGQGQNZ0VCQDQU5UJjz+/9zf/93tuPfiq34j2l0AxdPcPW6/v9eVcE7GHzrOP7zqQ7eQeDu7yh9a4HjDwmDG7i4l9rLIoS4fXI9eCHKkjXfcRRucAV0kBUDyWch8TfIuuoo85wEMCU5Sr88cvEAnxoQ0AACGkFwC6h2N/jXB8+A/5a/0cMxUiCE0IQUvBClQVXBYnIMn6ODtAuQeBKSIiDtIqSdh9wkrVOWPIOLo+gDGkHw3VC3M9S8F9x9HX/cGN0dIwdCiFInBS9ESbCYHcPjLu6QfgVi9sPVAxB/HDKuaJ1Oe+5+UONex3/1ukDN1r8f7eeDqzfoDVonFMLpSMELcTssZkB1DLdH7YEruyH+GKScKb9D6+WNuy/U6QCNekLjXuBXD2xS+EKUFCl4IYrDZgF7AehdIPYwRK6HK7scw+2iZLhVgbodoWFPaPJH4ReAmw/odFqnE6LCkYIX4mYKTY73lFMj4dwGuLIDEk44TisTpc+tCjTsDncPgSa9HWcYuHjKqXtCFJMUvBB/VpDjmAQWcwBOroALm6EgS+tUQqeH2u2h+UC4ezB4+gM6x4x+IcQNScGLyk1RHLPdDS5waTtErIRL28Bq1jqZ+CsBDaFpP7h3JAQ2dnxOzscX4hpS8KJyKjQ5JnKd3wi/LXdMlJPJcRWTX11oNRzaTgAPXzDICnxCgBS8qExshY73cVMjIfxrOLfesVqccB417oU2Y6HV446PZYKeqMSk4IVzUxSw5jlmYx9dDCeWOVaPE85Nb4AGD0K7iY5T8FQFXD21TiVEmZKCF87Jmg/o4OIWODzfsfCMfKtXTh7+0GYMdHrWsc6+q7cc1YtKQQpeOJc/LrhyaB4cXQR5aVonEuWFTgcNukPXFx0L7OgMsla+cGpS8KLiUxTHCmhZV2H3J4731m/lqmqi8vGvDx2mwH1jHB+7emkaR4jSIAUvKi671VHk0Xth96cQd0TrRKKicfVyzL7v9opjlUI3b60TCVFipOBFxWO3OlaTi9wAOz+Qi7mIO2dwhdajoMcbjtXypOiFE5CCFxXHH0fs59Y7ij0zWutEwtnoDdByKPR8CzwCpOhFhSYFL8o/uwUUO+rZteh2fiinuYnSp9NB0/7Q6x3wqSlFLyokKXhRftltoFhRz6x2FHt2rNaJRGXUYhD0+dhx8RspelGBSMGL8sliRo3egy7sNRmKF9rTGx2T8ULeckzGk0VzRAUgBS/Kl0ITanYsuvXTIDZc6zRCXMvVG7q84Fg0R29wXHlQiHJKCl6UD5Y8x+pzYa/CmVWy6pwo37yCIOQduGeYYwa+3qB1IiGuIwUvtGUrBMWGuvdzdAe/dKwZL0RFEdQUHp3n+L+rvD8vyhcpeKEdixn14hZ0G1+BvFSt0whx+1oNh37/BoObXJdelBtS8KLsWcyohTnoVk+GK7u0TiNEyXD3hYdmQKvHwOghF7QRmpOCF2VHUVDthRA+H92uj2Q4XjinGq1hyALwrS1r3AtNScGLsmHJQ824gm7VJEg5p3UaIUqXTu+4Fv1D7zmG7Q1GrROJSkgKXpQuu81x1L71bXRHF8nseFG5+NWFx5ZAUDM5mhdlTgpelB5LHmrKOXQ/j4PsOK3TCKENnQ46PAMhbzqO5uWUOlFGpOBFyVNVVGs+6u5P0B+YA6qidSIhtBfYGB7/HvzrydG8KBNS8KJkWcwophT0P42GpFNapxGifNEb4IFXoOuLvx/N67VOJJyYFLwoMarFjHJiOYatb8oMeSH+SnBLGLnCsSKei4fWaYSTkoIXd85mQS3MRbfqKbi8Q+s0QlQMrl4waB406SVD9qJUSMGLO6IWmlCSTmP46QnIS9M6jhAVz33joc9HjiN5WRxHlCApeHHblEIT6pFFGHa8C4pd6zhCVFzV74FRP4OHvyx1K0qMFLy4ZapiR7XkoV8zBSI3aB1HCOfg5gNDFkKDB2TIXpQIKXhxS5TCPNTcJAwrHoP0y1rHEcL5dPgH9HoHXDy1TiIqOCl4UWz2/BzUS9sxrn/Wcf12IUTpqN8VRqxwHMnLwjjiNknBi2KxF+Si2/0J+oNztY4iROUQ0BDGrXecSmd00zqNqICk4MVfUhQFtdCEYd0zcG691nGEqFzc/WDUT1C9pbwvL26ZFLy4KWthPnprnuP99vjjWscRonLSG+GRL6DlECl5cUuk4MUNFZqyMRSkYVw2GLJitI4jhOgwBXq9LZPvRLFJwYvrFOamo0+7gMvKEVCQpXUcIcQfGveCx5fKkbwoFil4cQ1Lbjq6y9txWf8M2K1axxFC/K8698PoVeDqLSvfib8kBS8AUFUVS246htMrMW75l9ZxhBB/JfhuGB8KblXkNDpxU1LwArvdjtWUgcuJxRh2faB1HCFEcQQ0hImbwCMADC5apxHlkBR8JWcpLEQpyMEl/EsMB77QOo4Q4lb41ICJm8GnupwrL64jBV+JWQryUa1mXPZ8jP7IAq3jCCFuh4c/jN/oOKKXC9WIP5GCr6TyzXkYlEKMW99Cf3KZ1nGEEHfC1QvGbYBqLaTkRREp+EooPy8Xg2rDZeNL6M6u0jqOEKIkuHo5juSDmknJCwD0WgcQZSsvJwuDasUldJqUuxDOxJIHS/pD2gWwFmidRpQDUvCVSG5WBkZsGDdPR3durdZxhBAlzWpGzbiMYrdSaLNrnUZoTAq+kshKT8HV1YjL3o/Rn1qpdRwhREnTG1AfW0pe3RB6zj1KQlYBVruidSqhIXkPvhLISk/BqrNTYLQSqIDnV53AYtI6lhCipBhcUIcvJ7d6R7p+foicAhuBXq6sf64r1XzcMBrkWK4ykq+6k8vJSMdsNbPm6noGrX2Uo7lRmJ875lgcQwhR8RlcsY/8icxq99NppqPcAdLzLAz56gCZZgt2RY7kKyMpeCdmys4ky5TGgcwjzDk5F6ti5fmd09ideoK8545AlVpaRxRC3AmjO8oTq8jwb03Xzw+RZ7Fdc3NSTgFD5h3AVGC7yQ6EM5OCd1K5eblcSLjMOcsVZhx5v+jzdtXOa3tfIyx2J+YpByCwkYYphRC3zcUTZcxakn1a0GVWOGbLjY/SYzPyGfvtYfItUvKVjRS8E8ovyOfM5TPYqihMP/gvFPXaH3wVlXcPvcfKS6swP70LqrfSJKcQ4ja5eqOMCyXevTEPzDqExfbXQ/An47J5+eeT5FtkZn1lIgXvZCxWC/uP76dW3Vq8uOdFbMrN/2r//PgsFp5ZQv7EMKjbuQxTCiFum7svyoRNRBvq0H12OH/T7UU2nkriy52XMMuRfKUhBe9E7HY7W/ZuoV3rdjy781lyLDl/u803p75h1vE55I/5FZr0LoOUQojb5uGPMnELl+zB9Jx9mFudO/efnZfYfCZZjuQrCSl4J6GqKpv2bKLz/Z2Zvn86UTlRxd52xfkVvH/oA/If/w7ueawUUwohbptnIMqT2zib70/vL4/c9m7++fNJzibmyEI4lYAUvJM4eOIgLVu0ZNHZRexP2H/L26+7so7X9/2L/IFzoe2EUkgohLht3tVQntrObznePDLv6B3tyqaoTFh8mNTcQjl9zslJwTuBi9EXcfVw5WT2SZaeW3rb+9l+dTsv7HqB/D4fQpcXSjChEOK2+dRAeWoH4WluDFlwrER2mVNgY8SCQ+QVylG8M5OV7Cq41IxUjp87TvVG1ZmwdQJWxXrH+2xTrQ3zes3D69AC2P5/dx5S3LHEPD2vHvIlvcCADpXHG+czrqmZuae8+emyBwFujiOxl+7NpXtNyzXbXskx8OJ+v6KPY00Gnr/HxPhmZv79mzd7Etxo7m/j007ZAKyNciezUM/4Zuaye4Lixnxrozy5jb3xKuO+O1Hiu29Tx48fJnXEw9VQ4vsW2pOCr8DM+WZCd4fyQJcHGL5xOBkFGSW27+YBzVnUeyGeJ3/CsPHlEtuvuD0p+XpS8/XcHWDDZNUxdHMg/3kgk7CrHngaFZ5sXrwytivQbW0QP/VOp4qLyvP7/FjcM5M3wqswtqmZet42Ju/xZ+GDmbjI+J62/OujTNzCtmgrTy8/WWoP80SHurzRvzmersZSewyhDfkRrqDsdjuhu0Lp3a03z+58tkTLHeBcxjlGh40ht9UwbEMWlui+xa2r5qFwd4Dj9CZvF5WGVWwkm2/9qOtgsit1vO3U8lLQ6cCm6lBVKLDrMOpVFkV6MeYus5S71gIboT61ndBLhaVa7gDLw6+y92IaBVYZrnc28mNcAamqStjuMB7o+AAzDs/gQuaFUnmcK9lXGBk6kqzGD2IZ9VOpPIa4dXEmA+cyXbi3quPtmOUXvRiwMZDXD1Uh26L7y21DY9x5pJ7jWuHeLirdahTy6KZAgtwVfFxUItJd6FW7sNSfg/gLQU1Rn9zOr2dNPLfyVJk85EsrfyPTbEEGdJ2LDNFXQIdPHsaiWkj1TOXtg2+X+uNV86zG932WEpgRjdvifqX+eOLm8qw6xmwP4B93m+hdp5C0fD3+bo6j8dkR3qTk6/mo443XP7DY4YE11Qjtl0ZVj+tnT78RXoVRTcyczXRhX6IrTf1sPNMyr7Sfkviz4LtRx4ex/LcM3lx7tkwfull1H1Y/0xkPGap3GnIEX8FExUVx+uJp6tavy0dHPiqTx0wxpzAidCQJvjUomLwHdPJtowWrAs/v82NA/Xx613EcZVf1UDDoQa+DxxrlcyrD5abb70l04+4A6w3L/WyGERVoUMXOpqvuzO6aTazJQHSuTL4qMzXuRZ2wiW+PppV5uQNEJuUyY8M5zIWy0p2zkN/UFUh2bjY/bviRof2H8vLel8m35ZfZY2cWZvLExtFEubiQ/0w4GFzL7LEFqCq8Ee5Lwyo2JvxpdntK/n9/hLfFudHE9+a/nENj3On/+/D8/5p9yptp95iwKWD/fUxPp4MC218P+YsSUqst6rhQ5h1MYUZopGYxfjh8lT0XU+X9eCchBV9BKIrCD+t/4LEBj5dnbVEAACAASURBVPHNqW+IzCj7XwK51lzGbR7POXsu5qlHwcWzzDNUVsfSXFgb7cGhZFcGhQUyKCyQ3Qmu/Ps3HwZsDGTAxkAOpbjy+n25ACSb9Uza5V+0vdmm40CSG71rX1/w2+LcaBlgI9hToYqrSnN/GwM2BlJo19HMX47mSl3djqhj1/HF3kQ+3Xxe6zS8/NNJMvPk/XhnIO/BVxC7w3eTk59DUOMgnt7+NCrafdlc9C7M6TGb+3wb4/lVZ8gv2Rn8QlQa9R9AHbWST7bH8vXuy1qnKSLvxzsHOYKvAOKS4jh+9jhd7u/C9P3TNS13AKtiZeqO59ibdpK8qUfAp4ameYSokBr1RB21khmbo8tVuYPj/fj3Q+X9+IpOCr6cKygsYNnaZYwZOoY3D7xJekG61pEAsKt2/rnnVTbH7cb8zEHwb6B1JCEqjrseRh2+nDdCr/Dt/mit09zQ8vCrnE7IwWov3fXqX3/9dTp16sQjjzxy0/ts27aNS5cuFX08e/ZsDhw4cNP7r1q1ivfee6/YGZYsWUJ+ftnNaSorUvDlmKqqrNm2hpAHQtgSt4W98Xu1jnQNFZV3Dv0fP19eh3nyHghuqXUkIco9tdkA1GFL+OeaC/wQflXrOH/pxZW/lXrBDxkyhIUL/3oxrf8t+GnTptG5c+cSy7B06VIpeFG2Tl04RW5eLgHVA/js2Gdax7mpmcdm8u3Z78h/cjPU7ah1HCHKLfXuIahDFjDt10h+OR6vdZy/FZ+Vz0dhkeSV4lB9+/bt8fX1ventx48fZ8eOHXz66acMGjSIq1evMn36dDZt2gRAREQEI0aMYODAgQwbNgyTyXTN9rt27WL48OFkZGSwb98+hg8fzuDBg3n++efJy8tj6dKlpKSkMG7cOMaMGVNqz1MLMoOinMrIzmBl6Er+OfmfTNk1BYti+fuNNDT/1AJyrSZeGLMKj5Vj4dI2rSMJUa6orUagPvI5U348y+azyVrHKbZlh2J4rG1t7q5ZBYO+7I8J77vvPnr27MmDDz5Inz59rrnNYrHw4osvMmvWLFq1aoXJZMLd3b3o9q1bt7J48WIWLFiA3W5n3rx5LF68GE9PTxYsWMDixYuZOnUqS5Ys4bvvviMgIKCsn16pkoIvh+x2O0tXL6Vvj75surqJ02mntY5ULD9E/oDZauZfw7/HY80zcGa11pGEKBeUNmOhz8c8ufwsO8+naB3nlqgqPLfiBJumdcOjnC1/ERUVRVBQEK1atQLA29u76LZDhw5x+vRpvv32W7y9vdm5cyeXLl1i5MiRAFitVlq3bq1J7rIiBV8O7Ty0E4vVQrO7mvHPtf/UOs4tWXN5DWZbHu8/+hUebj5w/PavTy+EM1DaT4Je7zJm6Sn2Xy4fk2RvVUy6mVnbLjAtpAlebhWjNurWrUtsbCxRUVHcc889qKpKly5d+Pzzz7WOVmbkPfhyJjktmXU71jF66Gg+PPIhJqvp7zcqZ7bEbOWl3S+T3/cT6PSc1nGE0IzSaSpqr3cZvvhkhS33Pyzce4W4TDOKUvan6Xp5eZGXd/11ERo0aEBqaioREREAmEwmbDbHfIGaNWsyZ84cXnvtNS5evEjr1q05fvw4MTExAJjNZqKiov5y/xWdFHw5oqoqK0NX0qtrL6Lyotgas1XrSLdtX/w+pmx/hryer0PPN7WOI0SZU7q+jNL9dYYtPMGR6Eyt49wxRYVnfzhBoa1kZ9W/9NJLjBgxgqioKLp168bPP/983X369evHokWLePTRR7l69b9nHri6ujJr1izef/99Bg4cyMSJEyks/O/VEBs1asTMmTOZNm0aJpOJjz76iJdeeokBAwYwfPhwrly5AsDjjz/OU0895XST7GQlu3Lk6KmjrN66mteeeY3HNjxGQl6C1pHuWIvAFizqvRCPEyswhFWstxuEuF3Kg/9C6fAsAxcc52xirtZxStS0kCZM7tYQzwoyVF+ZyRF8OZGbl8sPG35g9NDRfHPqG6cod4Cz6WcZEzaW3HsfxzZ4vtZxhCh1Sq/3sHd4hn5fH3O6cgf4atclsvOtWscQxSAFX06s37Geu5vcjauPK8vOLdM6Tom6lHWJURtHkdWkF9aRP2odR4hSozz8Cdb7JtD7y6NcSK5482eKw2pXeX3VKcwWWca2vJOCLwcuxVzi8MnDDOk7hLcPvo1Ndb4fnNjcWEaEjiCt1r1YxodqHUeIkqXTYe//BZZWo+g19yhR6ea/36YC23UhlZOx2dhKeZU7cWek4DVmtVpZtnYZgx4exM64nUSkRWgdqdQkm5MZETqSBL9aFD69C3Ty7SecgE6HMvArCpsPocfsI8RmOt+Spzfy+qoIrBrMqBfFJ79hNbYzfCeFlkLa3dOOuSfnah2n1GUUZDBq4xNEubmT/8wh0MtEHVGB6fTYB3+DuXF/un9xmMScAq0TlZnodDMrwq+Sb7FrHUXchBS8hlLSU1i7fS1D+w9l5fmVpOWnaR2pTORacxm7aRznFTPm546Di6fWkYS4dXoj9seWklf/IbrNOkyqqXwvJ10aZm29gF2RYfrySgpeI6qq8tPGn6gdXJvG9Ruz6MwirSOVqXxbPk9ueYoTebGYnz8O7n5aRxKi+Awu2If/QG7NrnT9PJwMc+Urd4DcQhszt1wo1YvRiNsnBa+RSzGXiLgQwaCHB/HNqW8q5Ip1d8qiWJi64zn2p5/C/NxR8A7WOpIQf8/gin3kT2QF3U+Xzw+TU1C5y23ZoRhyK/lrUF5JwWtAURR+2fwLre5qRdWgqvx4vvKeOmZTbbyy559sSdhP3rOHwL++1pGEuDmjO8ro1aT7t6bL54fIk1PFsCkqb689LUfx5ZAUvAZOXThFVGwU/Xr1Y85vc8r9pWBLm6IqvHXgLVZdCcU8eQ9Ua6F1JCGu5+KJMnY9Sd7N6TornIISXrK1IttyNpmYdOdby72ik4IvYzabjV82/ULn+zqjc9ex/sp6rSOVG58e/ZQl55Zhfmor1L5f6zhC/JerN8q4UOLdGtJt1iEsUu7X+XBjpBzFlzNS8GXscMRhUjNS6f1gbz4/8TmKKr8o/mxexNd8+dtX5I9dA416aB1HCHD3RZmwiSh9HbrPDke6/cb2XUojPqtyrAFQUUjBl6GCwgJWb11NSOcQ0qxp7IrdpXWkcun7c9/z8ZFPyR/xA7R4VOs4ojLz8EeZuIWLtmBC5hxGzgj7ax+HyVF8eSKrjJShfUf3kZefR/dO3Xn14KtaxynXVl1aRZ41jxmD5+Hh5gMnvtc6kqhsPANRJm7hjMmHAV8f0TpNhbAjMoXU3EK85Epz5YIcwZeR3Lxc1u9cT7f23UgpTOFY8jGtI5V7m2M28/LuV8jv9yl0mqp1HFGZeFdDeWoHx7O9GfD1Ua3TVCgfb5Kj+PJCCr6MbD+4HavVSsd2HVl4ZqHWcSqMvfF7eWb7s5h7/gt6/EvrOKIy8KmB8tRODqW6Muwb+UP8Vm0+k0RmJV34p7yRgi8DGdkZbN2/lXb3tMPVw5WdsTu1jlShHE0+ypNbnsLU6RmUPh9rHUc4M986KJN2sidBx6jFJ7ROUyGpKny66TwmOYrXnBR8Gdh7ZC+qotKhbQcWn1ksM+dvw+m004wNG0dum1HYHp2ndRzhjPwboDy1gy1RNsYv/U3rNBXahogETLK6neak4EtZXn4e2w9up3nj5tSuXps1l9doHanCuph1kVGho8hu+jC24T9oHUc4k8DGqE9tZ/3FAv6xwnkv2VxWFBU+23pe3ovXmBR8KTsacRSL1ULH+zry4/kfKbBXnstJloaruVcZvmE4aXXuwzJWFgkSJSCoGeqT2/j5TC7TfjqldRqnsfp4vCwIpDEp+FJktVoJ3R1K3Zp1ad64OSvOr9A6klNINiczInQkiYH1KJi0Q+s4oiILbok6cQvLfsvi1VVntE7jVGyKypID0RRY5XrxWpGCL0URFyLIMeXQpW0XtkRvIb0gXetITiO9IJ1RG0dx1cOb/GcOgV7OuxW3qEZr1AlhLDycxlvrzmqdxin9EH4VndYhKjEp+FKiqiobd20kwD+A1ne3ZsnZJVpHcjo5lhzGhI3lAoXkTz0GRnetI4mKonY71PEb+M/BFD4Ii9Q6jdNKNRWy/3IaiqJqHaVSkoIvJRejLxKfFE+XNl2ISIsgKidK60hOyWwzM3Hzk/yWn4j5+ePg7qd1JFHe1e2EOmYts/YkMHPzea3TOL1v9kZhlmF6TUjBl5LN+zbj4eFByxYtWX5+udZxnJpFsfDM9mc4mHGOvKlHwDtY60iivGrQDXX0r3y0/Spztl/SOk2lcPByOrkFVq1jVEpS8KUgPjmeMxfP0KxhM7y9vDmYeFDrSE7Pptp4ac/LbE86iPmZQ+BfX+tIorxpFII6ciXvbopmwR4ZUStLC/dewWyRU+bKmhR8KdhxcAcuRhdaNmvJ2strZWGbMqKoCm/sf5PV0WGYJ++BoGZaRxLlxV19UIcv418bLrPkQLTWaSqdn4/FodfJdLuyJgVfwnJMORw6eYjgqsHcfdfdsrCNBj4+8jFLI1dgnrQNarfXOo7QmNp8IOqwxby85gIrDl/VOk6llJNvY8uZZOxyvd0yJQVfwk6dP4XdbqdJ/SbEm+Jlcp1G/nPyP3x1cj75Y9dCgwe1jiM0orYcijp4Ps//Gsmq4/Fax6nUFu67QqEsfFOmpOBLkKqq7AzfiV8VP1o0bcGvl37VOlKl9t3Z7/jk6L/JH7UCmg/QOo4oY+q9o1AHfsk/fjzL+pOJWsep9CLisknOlpU8y5IUfAlKSEkgPimeagHVaFSnEZuiN2kdqdL79eKvvH3gbfKHfAOtn9A6jigjyn3jUPvNZOLy02w5m6x1HPG7Hw5fJV8m25UZKfgSdOTUEfR6PS2atGBf3D5yrblaRxLApujNvLLnFfL7fwYdp2gdR5Qy5f6nUR/+iNFLT7HrfKrWccSfbIhIRCeT7cqMFHwJsVqt7Dmyh0D/QJo3bc4vl3/ROpL4kz1xe3h2x7OYQ96C7q9qHUeUEqXTc6g932H4tyc5cFmWhi5vErMLiE7P0zpGpSEFX0IuxlzEnG+mTvU6eHl5EZ4YrnUk8T+OJB1h0panMXWZhtL7Q63jiBKmPPAKSvfpDFn4G0djMrWOI25i5ZFY8i2ysl1ZkIIvIfuO7sPdzZ0Wd7WQc9/LsYi0CMZtGoep7WhsA/+jdRxRQpQeb2Dv/AID5x/nZFx2ie/fcGk3Lts+wWXbpxiPfA/2a1dm06VdxmXHZ7iueQV9/Mn/fj43BZedn+Oy/d/o0qN/D2vHZd88sFlKPGdFsPFUInoZpS8TUvAlIMeUw2+RvxHoF0ijBo3YcnWL1pHEX7iQeYFRG58gp3lfbMOXaR1H3CHloRnY7p9C/6+PczaxFOa95GdhuLwXa48XsfZ6FVQFfdyJa+6ievhjazsSpfZ913xeH3UQ2z2PYu08CcOlnb9/7gD2Om3B6FryWSuA5JxCLqWatI5RKUjBl4CI8xGoqkpQQBAuLi6cSz+ndSTxN2JyYhgeOoL0uu0pHCOLEVVUSp9PsbYZz8NfHuVCcimWhqo4jtoVO9isqO6+197uFYDqWxP+dwKZXg92KzqbBXQGsORjSDqDUrdd6WWtAH46GitL15YBKfg7pKoqOw/txNfHl8b1GrM7bjcqcmnEiiApL4nhG0aQHNSQwqe2ax1H3AqdDvsjs7HcM5Kec48QlW4uvcfy8MPe+EFcN83ANez/wMUdNbhpsTa1N+yK8cI2jMdWYG/aC8P5Ldju6gW6yv2rd2NEEgaZTV/qKvd3WQlIzUglISUBHy8f6tevz/Y4KYqKJL0gnZGho7jqWYX8KQdBb9Q6kvg7Oh3KwK8obDaY7rMPE59ZyounWMzoE09jefhNLH3/D+wW9FePFm9bT3+sDzyL9cFpqAYXdPnZqD7BGI8ux3h4KbrclFKNXl6lmgpLd8RFAFLwdyzySiSo4OHmQc2qNWX2fAWUY8lhdNgYLuqs5E89CkZ3rSOJm9EbsA9ZhLlxP7p9cZjknMLSf8jUC6heAeDmDXoDSs170GdE3/J+jGfDsLfoi+HyXuz1O2Br+QiGyMo7X+fHI1fJK5Rh+tIkBX+HDkccxsfbh4Z1G3I86TiF9tL/hSNKntlmZuKWJ4koSMb83HFwq6J1JPG/9Ebsw74jr25Pus4KJ81UNrPQVQ9/dBkxjlnvqoo+5SKKT/At7UOXdgnVvQqqdxDYLTh+9ep+/3fltOVsMkaDDNOXJin4O2Aym7h89TJVvKvQsH5DtsZt1TqSuAOF9kL+sX0Kh7LOY37uGHgFaR1J/MHggjJ8BTk1u9Jl1mGyzGV35KcG1EOpdW/R6W6gotTvhOFsGPrE0wDoMq/iGvYu+viTGE/8jMu2T/60AxVj5DbszR4CQKnfCWPEalwOLsTepEeZPY/yJjW3UNamL2U6VVVlRtht+u3cb8z/cT71atXjuXHP8cjaR0jLT9M6lrhDep2e9zvPIKRmVzznd4dsucSopoxu2Ef+RKZ/K7p/cYQ8mX3tNN7o15wJXetj1MuxZmmQV/UOnDhzAjdXN+pUr0NsTqyUu5NQVIV/7X+DtTGbMU/ZB0HFmzEtSoGLB8oTq0nzvYeun4dLuTuZHZEpsqpdKZKCv01Wq5XfIn/D39efRvUbsT1WZs87mw8Pf8iy8ysxP7UdarbVOk7l4+KJfcw6Er2a8cAXhymQa4k7naMxGbgYpIZKi5wTdJuiE6KxWq24GF1oWK8hM3fP1DqSKAVzf5tLntXEP8avx2PFSIjarXWkysHNB2XseuIMdQj54hDS7c4juIobozvW46Gm1ajn74mbUQq+tEjB36YzF8+g0+vw8fLBzdWN85nntY4kSsm3ZxZjsph4ZdSPePz6FESGah3Jubn7oozfyBV7ML3nhKNIuVdo7kY9Q9vWZkCrGjSv6o2XpytpcblEHU4j4lwGte7yo8OghhhdDFpHdTpS8LdBVVXCT4bjX8WfOjXq8FvKb1pHEqXsp4s/Y7KZ+L+hC/HY8BKcXKF1JOfk4Y8yYTPnC/3p+5/DWqcRt6lH02o81q427Wr6ElDFjdyMAqIj0ti1IZbES9nYrf/9q01VVNo/ooKLhoGdlBT8bUhKTSIrJ4s6NepQq0Ytdibv1DqSKAMbo8Iw2/L59JHP8XDzgcMLtI7kXLyqokzYwulcbwbOP6J1GnELmgX78ETHejzQIICafh7YrApXz6RzYvUV4iIzKTBZb7ptWrwJnSxbWyqk4G9DVFxU0b9r1ajFsf3HNEwjytKu2F08t+N55jw0B093X9jzb60jOQfvYJQnt3Is3ZXHFhZzGVihmQBPV57oWJfezarRMMALVxcDCZcyid6ZwL5zGWSn5Bd/ZyokXcmmTvOA0gtcSUnB34bTF07j4e6Bp7snvt6+8v57JROeFM7TW59mfq+v8XDzRb/1Ta0jVWxVaqI8uY2DSTqeWHxc6zTiBox6GNymNgPvrUHLaj5U8XYjLd5E1G9phJ27TEpMLqpy+0uqREekUb2RLy6u8j58SZKCv0WKonDuyjl8fXypVb0Wp1NOY1flPM7K5mTqScZtGs+3D3+Lp7svxvXPaR2pYvKrizJxK7tj7Uz4/sTf31+Umc6NAhnRvg731/ajqq87edkWok+lsX9LIgkXs7AWltzvvbjzmXf0B4K4MSn4W5SSnkKhpRBXF1dqVKvBsVQZnq+szmee54mNT7C073f4uFfB+PM4rSNVLP4NUJ/cwuYrhUz5IULrNJVeg0BPRneqx4ONqlLbzxNVUbl6Lp1T62OIO5eBOaf01s3PSMxDr5f34UuaFPwtupp4tegvzeDqwZw8c1LjREJL0TnRDN8wgu/7fo//6NW4LhusdaSKIbAx6sQtrI008cLPp7VOUyn5uBsZeX8d+raoTpNAL9zdjCReySZ6bxLh5zLITDSXXRgVslLMVK3tU3aPWQlIwd+isxfP4ubmhk6no3bV2pxOk19OlV1iXiIjQkewtM93VHtyK26LHtI6UvkW1Ax1wiZ+OpXFa6vPap2m0tDrof89NRjSuhb3Vq+Cr48bGUl5REekseVsFMlROSh27YbJk6NypOBLmBT8LVBVlXNXzlHFuwpBAUGkmlPJseRoHUuUA2n5aYzcOIolDy+h9pQDuH/dFVRZoeU6wS1Rx2/k++PpvL3+nNZpnF7bev6MvL8uner6Uc3Xg4I8KzGn0ji06yLx5zOxFJSf+UPJ0Tk0aR+Mq7vUUkmRV/IWZJuyyTHlULt6bWpVq0VEqrxvKP4ruzCb0WGjWfjQNzSaehSPrzpW6ut9X6dmG9Sx6/gmPJUPwyK1TuOUavm5M7pjfXo2qUpdf0/0Oh2xkRmcD4tl27kMTJmFWke8qfQ4E3Jt05IlBX8LEpIT0Ol06HQ6AqsGsj1DLjAjrpVnzWPC5ol8FfIf7n7+OJ7/6QgWk9axtFe7PeqY1Xy5P4nPtlzQOo3T8HTV83i7uvRvWZ2mVb3x9HAhJSabqEMpnDibSXqCCSpIaaYn5OHiKuvSlyQp+FsQHR9d9G9/f3+i4qNufmdRaRXYC3h622RmdZ9F++eO4TWvM5jTtY6lnXqdUUf9zGe74vly5yWt01R4vVsEM6xtLe6r4Yu/jzvZaWaiItLYsfYqSZezsVfQK/PYrQrmHAve/u5aR3EaUvC34Nylc3h7eQNQza8al7Mva5xIlFc2xcYLu17gwy4f0H3qEbzmd4fsWK1jlb0G3VFHrODDbTF8s1f+IL4dLWtW4YkOdenSIIDqvh5YC+zEnEnn6P7LxEVmUmi2aR2xxKTFmaTgS5AUfDEpikJ0fDTVAqvh7uaO0WgkxZyidSxRjtlVO9P3vc4bHd5gwJR9eH7TC9Ivah2r7DQOQX38e/5vUxTfHYjROk2FEeTtyuhO9XjormrUD/DEaNQTfyGTy1vi2R2ZQU5agdYRS03iZceStQa5hGyJkIIvpsycTOyKHYPBQFX/qlzNvqp1JFEBqKi8H/4+uZZcRj29E8/vBkBCJVix7a4+qMMW8/r6S/x4pBKOXNwCN6OeIffVZmCr6rQI8sHb05WUuByij6Wz4exF0mJzK83ks7TYXGwWRQq+hEjBF1N6Zjo6HCstBfoFcjlLhudF8c0+MZs8q4lJ4zfg+cMIiN6rdaRSozYfhDp4Hi+vvsDqE/FaxymXut9Vlcfb1aVdLV8Cq7hhyiwkOiKN3RvjSbyYhc1aMd9Hv1NpcSYMRlnRrqRIwRdTakYqdsVxzmiAfwAHsw9qnEhUNAtPLyLXYuLlJ37C45eJcD5M60glTr3nMdQBs3n+5/NsOJWodZxyo0k1L0Z3rE+3hoHU9PNAsTkup3pydRRx5zPIz7355VQrE3O2BUXWpC8xUvDFFJsUi6urKwB+/n5cuXhF40SiIlp5YSUmq4l3hi3GY93zcOonrSOVGOXeUdBvJv/48Sxbzlbu+Sl+nkae6FCfh5tVo1GgF66u/72c6oHITLKSy3AZ2AomK8lMtfpVtI7hFKTgiykmPgZPd08AgvyDuJItBS9uT2hUKGabmU8GzsHDvQocWah1pDumtJ0AvT9g4g9n2HU+Ves4Zc6oh0GtazHo3prcE+y4nGp6gonok2mEnb3zy6lWJklR2QTV80Gnk6H6OyUFXwyqqpKQkkCgXyAuRhd8PHyIN8l7i+L27YzdyfM7n2dO79l4uPvB3plaR7ptyv2TUUPeYczSUxy4XHnO9+/YMIAR7evSoY4fQVXcMef+fjnVbYkkXCjZy6lWJlnJZuxWBaNcG/6OScEXQ44pB6vVitFoJNAvkPiceBRZZ1zcoUOJh5i09Wnm95qPh5sP+m3vaB3plimdn0ftNp3h357kaEym1nFKVb1AT0Z3rEuPRlWp7e8JKsSey+DM+hhiIzMwZ8uyxCUhL8uC3a5gRAr+TknBF0NaZlrRcFGAbwDR2dHaBhJO42TqScZvHs+3vRfh6e6LYcMLWkcqNuWBV1G6TGPowhOcjMvWOk6J83E3Mrx9Hfq1CKZJVW883I0kRWUTtS+ZI5GZZCTkaR3RKeVlFYIqw/MlQQq+GNKz0ouO2L08vUjKT9I4kXAmkRmRPBE2mu/6fIe3my8uv07QOtLfUnq8hf3+yQyYf5zIxFyt45QIvR76t6zBo21q0rq6L34+bmQmOy6nuvVMDMlR2ZpeTrWyyMsuRG+Qgi8JUvDFEJcUh9HgeKk8PT1Jya/cM4RFyYvKjmJk6Ei+77sU3yd+xXX5UK0j3ZTy0PvY2oyn31fHuJRasY9iW9f2ZVTHenSu60+w3++XUz2dRviui8RfyMKS7zzLwFYU5mwLBhdZ6KYkSMEXQ0x8DB7uHgC4e7qTlpqmcSLhjOJN8QzfMILv+y6l6sTNuH37sNaRrmPv+29sLUfQ+z9HiUmveKd61fR1Z3THevS8qyr1/L0w6B2XU72wKZYdkZnkZjjvMrAVhaKo2ArtuHpIPd0peQWLIT0rHXc3xwUQvDy9SMuXghelIzU/lRGhI1ny8GJq/WMf7vO7QXmY0KnTYe8/G2vzwYTMPUJ8VsUoQk9XPcPa1uGRltVpFuSNp4crKVdziA5P4+S5C6TFVZzLqVYm+SarFHwJkFfwb6iqSnZuNtUCqwHg7ektBS9KVVZhFqPDxrCw90IaPnsEj3mdwK7hDG2dHmXQVxQ27keP2YdJzinULksxPNSiGsPuq819NR2XU81Jzyc6Io2d62JJrMCXU61M8rIK8Q3y0DpGhScF/zcKLYXYbDYMBscpGz4ePlLwotSZrCbGbxrPvJCvaPHccTy/6ggWU9kH0RuwD/6G/HohPPjFYdJM5e9UsBY1fHiiYz261g+ghp8HtkLH5VSP/XKZ+PNZFOTJMrAVjbxVUjKk4P9GnjkPnd4xo1On0+Hl7kVmoXOf7yvKhwJ7AU9vm8ys7rNo/9wxpC/fRwAAIABJREFUPOd1BnMZLiSjN2If9h15tbrQ7YtwssrJdceDvF0Z1aEevZtVo0GAJy5GA3EXMonaFs+ec5nkpOVrHVHcoZzUfFRVldXs7pAU/N8w5ZuKvsk8PTzJLciVRW5EmbEqVqbtmsZHXT6k+9QjeH79AOSUwSqKBhfsj/9ATrX2dJt1mNwC7crd1ahnSJuaDGxVkxbVfPDxciU1Lpfo42mEnr1I6tXKcznVysKUVYjNouDiJovd3Akp+L+RZ85D/f23h7eHNxn5GRonEpWNXbXz2r7pvNXhTfpPOYDnwhD+n737Dqyizho+/p3b03vvIQmhh95r6Aoo0uwN115W3V330WeLZXVdfXTVd13RXSyLuqIgCFZAEZTeey/pvSc3t837RzAYKQkhydwk5/OPZu7cuecmIefOzDm/Q9HR1ntBgxnntR9REtCbUS9tpNrW9h9oRyUHM3tADIOi/Ajys1BZWsvJPYWs+yKL7KOlODSISbSdqtJaXE4XyGp2l0USfCMqqyvrh0R4eXpRVNN51toW7kNF5clNT1Fhr2Ter77Fc+EVkLu75V/I6IHr+iUUeHdlzP9twtpGBWldQry4cUgco7oEEeXvWTdOdX8Ru5adJPOgjFPtbKrKakEuz182SfCNKK8ohzO/Z96e3hRYO9+kLOE+Xtr+EpX2Su647Qs8/jMbTv/Ycgc3eeG8cRk55gTGvbwZWysmdz8PA9cPjmNSt1C6BHljNunJOVbKye9y2XCgWMapdnLVZTZZza4FSIJvRFFZEUajEQCT0USxXS7RC229uedNKm2V/PrGT/D46GY48vXlH9Tsg+umFWTqokl/eRMtndsNOriydyRX942kV6gvfj5minLqxql+tf84+ScrcMk4VXGGw+5CJ2fwl00SfCOKS4sxGU0A6PV6bFr2IwtxxgeHPqDKXsUTc97BY/kDsGdx8w9m8cd1y+ccd4Yy8dVNuFoouQ9KCGDewFiGxPgT4udBTYWNU3sK2bDqMFlHSrFbZZyqOD+Xw4Uiq9VeNknwjSgpL8FkqEvwBr2BWqd7L/IhOo/lx5dT5aji2emv4mHyhm0LL/0gHgG4bvuaQ1Z/pvy/zZcVT0yABzcOiWNscjAx/p4oQMbBYvavPE3mwZK6KWFCNIHTKS1yLUESfCMqKivqL9Hr9XpsLjmDF+5j9enVPPTdQ7w8+SU8LH7ww8tNf7JXMK7bvmZ3mRdXLdhyya/tZTIwb1AMU3uEkfKzcaonf8hn64FiGacqmk11qfXrj4jmkwTfCLvDjtlsBkCn18kleuF2fsz+kTtX3cXr41/Hy+IPq//U+JO8w3Dd/g1bi8zMeWtbk15HUWByz3Cu6RtFWoQfAT5mSvOrObGrkFX7T5F7ogyXQ+6ji5bhcqpSaHeZJME3wu6wo9PV3QzS6XXYbJLghfvZkb+DW7+8lX9NfAtPsw/6zx+58M6+Ubhu/4YNOXD92xdP7r2j/bh+cCzD4gIJ9/OgtsbOqb1FbPn+KFmHS6h1k9XtRMfjckmCv1yS4BvhcDrQnan20Ol0coleuK0DxQe44YsbeWfy23hb/DAsmX/uTv6xuG7/hjWnHMz/z65zHg73NXPDkDjGp4QQF1g3TjXzUDFHvsrg24MlVBTJGuGibajSVXHZJMFfhKqqOJ3O+mIPvUGq6IV7O152nGtXXsd7U97F97rFmN6fffbBwETU277my2NW7vmgbpEci0HH7AHRXNkrgtRgb7w8TRScLufElkJ27ZdxqkI70jZ5+STBX4TTWdfGU5/gdXrsTllRS7i3zMpM5q6cx7uT3yX41i8wL5wCwcmot37FsoOVLN+Tz+vX96V/pD+BvnXjVE/tKeS7z86MU7XLMrBCe3IGf/kkwV+Ew+lo0KohVfSivcivzufaldfyzuS3ibh3M2a/aKwOE1N7+DExJYJTewvZseQ4mQdLZJyqcEt1a9GLyyEJ/iKcroYLcchCN6I9Kakt4brPr2ftVWuoqIDtXx0n82AxZfkyTlW4P5dTzuAvlyT4i3A4zhbYQd2lehkVK9oTh+rAYDTgoVc4taeQyhJZbEa0D5LgL58sBngRTpcT9WcVRg6nA5PepGFEQlya9Nh07Hl51GzfxujrU7QOR4gmc0qCv2yS4C/i5xX0UHdG72Hw0DAiIS7NqOhRVO/YSc699xCZ4EtCn2CtQxKiiSTBXy5J8BfxUxX9Txx2Bxa9RaNohLh0vbxSsG7bhqu6muKXX2DsjakYzXqtwxKiUUaT/J5eLknwF6HT6Rp8iHQ6nFgMkuBF+xFqDsa6p67nveS9/+DKz2Xo1YkaRyVE4+SD6OWTBH8RBoOh4T14h0MSvGg3Ai2BGD29sB4+Ur8t5647SB0aQUisj4aRCdE4g5zBXzZJ8BdhNBjPOYP30Ms9eNE+TIqfRO2pk2A/2+duP32aiqVLmHBrN5nWJdyWolNkHfoWIAn+IowGI6p6NsPbHXY8DZ4aRiRE0w2NGEr11nOHyeT96Y9YTE56j4vWICohGmey6GUyYQuQBH8RRoOxwSV6u8MuVfSi3ejhkUjtjp3nfazgt48weFoC3gHmNo5KiMaZPAy4XLLmyOWSBH8ROp0OnU5X/4tmd9jlEr1oNwI9AqnZs+e8j1X98AM127cx9sbUNo5KiMaZLHokv18+SfAXoSgKJqOpPsFLH7xoL+J84tAZTdhOnLjgPjn33kN4nDcJadIbL9yLycMAqlyiv1yS4BthMprq16SXe/CivZgYP5Gaw4cv+kfSVV1N0f/9jbE3pGK0SMWycB8mi6yi3hIkwTfCbDTXn8FXW6sJsARoHJEQjRsSNoiaLVsb3a900SJc+TnSGy/cisnDIF0eLUASfCPMJnP9gJnKqkqCPeVypnB/yeYYrLvOX2D3Szl3/YrUIRGExklvvHAPJou+wTLhonkkwTfCZDp7D76yuhJfiy8GRS4fCffm6xVIze7zF9j9kv30aSqWfMz4W7vLWZNwCyYPA3qD/C5eLknwjfCweOBwOABQVZXKmkqCPII0jkqIC+sV3AscDhw5OU1+Tt6f/4zF6KCP9MYLN2D2NKDTS3q6XPIdbERQQBA2u63+67KqMsI8wzSMSIiLmxA3gZoDBy75efmP/ppB0xLwCZTlmIW2fIOkW6klSIJvRGhAaIMEX1FVQahnqIYRCXFxA4LSqN68+ZKfV71hAzXbtjLmhq6tEJUQTecfLt1KLUESfCP8fP0afF1dVS0JXri1eFMk1l27m/XcnPvuJSzOm8S0kBaOSoimk6tILUMSfCN8PH3QKWe/TdVV1YR7hmsYkRAXpkOHl7c/1gusYNcYV3U1xf/3N8be0FV644Um9Ead9MG3EEnwjfDxbtg6VFFVQYRnhEbRCHFxwyKH4aysxFla2uxjlC5ahDMvh6FXd2nByIRoGt9gCw67U+swOgRJ8I3w9vRuMFGuoqpCiuyE2xobO5aa3c27PP9z2XfdQeqQcELjpTdetC2/YA9UlyxT2xIkwTfC29MbFbU+yUuRnXBnff17NmkFu8Y4MjKo+GSx9MaLNucb4oHeKKmpJch3sRF6vR5fb9/6SvryynKCvYIb3JcXwl1Em0Kbff/9l/KefBKL3k6fdOmNF20nMMILg1HqP1qCZKkmCPQLpNZWC9QNnKmoqSDaW/7oCfdiMVgwe/th3b+vxY6Z/+ivGXSl9MaLthMY4aV1CB2GJPgmCPJvuNhNfnE+SQFJGkYkxLnGxYzDnp+Pq6q6xY5ZvXEjNVu3MPZG6Y0XbcM3WBa5aSnSi9AEIYEh2A6cTfAlRSUk+yWzhjUaRtX6VIeK4z0HOAEXKKkKhlEGHCsdqDkqqEAgGKYZUEwN79OqThXn507UXBXVpaLvpUc/TI9apeL4xAFW0I/Wo+ta9xnTvtiOYbIBxUfu9zbXyKiR1Oxs2oCZS5F13710Wb+BxL4hHN9R0OLHF+InigIePkatw+gw5Ay+CSJCI3A6z7ZtFBQXkBqQqmFEbUQPhusNGOcbMdxuQD2u4spyoR+vxzjfiPEOI4qfgmur65ynug66wAHGO4wYbzPi3OFELVVx7Xeh66fDcKsB55a676nriAslTJHkfpn6+KRi3bqt5Q9cU0PRi88z9vqumKQ3XrQi7wALTodU0LcUSfBNEBIYgk539ltVUFxAin+KhhG1DUVRzp6Zu6g7kwcUc902VVXBDlwgL6v2urN37IAeMFP3G2cHHHXPU10qzs1O9EMlcVyuUHMQNS1UYPdLpe+/jzMvm6EzpTdetB7fEA9cznNPGETzSIJvgpDAEJwuZ32rXHFpMeE+4Rh1Hf9SkupSsb9lx/6yHSVBQRdV9yvjWOHA/nc7apGKbsC5v0a6VB2KUcH+dzv2/2dHP1iP4qGg66HDddiF4wMH+mF6XNtc6HrV7SuaL8AcgNHTm9pDh1rtNbLv+hVdB4cTFu/baq8hOje/EA90evlb0FIkwTeBl4cX3l7e9YV2TpeToooiEvwSNI6s9Sk6pe5y/P1G1GwVV37dp2vDlQaMDxhRghVc+8/9xK1mq6AD4wNGjPcYcW5yopaoKBYF49y6y/ZKuILriAtdqg7H5w7sn9hxZcqn9+aYGD8R2+nTqHZ7q72GIyOD8sX/Zfyt3dBJb7xoBRFJfhjNUhrWUiTBN4GiKMRFxlFdc7Y6Ob84nyT/zlNJr1gUdHE61ONn748pOgVddx2uQ+e5B7/PhZKooOgVFC8FXbQOV07D/Zw/ONEP19ftG61gmGbAuU6WqGyO4ZHDqd7WCvfffyH/6acx6+30GS9toqLlRSb5ax1ChyIJvokSoxMbJPiSopIOfx9erVJRrXUJXbWruE64UIIU1OIz21S1rkAu6NyzOcVPQT11Zj9bXXGeEnx2P7VYhXLQxenO3sdXqLs3Ly5Zd0sC1u3b2+S18h5+kIFXJOATJL3xouUYzXq8/M1ah9GhyLWQJooMi2ywJn1hcSGp3Tt2Jb1apeL8zFlXYKeCrpsOJUmpa52rrdumhCnoJ9cVyLkOu3DluDCMNqDrr6u7T7/Ajqqq6Pvo0YWe/Tzp/M6Jfkzd83Q9dDg+duDa4EI/SortmiPQI4jTe/a2yWvVbN5MzZbNjL2xK8tf3tUmr+kuKqzFfH3gHapt5Sgo9IwcQVrMOKz2Kr7Y9xbl1iJ8LUFM6TEfi7Hhgi3l1iJW7nkDFRWXy0mf6DH0ihqFw2VnxZ5/UllbQu+o0fSOGg3A6oOL6BU1klCfWC3eapsLjfPBYXOiN8h5Z0uRBN9EIYEhDarFC4oLGBU4SruA2oAuVIfu9nP/sRlvOn9xoS5Fhy6lbn/FpGCceeEiRMPMs796ipeC8eaOX7DYWmJ8YtCbTNhOnGiz18y6/z4S12+gS78Qjm3vPL3xOkXPyKRrCPWJxeaw8uHWZ4kJ7MaBnA3EBKQyIG4SW099xbbTXzO8y9UNnutl8mN2/99g0BmxOaws2vIUCcG9ya84RaRfFwbGTWbx9hfoHTWagspMVFydJrkDhCf6YTDJB/yWJB+VmigkMASXy1V/Fl9SXoKH3kMmywnNTYqfhPXIEXC1YYFiTQ3FLzzHmE7WG+9l9qtPuiaDhQCvcKpqSzleuItu4UMA6BY+hGMF5y44pNcZMJzpvHGqjvq/JTpFj8Npw6k6UanbtvH4coYkTGuLt+Q2orsFytl7C5PvZhOZTWaC/IOw1lrrt53MOUm/sH7aBSUEMChsINVbtrT565Z+8CHOnCyGXdM5e+PLa4ooqMggzDeeansFXmY/ADxNvlTbK877nAprMYs2P83CH/+H/rET8Tb7ExvQjXJrER9te5606LEcL9xFiE8s3ubOVXAWGiujiVuaJPhLEBsZ26DQLjcnl0GhgzSMSAhINcVi3anNvfDsO+8gZWA4YQmdqzfe5rCycu8bjEqejdnQcO10RVEutPYTPpZArh/0BDcNeZKDuRuptpWj0+mZ3ON2rhv4OEkh/dmZsYZ+MeP5/sjHrNy7gOOFHb/OwSfIgiL97y1OEvwlSI5Lptp6NsGfzj7NwLCBGkYkBPh6B2Ld2zor2DXGkZVF+eIPGX9L5+mNd7qcfL53AV3DBpEU0hcAT6MPVbVlAFTVluFhvPjZqLfZnyCvSLJKjzbYvidrLanhQ8gtP4HZYGFKj/lsP726dd6IGwlP8EN1yhK1LU0S/CWIj47n55/N84vzCfYMJsAcoGFUojPrEdQDnC7sWdmaxZD/zDNneuNjNIuhraiqyuqD7xHoFU6/2PH12xODe3MgdyMAB3I3khjc55znVlhLcDjrFsuy2qvILjtGwM9qeKz2Kk4U7aFb+GDsThuKokMBnC7bOcfqaCJT/DF2olqOtiJV9JcgKiwKFHC5XOh0OlRV5XTeafqF9WN1J/iULdzPhLgJ1BzYr3UYdb3xb/6Lo9vyqSiyNv6Ediqn7BgH8zYR5BXF+1ueAWBY4gz6x03ii71vsS/nB3wtgUzpcQcAeeWn2JP9PeNTb6SkOpflRz9BoW4QY7/Y8QR7R9Ufe/PJzxkYNwVF0REX2J3dWWs5nPc0vaJGavBO21ZUij+K0jmuALUlRf15c7do1N/e+huFJYX4+dQV1AxJG0Kuby7PbnlW48hEZ7Ro4rtELPmRwldf0zoUIt98i/KQ1E7XGy8uj96g446XR0kFfSuQ7+gl6t21NxWVZytkM3IyGBgq9+GFNhJMEVh3a3P//ZeyH7if0BgvuvQL0ToU0Y4Ex3jjsMsMitYgCf4SJcYkNljwJqcghxi/GLyN3toFJTolHTq8vANabUTsJaupofj5ztcbLy5PdGoABoNcnm8NkuAvUXR4NKh19+Gh7r8Z+Rn0De2rcWSisxkSOQRnVSXO4mKtQ6lX+t//4szOYtiszjOISVye5IFh6I3ygbA1SIK/RB4WD6IjoqmqqarflpOTI+1yos2NixlHTRutP38psu+6g5QBYZ2uN15cOg8fI/4hnlqH0WFJgm+GXim9KK8sr//6ZOZJRp8ZECFEW+kb0JOazW2/gl1jHFlZVHz0gcyNF42K7xWM0yn331uLJPhmSIpLQnWdbT7IyssixCOECK8IDaMSnU20KRTrnt1ah3FeeX/5C2bFRp8JHb83XjRf8qAwTBbp1m4tkuCbITo8GlVV64dFqKrK0dNHGR0tZ/GibVh0Fjy8/bHu26d1KBeU9/ADDJwaL3PjxXnpjToiunSu9fbbmiT4ZvDx8iEiNILK6sr6bcdPHmdCzAQNoxKdyZjYMdgLCnBVVTe+s0ZqtmylevNGxt2UqnUowg1Fdw3A6ZDL861JEnwzDew9kLLysvqvT2SeoGdITzwNUjAiWt+o6FFU7zx3JKm7yb7/fkKiPEnqH6p1KMLNJA0IxWSW6vnWJAm+mbonda+f3Qxgs9s4nXeaEVEjNIxKdBZ9vFOxbt2mdRiNs1opfv4vjL4uBZOH3GsVZygQ3zsYRYowW1WLJvhXX32VkSNHMmPGDGbMmMHatWvrH3vjjTeYMGECkyZNYt26ded9/j//+c8GX8+bN++ir3fjjTeyp4mLfGRmZvLZZ581ad+miA6LxsPiQa2ttn7b8ePHmRw7ucVeQ4gLCbMEu88CN40o/WgxjqxMhnfSufHiXCExPtJh0QaaleBtNhvV1ee/93fLLbewbNkyli1bxujRdUVnR48eZeXKlaxcuZK33nqLP//5zzidznOe+8YbbzT4+sMPP2xOeOeVlZXFihUrWux4er2eAT0HUFJWUr/t8InDDIsahllvbrHXEeKX/Ex+mDy9qT14UOtQmiznrjtIlt54cUZi3xBZe74NXNJ3+NixYzz33HNMnjyZkydPNvl5q1ev5oorrsBkMhETE0NcXBy7dzds73nhhRewWq3MmDGDRx55BIC+fc+uDrdgwQKmTZvG9OnTeeGFFxo81+Vy8dhjj/HSSy/hdDr561//yjXXXMO0adPqPyS8+OKLbN26lRkzZvD2229z5MgRZs2axYwZM5g2bdolvZ+fpHVLw+6w139dba0mpzCHYZHDLvlYQjTVxPiJ1GZkoNrtje/sJhzZ2ZT/930m3NpdztwEyQPCJMG3gUZvilVXV/PFF1/w8ccfAzBz5kyWL1+Ot/f5115ftGgRn376KT179uSxxx7Dz8+PvLw8+vQ5Ox85LCyMvLy8Bs979NFHWbRoEcuWLTvnmGvXrmXNmjV89NFHeHh4UFpaWv+Y0+nk0UcfJTk5mbvvvpv//ve/+Pj48Mknn2Cz2Zg3bx7Dhw/nkUce4d///nf9VYKnnnqKm266ienTp2Oz2eqXnr0UiTGJ6PV6HE4HBn3dt/Lo8aNMiZ3CtxnfXvLxhGiK4VHDqd60XeswLln+s88SP3UaaRNi2P7Vaa3DERrxDjDj5WfSOoxOodGPUCNGjODjjz/m6aef5oMPPmD27NkXTO7XXnst33zzDcuWLSM0NJTnnnuuRYLcsGEDM2fOxMPDAwB//7O9k3/4wx/qkzvADz/8wLJly5gxYwazZ8+mtLSUU6dOnXPMtLQ03njjDRYsWEB2djYWy6X36lrMFtJS0yguPbsW+OEThxkRMwKjznjJxxOiKXpYumDd0f4SPEDeQ/czYGo8vsHSG99ZdekbgswobxuNJvhXXnmFsLAw7r//fl577TWysrIuuG9wcDB6vR6dTsfs2bPrC+DCwsLIzc2t3y8vL4+wsLAWCL/uMv6mTZuora0rdlNVlSeeeKK+DmDNmjWMGHFuZfu0adN4/fXXsVgs/OpXv2LDhg3Nev2BvQc2KLSrrK4krzCPsTFjm/eGhGhEkEcgNW4yIvZS1WzbRvWmDdIb34n1HBON0STtcW2hSWfwL7/8MosWLcLHx4d77rmHW265hczMzHP2zc/Pr///VatWkZycDMC4ceNYuXIlNpuNjIwMTp48Se/evc95vsFgwH6e+4rDhg1jyZIl1NTUADS4RD9r1ixGjx7Ngw8+iMPhYMSIEXzwwQf1xzlx4gTV1dV4eXlRVXV2QExGRgYxMTHcdNNNpKenc+jQoca+FeeVHJeMTtE1KBrcd3Afc5LmNOt4QlxMlHcUepMZ2/HjWofSbNkPPEBwpPTGd0ZBUd54+UkRcltpcmNqQEAAN998MzfffDO7d+9Grz/3E9jf/vY3Dp6p7I2KiuLJJ58EIDk5mSlTpjB16lT0ej1/+MMfzvv8OXPmMH36dLp3786LL75Yv33UqFEcPHiQa665BqPRyOjRo3n44YfrH7/11lupqKjgt7/9LS+88AJZWVnMnDkTVVUJCAjgH//4B127dkWn0zF9+nRmzpyJzWZj2bJlGAwGgoODufPOO5v+XfsZTw9Peqb05MipIwQHBANw6Pgh0oenE+EVQU5VTrOOK8T5TI6fjPXYUWhGzYjbsFop/utfGP3Y/5JxoJjaaofWEYk20nN0JHqZ/d5mFPWnBdVFs+3Yv4M3PnyD2MjY+m3pI9LZZt/G67tf1zAy0dEsGP8Gyd8coaCF6lu0FLNsBacLLXz7XvOunon2RadXuP3FkTJcpg1Jn0IL6NalG2ajGZvdVr9tz4E9zEqehU6Rb7FoOV1NsVjbwRK1TZFz1x0k9w8jPFF64zuD+F7BSHVd25Ls0wIsZgvD+g+jsLiwflt+UT61NbUMjhisYWSio/HzCsTaTlawa4wjJ4fyDxcx/hbpje8Meo+NluWK25gk+BYyNG0oDqeDn9/x2HtgrxTbiRbTPbA7qCr2i3SytDf5zz2HSbGSNjG28Z1Fu+UdYCZMrtS0OUnwLSQmIobI0Egqqirqt+0/up+hkUMJMAdoGJnoKCbETaDmwH6tw2hxeQ89wIApcdIb34H1GBWldQidkiT4FqIoCulD0ymrODtCttZWy+GTh7ky8UoNIxMdxYCQvtRs3qp1GC2uZts2ajb+KL3xHZROp9BzVBQGo7a971u2bOHqq6+me/fufPnllw0eW7p0KRMnTmTixIksXbq0fvvevXuZNm0aEyZM4Omnn+Z8NemrVq3i6NGj9V///e9/58cff7xgHEuWLKnvMGuKt99+u75F/FJJgm9Bfbr1QafT4XCebfvZe3Avc5PnahiV6CgSTVFYfzHDoaPIevBBgiM9SR7QMgtgCfcR3ye41WosysrKGt/pjIiICJ599lmuvLLhCVdpaSmvvfYaH330EYsXL+a1116rP+6f/vQnnnrqKb7++mtOnjzJ999/f85xf5ngH3zwQYYNa7l5JO+++64keHfg7enNwJ4DGxTbZeRkYFEs9Anpc5FnCtE4b++AdjMi9pJZrRQ/9wyjr0vB7CmFWB1J34mxrVZcd++993LXXXexevVqHI6Lr6cQHR1NamoqOl3DtLd+/XqGDx+Ov78/fn5+DB8+nHXr1pGfn09lZSVpaWkoisJVV13F6tWrGzx3+/btrFmzhueff54ZM2Zw+vRpHnvssforBLt372bevHlMnz6dWbNmUVlZ2eD53333HXPnzqW4uJj169czd+5crr76ah544AGqqqp49913yc/P5+abb+bGG2/E6XTy2GOPceWVVzJt2jTefvvti75n+ZfUwob3H87GXRsbbNuxdwfze8zn/u/u1ygq0d4NCR+Cq6oKZ1GR1qG0mtKPP8bnppsZPqsLa96V3viOwC/Ug+Co888uaQnvvfcemzdv5pNPPuGvf/0rkydP5pprriEuLq7Jx8jLyyM8PLz+65+Gof1ye3h4+DlD0vr168e4ceMYM2YMkydPbvCYzWbj17/+NS+99BK9e/emsrKywcyTb775hoULF7JgwQKcTievv/46CxcuxNPTkwULFrBw4ULuu+8+3n77bd555x0CAwPZu3cveXl59aPPy8vLL/re5Ay+hXWJ7UKAXwBVNWeXxd19cDd9Q/qS4JegYWSiPRsXO47qvXu1DqPV5fzqDpL6hRHexU/rUEQL6DshFqUVWyAVRWHw4ME8//zzLFmyBEVRmDKCIEcmAAAgAElEQVRlCl999VWrvWZTnThxgpCQkPpl2b29vTEY6s6pN27cyJtvvsmCBQvw8/Nj165dHD16lGuvvZYZM2bw6aefkp2dfc4xY2JiyMjI4KmnnuL777+/4OC3n0iCb2E6nY70IekUl5ydMOdwOOrP4oVojn4BvanZskXrMFqdIzeX8g/eY/wt3dDppTe+PfP0NdF1cHirz323Wq189tln3Hfffaxbt47HH3+c4cOHN/n5FxqG9svtubm5LTYkLTY2lqqqKk6cOAHUDUkbPnx4/ZC0zz//nL/85S/nPM/Pz49ly5YxaNAgPvzwQx5//PGLvo4k+FbQv1d/FJ3SoNhu+77tjIsZR5inFBGJSxdjDu2wBXa/lP/X5zGpVvpKb3y71m9yHLTyZ7Tnn3+eqVOnsmPHDn7729+yZMkSrr/++kbPbH9uxIgRrF+/nrKyMsrKyli/fj0jRowgNDQUb29vdu7ciaqqfPrpp6Snp5/z/F8OMvtJQkICBQUF7D7z77aysrK+TiAyMpJXXnmF3/3udxw5coS0tDS2b99eP9q8urq6Pvn//PjFxcWoqsqkSZN46KGH2L//4m2zcg++FQT4BjCs3zA27thIZFgkANZaK3sO7eHmbjfz/LbnNY5QtCcWnQWLtz/Wvfu0DqXN5D10H/0XvsuRLfmUFzavglhox+JtpMeIyFZvjRs8eDAPPvggZnPjE+p2797NfffdR3l5Od9++y2vvvoqK1euxN/fn3vuuYdZs2YBdYV7/v7+APzxj3/k97//PVarlVGjRjFq1Khzjjt16lT+93//l/fee49XXnmlfrvJZOKll17i6aefxmq1YrFYWLhwYf3jXbp04YUXXuDBBx/kn//8J88++ywPP/wwNlvdkucPPfQQCQkJzJkzh/nz5xMaGsrjjz/O73//e1xnhk39fOja+ciwmVaSW5DLn179E9Hh0fVVmz5ePtw6+1YmLZ1Eue3ixRFC/GRS3CT+0vURjo0dp3UobSryn29QGdmLT/9vh9ahiEs07Jokeo3Rvve9s5NL9K0kPCScvt37kl+cX7+toqqCwycPc23XazWMTLQ3o6JHUd1BBsxciuyHHiQ40oPkgXJbqz0xexrcYmEbIQm+VU0aOYna2toGqx9t2bmFG7rdgEUvy3KKpunjm4p1a8dbwa5RVitFzz7N6GulN749SRsf2+r33kXTSIJvRXGRcaTEp1Bceraivqi0iKzcLK5OulrDyER7EmYKpmZPx2+RO5+yTz7Bfvokw2claR2KaAKTRU+f9BiMJjl7dweS4FuRoihcMeYKKqsrG57F79jC7T1ux6DIWYm4OD+TH2YvH2oPHtQ6FM3k3HkHSf1CiJDeeLfXJz1G6xDEz0iCb2UpCSlEh0dTVnl2zeTs/GzKy8u5KukqDSMT7cGEuAnUZmainqms7YwceXmUv/8e42+V3nh3ZjTrSZsQi9EsZ+/uQhJ8K9PpdFw59krKKxpWza/bsI77+tyHh8FDo8hEezA8ajjV27ZrHYbm8p//G0ZXDX0nSW+8u+o1JgpFPn+5FUnwbaBXSi8C/QKprD47aCC3MJfM7Exu63GbhpEJd9fDowvW7ZLgAfIeup/+k+LwC5EPxe7GYNTRb3I8RrPcdnQnkuDbgMFg4MqxVzYotgNYv3k916deT7BHsEaRCXcX7BGEtaNOkLtENdt3UP3jD4y7WebGu5seoyLRSTZxO/IjaSMDeg0g0C+QiqqK+m1lFWXsObiH+/vIlDlxrgjPCPQmM7XHjmkditvIfuhBgsItpAyS3nh3YfYyMGhaopy9uyFJ8G3EZDQxe8psikuLG1TUb9y+kfGx4+ni30XD6IQ7mpwwGeuxY3BmWUoB1NZS+MxTjJonvfHuYvisZCl+dFOS4NtQn9Q+JEQnNLhUb7VZ2bhjI7/p9xsNIxPuaEj4EGo64wI3jShfurSuN3629MZrLTjGm6T+obJqnZuSBN+GdDodsybPorK6sn5YAMCOvTvo6teVgeEDNYxOuJuu5lhqdnS+JWqbIufOO0jqG0pEkvTGa0aB9Ju7YWjlcbCi+eQn08a6xHahX49+5BedXaPe6XKybtM6Huv/GIqs8SjO8PMKkAK7C3Dk5VG+6B3G39JdLg9rpOugcHxDPFB08v13V5Lg25iiKMxIn4HdYW8wL/7AsQOYnWauSLxCw+iEu0gNSEVRwZ6ZqXUobiv/by9gdFbTT3rj25zJomfk3GRMUljn1iTBayA8JJyxg8eSW5DbYPvaDWt5pN8jeBu9NYpMuIuJ8ROp6cTL0zZV7kP30U9649vc4KsS0culebcnPyGNTBo5CYPeQK2ttn5bZm4mJ0+d5JF+j2gYmXAHA0L6UbN5i9ZhuD3rjp1U/7CedOmNbzOBEV50GxaJQQbKuD1J8Brx8/Fj2rhpDe7FA6zduJb06HT6hfbTKDLhDrqYIrHu3qV1GO1C9kMPEhgmvfFtZeyNqegNct+9PZAEr6GRA0bi4+nTYAnbWlsta35Yw1NDn8KkM2kYndCSt3dgpx0Re8lsNgqfebKuN95L7gm3pi79QgiK8kIny9a1C/JT0pDFbOHaaddSWFzYYPGbQycOUVFSwV2979IwOqGVQeGDcFVX4yws1DqUdqP800+xnzrBiNnJWofSYRlMOkZf11VWrGtHJMFrLK1bGv169Dun4G71utXMTZlLsr/8weps0mPTqd4rZ++XKufOO+iSFkxEkr/WoXRIA69MkPvu7YwkeI0pisLsKbNRFAVrrbV+e2V1Jes2r+PpYU+jU+TH1Jn0C+gtBXbN4MjPp+w/79TNjZd7xC0qLMGXXmOiMUqCb1ckc7iBIP8g5kyZQ25BboNL9bsO7MJsN3Nd1+s0jE60tRhTmCxw00wFL7yI0VFNv0lxWofSYRjNeqbc2VOSezskCd5NDO07lJT4FAqKCxps/2btN9zd524ivCI0iky0JZPOhIePP1a5RN9suQ/cS7+JsfiFSm98Sxh1bTJmT6PWYYhmkATvJvR6PddPv55aWy02u61+e3FZMVt3beXJIU9qGJ1oK6NjRuMoKsJVWdn4zs30quriZtXFA+rZeQhvqy7uVV08qLp4VnVR+bMrST8pUFWeUF3cp7q4X3Xx2c/2eefMc1/+2TG/U1WWn+c4rc26axfV678n/eZubf7aHU1iWghd+obKvfd2ShK8G4kIjWBG+gxy8xsW3G3etZlIUyQ3pN6gUWSirYyKHkXNrtbtfx+Hwh9+MfOgDwqvoPB3RUck8AnnJmY9cCsKryk6nkfhC1QyVJUqVeU48HdFhwE4qarUqiqrUZnaqu/kwrJ//WsCQ82kDA7XKIL2z9PPxLibU6Vqvh2TBO9m0oemExEaQXHZ2ZGyLpeLFatWcHfvu+ke2F3D6ERrS/PpTs2W1i2w66Eo/HIx5L6Kgl6pS/pdUSg6z/MCFYUuZ/bxUBSigSLq/og4AFVVqQUMwKfAFSgYFI2K3Ww2Cp/+E6PmJktvfHMoMPH27jIGtp2TBO9mjEYjN119ExWVFQ2G0ZSWl7Jq/SpeGv0SXkYvDSMUrSncHKz5AjerUOnXyFTDvDNn7SnUJfv+KPwalQDAEziCyhCtkvsZ5cuWYz95nJHSG3/Jeo+NJiTWV9abb+fkp+eGEqITGD98PNl52Q22Hzx2kOzMbP485M8aRSZak6/JF7OXD7UHDmgWw2JVRQ+Mvsg+NarKX1G5HQXPM0l8pqLwsqLjNkXH+6hci8I3qsrzqouPNLgP/5Ocu35FYlowkcnSG99UgZFeDJmRiMkiVz7aO0nwbmr6uOlEhUVRWNJwNbM1P66ht39vru5ytUaRidYyIW4CtVlZqDZb4zu3gtWqylZUHkZBucDZt+NMch+NwtDz7HNcVVGBKOAHVH6r6MhFJVujJO/Iz6fs3bdJv0V645tCb9Ax+c6ecmm+g5AE76bMJjPzZ8/HZrc1WADH4XDw2Tef8Wj/R0n0S9QwQtHShkcOp3r7dk1ee7uqshSV/0HBfIHkrqoqr6ESDcy4wD7vo3I9Cg7gp3p6Bag9795to+D//g+jvYr+0hvfqCFXJ+AdYEHRyYehjkASvBuLCI3ghuk3kFOQg8t1tv2osKSQ7zd9z0ujXsKsN2sYoWhJPTyTsG5r/QT/ouriMVSygNtVF9+oKgtQqQH+iMpDqovXz7S7FasqT575/wPAd8Ae4CHVxUOqi60/OzPfqKp0oa4Yz1tRSAAeUF3YgQSN78fnPngffaU3/qKiUwPoMSJKFrTpQBRV1fAGmWiUqqq8s/QdNu/aTHREdIPHrki/gmOuY/xx4x81ik60pO0zfyDj+hupPXxY61A6pMjXXqMmsT+fPK/NVRJ35hNkYc7/DMTiJQvadCRyBu/mFEVhzpQ5BAcEU1xa3OCxb77/hhHhI5gUN0mj6ERLifCMQG+2UHvsmNahdFjZDz9MQIiZrtIb34DRrGfaA70xeciZe0cjCb4d8PTwZP6c+VTXVFNrO3s302a3seKbFfxh8B9ICUjRMEJxuSbGT8R67Bg4nVqH0nHZbBQ+9UdGzk2WM9UzFAUmzO+Gt79FZrx3QPITbSdiI2OZO3Uu2fnZDQbS5Bbmsmr9Kl4f9zrBHsEaRigux5DwIdRs3aZ1GB1e+fLPsJ88zog5SVqH4hYGz0ggPNFPVqvroCTBtyMjB45kQI8BZOef2x+/b/8+/jH2H1j0Fo2iE5cj1RKHdecOrcPoFLLvnE9in2AiUzp3b3zK4DC6j4zEw0sKdTsqSfDtiE6n47rp1+Hj5UNJWUmDxzZs34CtxMZzw59DaWQVMuF+/L0CqdktI2LbgrOgkLJ3FjL+5s7bGx+e6MvIecmS3Ds4SfDtjI+XD/dcdw/V1mqqa6obPPbl2i/p4tGF+9Pu1yg60RzJ/skoKNgzMrQOpdMoeOkl9PYq+k/ufL3xPoEWptzdE7NF6hA6Oknw7VBsZCy/mvsr8ovysdvt9dudTieffvkpVydczfTE6RpGKC7FpPhJ1Bw8qHUYnU7e/ffQd0Is/mGeWofSZoxmPVPv64nRbLjgaoWi45AE3071Se3DrMmzyMzNbLAITrW1miVfLOF3A35Hv9B+GkYommpgaH9qNrfuBDlxLuuePVR9/x3pN6dqHUrbUCD91lS8/MwYTVJU1xlIgm/HJgyfwKiBo8jMzWxQWV9YUsjK1St5efTLRPtEX+QIwh10MUZhbeUZ8OL8ch5+mIBgE12HdPze+EHT44lI8pP77p2IJPh2TFEU5l0xj64JXcnJz2nw2InME2zctpF/jvsnviZfjSIUTeHjHYB1r7YjYjstu53Cp/7IqA7eG991aDg9R0Xh6S1dNp2JJPh2zmg0Mn/OfAL9AikqKWrw2I59O8g6mcWb49+UGfJuamDYQFxWK46CAq1D6bTKP1uB7fgxRsztmL3xSQNCGTG7i5y5d0KS4DsAHy8f7rn+HhxOBxVVFQ0e+27jd1TmV7IgfQEeBhm04W7GxY6jWs7eNZd91x0k9O54vfGJfYMZOS8Jk1TMd0qS4DuI8JBw7r3+XkpKSxqMlwVYtW4V9mI7r497XabPuZn+gX2kwM4NOAsKKXv734zvQHPj43sHM/r6FIwmvSxD20nJT70DSUlI4carbiQnP6dB+xzA199/jaHSwKtjXsWok0/z7iLWFIZ1jyxw4w4KX34ZQ20lA6bEax3KZYvtEcjYm1Jw4cRokn/vnZUk+A5mWL9hzJ4ym8zcTBwOR/12VVX5fM3n+Nh8eGnUSxgUaZPRmklnwsPbXwrs3EjuA/eQNr5998ZHpwaQfmsqdqcNb2+pvenMJMF3MIqiMGH4BK4afxUZORk4nA2T/IpVKwgllOdHPo9ekfGQWhoZNRJHSQmuiorGdxZtwrpnL1XfrSH9lm5ah9IskSn+TJjfDZvdhp+fdM90dpLgOyBFUZg6ZipXjL2CjJwMnD8bQepyuVj+9XLiDHE8M+wZWbdeQ6NjRlMj/e9uJ+eRhwkIMpI6tH31xod38WPSHd2x2WvxD5DkLiTBd1iKojAjfQaTRkzidM7pBqvdOZ1OPv3qU1I9U/nTkD9pF2Qnl+bbnZotW7UOQ/ySw0Hhk39g5Jz20xsfFu/LlLt6UGu34h/gp3U4wk1Igu/AFEVh5sSZjBsyjtPZDZO8w+FgyedL6OfXj6eHPi2X6zUQYQ6RAjs3Vb5iJbZjRxk5N1nrUBoVEuvDlHt7YrXVEBDYsdr8xOWRBN/B6XQ65kyZw4gBI85J8naHncUrFtPNoxsvjX4Jk86kYaSdi7fBG7OXD9YDB7QORVxA1p13kNA7iCg37o0PS/Dlivt6YrVWExgUoHU4ws1Igu8E9Ho91115HUPShpCRndFg3Xq7w87SL5YS7AjmjfQ38DS03+rh9mR8/Hhqs7NRa2u1DkVcgKuoiNKFb5F+Szf0Bvf7U5nYN5ip9/ak2lpFUEig1uEIN+R+v7WiVRgMBm666ib69+pPRk7DJO90OVmxagWUwjsT38Hf7L5nLB3FyKiR1GzfrnUYohGFf38FfW0FA6a619z43uOiGDG3C2XlZYSEBmsdjnBTkuA7EYPBwC0zb6F/z/6cyj7V4HK9qqp8/f3XFGQU8P6U94n2lil0ramnZxLWbZLg24Pc++6hT3qMW/TGKwoMn9OF1FHBlJaVEBEZpnVIwo1Jgu9kTEYTt11zG2MGjeFU9qkGffIA6zavY+/uvfxn8n/oHthdoyg7vmBLEDVSYNcu1O7bR9V3axivcW+8wahj0p3d8Y/VUVlVSUycfAgXFycJvhPS6/XMu2IeV4yp65P/5bK2O/bt4Nt13/Lm+DcZETVCoyg7rjDPMAwWD2qPHtU6FNFEOY88gn+QkdShEZq8vsXbyPRf98aqlGKyGEjo4l63DIR7kgTfSel0Omakz2DulLlk5mWeM6Dm8MnDLP1yKc8Ne46ZSTM1irJjmhQ/idrjx+FnCxAJN+dwUPjnPzByThIW77btjfcL9WDmb/uSkXOSyJhwIqO1+ZAh2h9J8J2YoiiMHz6e22fdTn5hPpXVlQ0ez8rL4oNlH3Bvz3t5YtATGHSyfn1LGBI+hOqt27QOQ1yi8pUrqT16pE1748MTfbnq0TT2HdhLz7RU6XMXl0QSvGBI2hAeuPkBKiorKCkrafBYcVkx733yHr09e/P2hLcJ9pCK3cvVzRKHdecOrcMQzZB916+I7xVEVNfW7zlP7BvMlLt7sHPHTgYP7Y+nl/ZFfqJ9kQQvAOie1J3fzP8NKir5RfkNHqu11bL0i6WUZJSw+IrF9Anpo1GUHYO/ZxA1u6XArj1yFRVR9u83Gd+avfEK9JsUy/A5iezds59hIwfLyFfRLJLgRb3YyFgeu+Mx/Hz8yMrLatArD/Djth9Zs3YN/xj7D+amzNUoyvYtyS8JnU7Bfvq01qGIZip85VV0NeUMuKLlC908fIxceX8vovp4cOLUSQYO7YdOJ3+mRfPIb45oIDgwmN/M/w09knpwKusUdkfDCvujp4+y6NNF3N71dp4Z9owsb3uJJsZPpObQIa3DEJcp97676TMuhoDwlrtsHpniz+zH+3M67xi1dit90nqiKDLtUTSfJHhxDm9Pb+6cdydXjb+KrNwsqqqrGjxeUlbCf5b8hwQlgfenvE+4V/saq6mlQaEDqN68ReswxGWq3b+fqm9X182Nv8wcrCgw8Mo4JsxP5fPPviQpJZ7krl1aJlDRqUmCF+el1+uZOmYq9994PxVVFRSWFDZ43O6w89mqzzh95DQfTf2IweGDNYq0feliisK6U2bAdwQ5jz6Kf6CRbpfRG+/pa2L6r/sQ0tXI4veXMPGKcUREyQdm0TIkwYuL6tW1F4/f/Th+3n5k5mSec19+y64tfL7qc14Y8QIP93sYo06KgS7G1zsQ614psOsQHA4K/vgEI2Yn4+Fz6b/3Md0CmfNEfw4d28vePfu5/tY50gYnWpSi/vIvthDnUWOtYdFni9i0axNRYVGYjA3vvXtaPJkwegIWPwu/Xf9bDpcc1ihS99UvtB//GvYKRwYP0ToU0YJiFn9MjjWIr/+1v0n7KzqFQdPi6ToslCUfLWfA4DS690qV++2ixckZvGgSD4sHt11zG3OnziUnP4eKqooGj1dbq1n21TL27dzHwgkLmd9zPjpFfr1+bnzseGr27dM6DNHCsu66k7ieQUQ3oTfeO8DMVY/0wT8BPv7wU668ehI9eneT5C5ahfwFFk2m0+kYP2w8D9/6MLW2WnLzc8+5ZL/38F7e/eRdrgi/gv9M+g/RPjIQ4yf9g/pQs3mz1mGIFlbXG7+gbm688cJ/UhP6BDPr9/3ZvX8HR44c5YZb5xAULHPcReuRBC8uWdfErjx+9+MkxiZyKusUtbbaBo+XV5bz0WcfkX00m/9O+S+zk2drFKl7iTWFY5UFbjqkwldfq+uNP8/ceA8fIxPv6MaQ2XF89MEnxCfGMGXaBFm8RrQ6uQcvms3lcvH9lu9Z/MViTCYTwQHB51xqDPIPYmr6VDJrM3n8x8cpqCnQKFptGXQGts3dxJERI3GVl2sdjmgF5m7diPnwIxY/t5WSnGoAug4OY9isLmzdsoPDB49wzbzpUkgn2oycwYtm0+l0jBk8hifueYLQoFBOZ58+Z/RsUWkRi5YuwpZrY8m0JUxPnI5yuY3D7dDIqJE4SkskuXdgtQcOULVmFeNv6YZvsIVpD/am9+Qw/rXgXaxWKzffcZ0kd9Gm5AxetAi73c43P37D8tXL8fb0JtD/3HuL4cHhpI9Mp5xyntz8JAeLD2oQqTb+POzPpJ/0Ifv+B7QORbQixWwm4cdN6Ix6vlu9ni0btzP7uhmycI3QhCR40aJOZZ/i3x//m7zCPKLCotDr9efs0zu1NyMHjeTr01/z8o6XKbd1/LPaZZMX4/mvpZS8+67WoYhWYunTh9BnnqEEHcuWryIkLJgp0ybg4+utdWiik5IEL1pcra2Wz779jK/XfU2AXwB+Pn7n7GMxWRg+cDgpXVJ4ZccrLDm2BJfq0iDatrFlxnfk3n0/NTtkTGxHow8IIPCRR/BKT+ezz7/l+NFTXD3nSlJSu0j7m9CUJHjRag6fOMzCJQspKSshPCT8nMVxAEKDQkkfkU6toZYnNz/JnsKOV2XuafBk45z1HBo4CNVq1Toc0UIUkwn/m27C//bb+WHdJn7cuJO+A/uQPnkMHh4WrcMTQhK8aF3WWitrNqxh5Xcr0ev0hIWEnfespkdyD0YPGc3arLW8uP1FSmpLNIi2dczoMoP/jf0VxydO0joU0UJ8pkwh+He/paCwkM/ef5+Mgkru+p/fEJcQo3VoQtSTBC/aREFxAR9/+TE79u+44GV7k9HEsAHD6JHSg4X7FvL+ofepcdRoEG3L+tuovzF4dy25v3tM61DEZbL06UPIE49j9/fn66VLOXXwICNnzGDA2LEYTTI6WbgXSfCizaiqyoFjB1i0fBFFpUWEBYdhNpnP2S/IP4ihA4cSExHDW3vf4qPDH2F1tt9L219O+RTdq+9Qunix1qGIZjLGxhL08K+xDBrE+q+/ZsuaNST37s34uXMJCAnROjwhzksSvGhzNruN7zZ9x/LVy1EUhbDgMHS6c5dkCAkMYdjAYYSHhvPm3jdZfHgxNpdNg4gvz7ar15N50y3UHuw8bYEdhTE2lsD77sV7zBh2btzI2uXL8QsMZMK8ecR3kzXkhXuTBC80U1RSxJKvl7Blzxb8ff3x9z3/IiBhwWEMHTCUkOAQ3tjzBkuOLsHusp93X3cTYglh1dVfcqhff3A4tA5HNFF9Yh87lj1btrBuxQoAxl5zDT0HD0ZvMGgcoRCNkwQvNKWqKodPHObDlR+SnZeNv5//ee/PA0SERjBswDD8A/z5x+5/sPzYchyqeyfNG7rdwAP+V3Ny+gytQxFN8PMz9r3btrH+88+xVlUxZPJkBqan4+HlpXWIQjSZJHjhFpxOJ3sO72HJ10vIL8rH39cfX2/f8+4bFRbF0IFD8fHzYcGeBaw4vsJt79H/v7Gv0WN9FvlPPqV1KOIizN264X/77XiPGsnebdvY8NVXVJSW0n3QIEZNm4a/3GcX7ZAkeOFWnE4nOw/uZOnXSyksKSTALwAfL5/z7hsTEUP/Pv2JCoti6dGlfHDoA7Krsts44otbM3Ultr++SvmZS7zCjeh0eI8Zg9/82zHGx7Nv+3Y2rVpFeUkJXfv2ZdjUqYTHxmodpRDNJgleuCWHw8GO/TtY+s1SikqLCAoIwtvz/Et++vv407dnX3p27cn2vO28c/AdtuRuaeOIz2/HrA2cumY2tpMntQ5FnKF4euI3cyb+t95CjcPB7u3b2fn999RUV0tiFx2KJHjh1ux2O9v3b2fpN0spLS8lKCAIL4/z3wc1Goz0TOlJWs80rFh59+C7ml6+T/BN4NPJ/60rsJN/ZpozRkfjd/11+F8zi5xTJ9m9bRuHd+yg1mqVxC46JEnwol2w2+1s2bOFZauXUVZRhreXNwG+ARdsU4qPiietVxrR4dEsPbqU9w++3+aX7+/ufTc3K8M4Pe/aNn1dcZZiNuMzcSI+187DnJTEsb172b1lC6cPHUJ1uUju25dhU6ZIYhcdkiR40a7Y7Xb2H9vPV+u+4njGcQwGA6FBoRj0529b8vfxJ61HGr1Se3G4+DDLTixj9enVbTLBbuGEfxG/cjcFL77Y6q8lGrL06I7PnDn4TZlKYU42B/ft48iuXRTn5WEwGOg3Zgxpo0YRGBqqdahCtBpJ8KJdUlWVzNxM1m5ey4adG3A6nQQHBOPp4Xne/fV6PUmxSXRN7kpidCJbcraw/MRy1maupdZZ2yoxrrviKyr/9CwVq1a1yvFFQ/rgYHynTMFn3lzw8+Pw3r0c2b2b3IwMqsvL8fb3Z+iUKXQfMAAPbxnhKjo+SfCi3SuvLGfL7i18te4ryqvKG718b12a+ZEAAA0/SURBVDaZ6ZrQlZTkFCJDIlmbsZblJ5azKWcTTtXZYnHtnLuF4xMn4cjPb7FjioYMISF4T5yA17RpeCQnk3n4MIf27yfj6FFKCwpwOhxExMczbMoUEnv0kAVqRKciCV50GA6Ho/7y/dFTRzEYDAQHBJ93vfufeHl60a1LN1KSUvD39efLk1+y4sQK9hTuuaz59H1D+vLvEa9xZNDgZh9DnJ8hNBSfSRPxuvJKLElJZB4+zLEjR8g6fpyywkKqKysxmkz0GTGCnkOGEBYTI0vKik5JErzocH66fL9p1yZ+2PYDVpsVo8FIUEAQRoPxgs8L8A0gNSmVrkld8fb0ZlP2JtZmr+XH7B8pqCm4pBgeHfAoM8tTyLz1tst9O0JRsPTojueIkXimj8OckEDmkSMcP3KE7BMnqKmspKywEJeqEpOczIBx40jo3h2T+cIf7IToDCTBiw7N4XBw9NRRNu3exNY9W3E4HFgsFgL9AtHr9Rd8no+XD4kxicTGxJIQlUB+dT7fZ33P+uz1bM/f3uha+B9O+g8h//2Ootf/2dJvqVPQBwXhNXw4HmNG4z1sGLU1NWSeOkXmyZPknDqFtbqasqIiXA4Hnr6+9B87lm4DBshkNyF+RhK86DSstVYOnTjEj9t/ZM/hPaguFW8vb/x9/S96CVdRFCJDI4mPiScuJo7QgFB25u1kbfZafsj+gVPlp855zoZpqyj+zf9Q9cOPrfmWOgydnx+eaWlYBg7AY/RozJGR5J44Qcbp02QdP05VeTk2q5Wy4mJcDgcWLy96Dh5MSt++RCYmXvTDmhCdlSR40SlVVFVw4OgB1m1bx9FTRwHwsHjg7+OPoZFCLIvZQkJ0ArHRsSTGJIIO9hTsYXvhdnYV7OJQySHWX/MdR0aOwlVW1hZvp90xxcfj0a8v5gED8OjfH1NoKEUZGeTm5pJ16hQFWVmoLhe1NTWUFxfjcjrrkvqQIXTt25eIhARJ6kI0QhK86PSKy4o5evIo2/dvZ//R/TjOjHX18/XD29O70QItX29fIkIiMJTXkDZ0KBFh0Rh1eoo/W4F9125q9u2j9uBBVFv7m2XfEoxRkZhTu2FOTcWU1gfP3r1xOBzkZ2SQm5dHfmYmJfn5qKqK0+mksrQUa1UVKArevr50GziQrn37Eh4fL0ldiEsgCV6In7Hb7ZzOOc3hk4fZtncbmXmZKCiYjCb8ff0vWJFfUVrK0RXfcsXUq9Hp9QSFhxMYFkZIcDDBYWH4hIVhKyig9vhx7EeOYD96lNpjx7EdP46roqKN32UrUBQMoaGY4uMwJyVhTE3F2LUrHl264LTZKM7JobC4mKL8fAqysqg+855VVcVaXU1FSQmqqqLT64lPTSWlb19ikpIICA2VCnghmkkSvBAXUVZRxonME+w6uItdB3ZRU1uDqqp4enji4+VTn/BPHzqM42AmI0aOO+9xdDodPgEB+AUH4xcYSKC/P/6BgfiEheGsrqb21CkcmZk4s7Jx5OTgyPv/7d1fbBTVAsfx787u7J+2C0sLLLTsLVCoCAFNrDea8CIJAalprRLfTI0SSYgkJhBejBVQE/89EIlGDOgLjdEQFHWtxPAgxnhz4wOphBAvXhuLtVu7bXe3u93u7szch5aV3oKi9LY69/dJJt1zZubsmWma38w56UyCYn8/pf5+rJGR2Tzka/P58EYimEuimHXLMJctw1dfj6++fuIOffFiitkso0NDDCWTDA0PM/LzzwwPDjKey5WbsS2L3OgouUwGB8C2WRCNsuaOO1i+Zg1Lly/H9Pvn7DBF3EQBL3KDbNumb6CP7y9/z8V/X+Tb779lNDcKwMCFf7GsGGLDHX//3cPIFeEw82tqqJw3j4pwmHBFBVVVVVSEw4QiEbymSWFwkNLwCFYmjZ1K46RT2KkUTiqNlUljpTM4Y2M4pRKOZYFt4ZQssKyJsmXh2DaeQAAj4McTCGIEg3iufA4E8AQDGJEIxsKFGDUL8dVUT4R6JII3GKSYzTKWTjM6MkJqdJRMOk1mZITRkRFGUymsyamNKxzHoVgokMtkyGezGJPnpXb5clasW0ftypUsrqujct68mfkFicgUCniRP8hxHIbTw/Ql+jj3z38w1tNHqn8Ay7LA48EDBEIhghUV+IPBPzzU7DNNKsJhAqEQ/mAQfyAw8TMYJOD3EzBNAv4Apt/E4/Hg8XgwDAOPYWB4DDxeY6LeMLBKJaxiEatUolQqYVkWpauW8fFx8rncxDI2xvjk5/GxsV/to21Z5MfGyGezFMbHMQxjYqSjqoplq1axYt06lsRiLKytxWde/1kEIjJzFPAiM8iyLFKDgwz+9BPJ/n5+6ulh4PJlUslkOeBt2yYQDOIPhfAHAvhM8y8xz2xZFoV8vrxYpRKG1zsxd24YLKytZcnf/kZdQwM10SjV0aie+S4yhxTwIrOgVCySSiZJJZMMDwyQ+OEHfu7rIzU0RC6TKd95w8QFgNfrxef34/P58F61GF4vhmHMWL8cx6FULFIqFrGKRUqlEqVCoTzc7pn8Lse28ZomCxYtojoaZWFtLQsWLSIciTC/poZw9a8/OEhEZp8CXmSOWaUSuUyGbCZDNp0ml04zkkwyMjjI2Ogo+WyWsVyOfDZLPpcDxykH7xST0wJX/0l7PJ6J8uTFg+M45W0cx8Hj8RCqrKQiHKZy3jyqIhHCk0uoqopgRQVV8+dTNX8+oarf/pdBEfnzUMCL/IVcueMu5PMUxsexLQvbtnFsG9u2wXGmlA3D+GUEwDTxer14fT58pvnLqMAMjgiIyJ+HAl5ERMSFdOkuIiLiQgp4ERERF1LAi4iIuJACXkRExIUU8CLyp9TV1UVzczNr1qzhm2++mbLuyJEjbN68mS1btvDFF1+U68+ePcuWLVvYvHkzb7755jXbPXnyJIlEolx+6qmnuHTp0nX7cfjwYY4dO3bD/X7jjTdueFuR/yUFvIjMqUKhQO6qF9Jc0djYyOHDh7nzzjun1F+6dIl4PE48Hufo0aMcOHAAy7KwLIuDBw9y9OhR4vE4H3/88TWD+/3332dgYKBcfv7551m1atWMHc+RI0dmrC2Rm6GAF5E58d133/HCCy+wdetWenp6pq1vaGhg5cqV0+rPnDlDc3Mzfr+fWCxGfX093d3ddHd3U19fTywWw+/309zczJkzZ6bs++mnn3L+/Hn27t1La2sr+Xyehx9+uDxCcPbsWdra2mhpaaG9vX3ad7/33nvs2LGDfD7PqVOn2L59O62trXR0dGBZFq+88gr5fJ7W1lb27NlDLpfj8ccfp6Wlhfvuu49PPvlkZk6eyA3wzXUHROT/Ry6Xo6urixMnTgDwwAMP8OGHH1L1O55Zn0gkuO2228rlaDRaHnJfsmTJlPru7u4p+27dupXOzk727dvH+vXrp6wbGhri6aef5vjx48RiMUb+6zW9x48f58svv+T111+nt7eXrq4u3nnnHUzTZP/+/Xz00Ufs3buXzs5OTp06BcDp06dZvHhxebogk8nc8HGK3CwFvIjMmo0bN3LLLbfw3HPP0dDQMNfdmeLcuXM0NTURi8UAiEQi5XUffPABS5cu5bXXXsM0Tb766ivOnz/P9u3bAcjn89TU1Exrs7GxkRdffJGXX36Ze+65h6amptk5GBEU8CIyi1599VVOnDjB7t272bZtG21tbdTV1f2uNqLRKP39/eVyIpEgGo0CXLf+ZjU2NnLx4kX6+/uJxWI4jkNbWxt79uz51f1WrFjByZMn+fzzzzl06BB33XUXTzzxxIz0SeS3aA5eRGbNxo0bOXToEJ2dnYTDYXbt2sUjjzzC5cuXb7iNTZs2EY/HKRQK9Pb20tPTw4YNG1i/fj09PT309vZSKBSIx+Ns2rRp2v6VlZVks9lp9bfffjtff/01vb29AFOG6NeuXcuBAwfYtWsXiUSCu+++m9OnT5NMJsvb/vjjjwD4fD6KxSIwcZERCoVobW3lscce48KFCzd+skRuku7gRWTWLViwgPb2dtrb2+nu7r7mq2Y/++wznn32WYaGhti5cye33norx44dY/Xq1dx7771s27YNr9dLR0dHef+Ojg527NiBZVk8+OCDrF69elq7bW1tPPPMMwSDQd59991yfXV1NQcPHmT37t3Ytk1NTQ1vv/12eX1TUxP79u1j586dvPXWWzz55JM8+uij2LaNaZp0dHRQV1fHQw89REtLC2vXruX+++/npZdewjAMfD4f+/fvn/mTKXIdetmMiIiIC2mIXkRExIUU8CIiIi6kgBcREXEhBbyIiIgLKeBFRERcSAEvIiLiQgp4ERERF1LAi4iIuJACXkRExIUU8CIiIi6kgBcREXEhBbyIiIgLKeBFRERcSAEvIiLiQgp4ERERF1LAi4iIuJACXkRExIUU8CIiIi6kgBcREXEhBbyIiIgLKeBFRERcSAEvIiLiQgp4ERERF1LAi4iIuJACXkRExIUU8CIiIi6kgBcREXEhBbyIiIgLKeBFRERcSAEvIiLiQgp4ERERF1LAi4iIuNB/ABs3JkDEbYkjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.pie(df_tickets['Ticket Count'],labels=df_tickets['Description'],autopct='%1.1f%%', startangle=15, shadow = True);\n",
    "plt.title('Assignment Groups Distribution');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nX1sy2ErZo8l"
   },
   "source": [
    "**OBSERVATIONS:**\n",
    "\n",
    "1. Incident distribution across Groups is highly imbalanced\n",
    "> GRP_0 @ ~47% , GRP_8 @ 8%, Majority groups averaging below 3% with some of them under 1% \n",
    "\n",
    "2. Distribution of the tickets across groups\n",
    " > 25 Groups range between 1 - 10 tickets\n",
    "\n",
    " > 25 Groups range between in 10 - 50 tickets\n",
    "\n",
    " > 9 Groups  range between 50 - 100 tickets\n",
    "\n",
    " > 15 Group has 100+ tickets\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sy6HleCnR8nG"
   },
   "source": [
    "##### 2.b Resolve Text (data) inconsistencies in description fields influencing Incident distribution pattern across groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vKsF0LNRTlxE"
   },
   "source": [
    "2.b.1 Removing presence of null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 306
    },
    "id": "A0Nrz1spZvg9",
    "outputId": "608c1879-7499-4b8e-ef10-b8be65400f74"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Short description</th>\n",
       "      <th>Description</th>\n",
       "      <th>Caller</th>\n",
       "      <th>Assignment group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2604</th>\n",
       "      <td>NaN</td>\n",
       "      <td>\\r\\n\\r\\nreceived from: ohdrnswl.rezuibdt@gmail...</td>\n",
       "      <td>ohdrnswl rezuibdt</td>\n",
       "      <td>GRP_34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3383</th>\n",
       "      <td>NaN</td>\n",
       "      <td>\\r\\n-connected to the user system using teamvi...</td>\n",
       "      <td>qftpazns fxpnytmk</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3906</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-user unable  tologin to vpn.\\r\\n-connected to...</td>\n",
       "      <td>awpcmsey ctdiuqwe</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3910</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-user unable  tologin to vpn.\\r\\n-connected to...</td>\n",
       "      <td>rhwsmefo tvphyura</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3915</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-user unable  tologin to vpn.\\r\\n-connected to...</td>\n",
       "      <td>hxripljo efzounig</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3921</th>\n",
       "      <td>NaN</td>\n",
       "      <td>-user unable  tologin to vpn.\\r\\n-connected to...</td>\n",
       "      <td>cziadygo veiosxby</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3924</th>\n",
       "      <td>NaN</td>\n",
       "      <td>name:wvqgbdhm fwchqjor\\nlanguage:\\nbrowser:mic...</td>\n",
       "      <td>wvqgbdhm fwchqjor</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4341</th>\n",
       "      <td>NaN</td>\n",
       "      <td>\\r\\n\\r\\nreceived from: eqmuniov.ehxkcbgj@gmail...</td>\n",
       "      <td>eqmuniov ehxkcbgj</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4395</th>\n",
       "      <td>i am locked out of skype</td>\n",
       "      <td>NaN</td>\n",
       "      <td>viyglzfo ajtfzpkb</td>\n",
       "      <td>GRP_0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Short description  ... Assignment group\n",
       "2604                       NaN  ...           GRP_34\n",
       "3383                       NaN  ...            GRP_0\n",
       "3906                       NaN  ...            GRP_0\n",
       "3910                       NaN  ...            GRP_0\n",
       "3915                       NaN  ...            GRP_0\n",
       "3921                       NaN  ...            GRP_0\n",
       "3924                       NaN  ...            GRP_0\n",
       "4341                       NaN  ...            GRP_0\n",
       "4395  i am locked out of skype  ...            GRP_0\n",
       "\n",
       "[9 rows x 4 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.isnull().any(axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "U2KdHVEO1un0",
    "outputId": "b4b293c4-9f4c-4c2f-fabf-27504c7f15bc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Short description    0\n",
       "Description          0\n",
       "Caller               0\n",
       "Assignment group     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Replace NaN values with empty strings\n",
    "df.replace(np.NaN,\" \", inplace=True)\n",
    "\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ck93U46oS_P-"
   },
   "source": [
    " 2.b.2 Removing presence of caller fields in Short Description and Description fields"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nzHTMANiignP"
   },
   "source": [
    "*Renaming columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "cupZ1OarBwpQ"
   },
   "outputs": [],
   "source": [
    "#rename the columns\n",
    "df.rename(columns = {\"Assignment group\" :\"Group\", \"Short description\": \"Short_description\"}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ow1AnMkpf7Uy"
   },
   "source": [
    "Identify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "t5RfqD5kaGyb",
    "outputId": "76d96bd7-73f9-4931-92f6-32c00b535233"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum number of words in the caller name : 2\n",
      "Number of rows in short description having caller name:381\n",
      "Number of rows in description having caller name:1839\n"
     ]
    }
   ],
   "source": [
    "#Find the maximum number of words in the caller name\n",
    "print(\"Maximum number of words in the caller name : {}\".format(max(df['Caller'].apply(lambda x: len(x.split())))))\n",
    "# Add a column to indicate if the caller name is present in the Short_description column\n",
    "df['Caller_in_SD'] = df.apply(lambda x: True if x.Caller.split()[0] in x.Short_description else True if x.Caller.split()[1] in x.Short_description else False, axis=1)\n",
    "print(\"Number of rows in short description having caller name:{}\".format(len(df[df['Caller_in_SD'] == True])))\n",
    "# Add a column to indicate if the caller name is present in the Description column\n",
    "df['Caller_in_Desc'] = df.apply(lambda x: True if x.Caller.split()[0] in x.Description else True if x.Caller.split()[1] in x.Description else False, axis=1)\n",
    "print(\"Number of rows in description having caller name:{}\".format(len(df[df['Caller_in_Desc'] == True])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oamR9EXugAaH"
   },
   "source": [
    "Replace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ivGgakRJdtXN",
    "outputId": "82786d53-16a6-4e37-f5be-316a16147038"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Count of Caller names in Short_description column : 0\n",
      "Count of Caller names in Description column : 0\n"
     ]
    }
   ],
   "source": [
    "# replace first and second name with null string in Short Description column\n",
    "df['SD_no_Caller'] = df.apply(lambda x : x['Short_description'].replace(str(x['Caller']).split()[0], ''), axis=1)\n",
    "df['SD_no_Caller'] = df.apply(lambda x : x['SD_no_Caller'].replace(str(x['Caller']).split()[1], ''), axis=1)\n",
    "\n",
    "# # replace first and second name with null string in Description column\n",
    "df['Desc_no_Caller'] = df.apply(lambda x : x['Description'].replace(str(x['Caller']).split()[0], ''), axis=1)\n",
    "df['Desc_no_Caller'] = df.apply(lambda x : x['Desc_no_Caller'].replace(str(x['Caller']).split()[1], ''), axis=1)\n",
    "\n",
    "print(\"Count of Caller names in Short_description column : {}\".format(df.apply(lambda x: True if x.Caller.split()[0] in x.SD_no_Caller else True if x.Caller.split()[1] in x.SD_no_Caller else False, axis=1).sum()))\n",
    "print(\"Count of Caller names in Description column : {}\".format(df.apply(lambda x: True if x.Caller.split()[0] in x.Desc_no_Caller else True if x.Caller.split()[1] in x.Desc_no_Caller else False, axis=1).sum()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MLObf496iay6"
   },
   "source": [
    "Verify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Lo7C8TY-g-kF",
    "outputId": "aad0d275-99ab-4949-e8f3-2b955886f9f5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Short_description, without removing caller name:  reset the password for obvyknzx gzvjtish on erp / production / erp\n",
      "\n",
      "After removing caller name:  reset the password for   on erp / production / erp\n",
      "*********************************************************\n",
      "Original Description, without removing caller name:  \r\n",
      "\r\n",
      "received from: avglmrts.vhqmtiua@gmail.com\r\n",
      "\r\n",
      "good afternoon,\r\n",
      "i am not receiving the emails that i sent from zz mail.\r\n",
      "please advise\r\n",
      "\r\n",
      "\n",
      "\n",
      "After removing caller name :  \r\n",
      "\r\n",
      "received from: .@gmail.com\r\n",
      "\r\n",
      "good afternoon,\r\n",
      "i am not receiving the emails that i sent from zz mail.\r\n",
      "please advise\r\n",
      "\r\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Checking if Caller names have been removed from Short_description column\n",
    "print(\"Original Short_description, without removing caller name: \", df['Short_description'].iloc[8447])\n",
    "print(\"\\nAfter removing caller name: \", df['SD_no_Caller'].iloc[8447])\n",
    "print(\"*********************************************************\")\n",
    "# Checking if Caller names have been removed from Description column\n",
    "print(\"Original Description, without removing caller name: \", df['Description'].iloc[8495])\n",
    "print(\"\\nAfter removing caller name : \", df['Desc_no_Caller'].iloc[8495])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FXhmdf87j_dL"
   },
   "source": [
    "*Drop columns*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 162
    },
    "id": "Pj_DnWovh-eU",
    "outputId": "182c11fd-374a-4134-9e08-2b78b474de3f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Short_description</th>\n",
       "      <th>Description</th>\n",
       "      <th>Group</th>\n",
       "      <th>SD_no_Caller</th>\n",
       "      <th>Desc_no_Caller</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8500</td>\n",
       "      <td>8500</td>\n",
       "      <td>8500</td>\n",
       "      <td>8500</td>\n",
       "      <td>8500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>7482</td>\n",
       "      <td>7818</td>\n",
       "      <td>74</td>\n",
       "      <td>7362</td>\n",
       "      <td>7764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>password reset</td>\n",
       "      <td>the</td>\n",
       "      <td>GRP_0</td>\n",
       "      <td>reset passwords for   using password_managemen...</td>\n",
       "      <td>the</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>3976</td>\n",
       "      <td>61</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Short_description  ... Desc_no_Caller\n",
       "count               8500  ...           8500\n",
       "unique              7482  ...           7764\n",
       "top       password reset  ...            the\n",
       "freq                  38  ...             56\n",
       "\n",
       "[4 rows x 5 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['Caller','Caller_in_SD','Caller_in_Desc'], axis = 1, inplace=True)\n",
    "#Removing caller column and temporary columns (Caller_in_SD,Caller_in_Desc) which was created to evaluate the presence of caller names in short description and description\n",
    "df.describe(include='all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "w_rHXBOnkOqf"
   },
   "source": [
    "**OBSERVATIONS**: \n",
    "\n",
    "As anticipated, after removing Caller names, number of duplicates in SD_no_Caller and Desc_no_caller have increased. It is desirable to analyze text in ticket distribution across groups and consider unique ones.\n",
    "\n",
    "Other cleanup such as email ids and greetings, etc will be handleld downstream during Data Cleansing and removal of Stop words sections. This is being done to reduce noise and keep relevant words in the corpus and thereby reduce the Vocabulaory size that impacts text classification techniques\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CxEhWGEdWkXk"
   },
   "source": [
    " 2.b.3 Detecting presence of unrecognized unicode characters and Non-engish language in Description fields and converting them into English to refine the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_LN8uktYYbbp"
   },
   "source": [
    "Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "x8Tku93i2cXt",
    "outputId": "e3183dae-f016-4c79-eadf-e2cc0d397958"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: ftfy in /usr/local/lib/python3.6/dist-packages (5.8)\n",
      "Requirement already satisfied: wcwidth in /usr/local/lib/python3.6/dist-packages (from ftfy) (0.2.5)\n"
     ]
    }
   ],
   "source": [
    "# https://pypi.org/project/ftfy/\n",
    "# ftfy: fixes text for you : We intend to use this to address certain special characters in description*\n",
    "# The goal of ftfy is to take in bad Unicode and output good Unicode, for use in Unicode-aware code. \n",
    "\n",
    "!pip install ftfy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Won4p68Q447n",
    "outputId": "1b9ae703-2ea4-4d62-e8a0-18bd736fc8fa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Short_description    windows 系统无法登录提示计算机与ä¸...\n",
       "Description          windows 系统无法登录提示计算机与ä¸...\n",
       "Group                                                           GRP_31\n",
       "SD_no_Caller         windows 系统无法登录提示计算机与ä¸...\n",
       "Desc_no_Caller       windows 系统无法登录提示计算机与ä¸...\n",
       "SD_clean                                windows 系统无法登录提示计算机与主域之前信任关系失败\n",
       "Desc_clean                              windows 系统无法登录提示计算机与主域之前信任关系失败\n",
       "Name: 7586, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ftfy import fix_encoding, fix_text\n",
    "# Sanitize the dataset using ftfy\n",
    "df['SD_clean'] = df['SD_no_Caller'].apply(fix_text)\n",
    "df['Desc_clean'] = df['Desc_no_Caller'].apply(fix_text)\n",
    "df.iloc[7586]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "VCpKmGw0qki9"
   },
   "outputs": [],
   "source": [
    "# https://pypi.org/project/polyglot\n",
    "# Language detection using polyglot\n",
    "# Polyglot is a natural language pipeline that supports massive multilingual applications\n",
    "!pip install -q pyicu\n",
    "!pip install -q pycld2\n",
    "!pip install -q polyglot\n",
    "!pip install -q textstat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_hrNGCxCqonX"
   },
   "outputs": [],
   "source": [
    "from polyglot.detect import Detector\n",
    "import textstat\n",
    "from tqdm import tqdm\n",
    "import matplotlib.cm as cm\n",
    "tqdm.pandas()\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import plotly.figure_factory as ff\n",
    "from plotly.subplots import make_subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5tiRNVFGSf9e",
    "outputId": "a8b49596-fbe9-4600-ba97-267896e85493"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/8500 [00:00<?, ?it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "  9%|▊         | 739/8500 [00:00<00:01, 7389.64it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 16%|█▌        | 1351/8500 [00:00<00:01, 6954.60it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 23%|██▎       | 1991/8500 [00:00<00:00, 6776.76it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 31%|███       | 2604/8500 [00:00<00:00, 6549.45it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 37%|███▋      | 3135/8500 [00:00<00:00, 6049.03it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 43%|████▎     | 3694/8500 [00:00<00:00, 5889.44it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 49%|████▉     | 4205/8500 [00:00<00:00, 5485.52it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 56%|█████▌    | 4733/8500 [00:00<00:00, 5412.16it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 62%|██████▏   | 5240/8500 [00:00<00:00, 5131.94it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 67%|██████▋   | 5733/8500 [00:01<00:00, 4816.61it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 73%|███████▎  | 6204/8500 [00:01<00:00, 4706.07it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 80%|███████▉  | 6793/8500 [00:01<00:00, 5007.67it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 87%|████████▋ | 7382/8500 [00:01<00:00, 5242.53it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 93%|█████████▎| 7930/8500 [00:01<00:00, 5282.04it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "100%|█████████▉| 8461/8500 [00:01<00:00, 5138.02it/s]Detector is not able to detect the language reliably.\n",
      "100%|██████████| 8500/8500 [00:01<00:00, 5421.02it/s]\n"
     ]
    }
   ],
   "source": [
    "def get_language(text):\n",
    "    return Detector(\"\".join(x for x in text if x.isprintable()), quiet=True).languages[0].name\n",
    "\n",
    "df[\"lang\"] = df[\"Desc_clean\"].progress_apply(get_language)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 542
    },
    "id": "inS8MZBb4Ijj",
    "outputId": "d382da26-08d0-4295-db0e-7067be80d19b"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head><meta charset=\"utf-8\" /></head>\n",
       "<body>\n",
       "    <div>\n",
       "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
       "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
       "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
       "            <div id=\"f57a14e1-9d68-4b8b-8a0d-9b88ac52327f\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                \n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"f57a14e1-9d68-4b8b-8a0d-9b88ac52327f\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        'f57a14e1-9d68-4b8b-8a0d-9b88ac52327f',\n",
       "                        [{\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{x}<br>Count=%{text}\", \"legendgroup\": \"Language=English\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"rgb(0, 0, 0)\", \"width\": 0.5}}, \"name\": \"Language=English\", \"offsetgroup\": \"Language=English\", \"orientation\": \"v\", \"showlegend\": true, \"text\": [\"7809\"], \"textfont\": {\"color\": \"black\"}, \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [\"English\"], \"xaxis\": \"x\", \"y\": [\"7809\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{x}<br>Count=%{text}\", \"legendgroup\": \"Language=Non-English\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"rgb(0, 0, 0)\", \"width\": 0.5}}, \"name\": \"Language=Non-English\", \"offsetgroup\": \"Language=Non-English\", \"orientation\": \"v\", \"showlegend\": true, \"text\": [\"691\"], \"textfont\": {\"color\": \"black\"}, \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [\"Non-English\"], \"xaxis\": \"x\", \"y\": [\"691\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Language of comments\"}, \"xaxis\": {\"anchor\": \"y\", \"categoryarray\": [\"English\", \"Non-English\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Language\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Count\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('f57a14e1-9d68-4b8b-8a0d-9b88ac52327f');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                \n",
       "            </script>\n",
       "        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lang_list = sorted(list(set(df[\"lang\"])))\n",
    "counts = [list(df[\"lang\"]).count(cont) for cont in lang_list]\n",
    "df2 = pd.DataFrame(np.transpose([lang_list, counts]))\n",
    "df2.columns = [\"Language\", \"Count\"]\n",
    "df2[\"Count\"] = df2[\"Count\"].apply(int)\n",
    "\n",
    "df2_en = pd.DataFrame(np.transpose([[\"English\", \"Non-English\"], [max(counts), sum(counts) - max(counts)]]))\n",
    "df2_en.columns = [\"Language\", \"Count\"]\n",
    "\n",
    "fig = px.bar(df2_en, x=\"Language\", y=\"Count\", title=\"Language of comments\", color=\"Language\", text=\"Count\")\n",
    "fig.update_layout(template=\"plotly_white\")\n",
    "fig.data[0].marker.line.color = 'rgb(0, 0, 0)'\n",
    "fig.data[0].marker.line.width = 0.5\n",
    "fig.data[1].marker.line.color = 'rgb(0, 0, 0)'\n",
    "fig.data[1].marker.line.width = 0.5\n",
    "fig.data[0].textfont.color = \"black\"\n",
    "fig.data[0].textposition = \"outside\"\n",
    "fig.data[1].textfont.color = \"black\"\n",
    "fig.data[1].textposition = \"outside\"\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QruLW70XsJMn",
    "outputId": "48f15258-60a9-4b59-c17e-0e8dd0842d3b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['English', 'Latin', 'Kinyarwanda', 'Malay', 'Chinese', 'German',\n",
       "       'Scots', 'Dutch', 'Welsh', 'Norwegian Nynorsk', 'Polish', 'Danish',\n",
       "       'un', 'Portuguese', 'Japanese', 'Malagasy', 'Icelandic', 'Tagalog',\n",
       "       'Nauru', 'Luxembourgish', 'Spanish', 'Turkish', 'Waray', 'Finnish',\n",
       "       'Interlingua', 'Hungarian', 'French', 'Norwegian', 'Latvian'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 27,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"lang\"].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5fd7YxDvodAd"
   },
   "source": [
    "**OBSERVATIONS:**\n",
    "\n",
    "1.  There is presence of multiple non english languages\n",
    "2.  For converting them into english language we can use Google Translate API, however there is limit imposed from Google on number of requests for any unpaid service, so this cannot be used. \n",
    "3.  Due to the above limitation we will go for offline approach and convert the text from non english to english."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bTUC0SXWbOcY"
   },
   "source": [
    "**CONVERSION TO ENGLISH LANGUAGE -**\n",
    "\n",
    "*   We have used translate feature within GOOGLE SHEETS offline to \n",
    "translate into 'English' language\n",
    "\n",
    "> New input file \"input_data_Translate_v1.xlsx\" has been generated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0fFvYx9rtQPj"
   },
   "outputs": [],
   "source": [
    "# Load the Translated sheet\n",
    "#df_translated = pd.read_excel('/content/drive/MyDrive/AIML Projects/NLP_AutoTicketAssignment/New folder/input_data_Translate_v1.xlsx')\n",
    "df_translated = pd.read_excel('/content/drive/MyDrive/input_data_Translate_v1.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "DZpSQXoaXGyT",
    "outputId": "cbf1e57d-c827-4c84-ee4d-263cbbefb70d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Short_description       windows 系统无法登录提示计算机与ä¸...\n",
       "Description             windows 系统无法登录提示计算机与ä¸...\n",
       "Group                                                              GRP_31\n",
       "SD_no_Caller            windows 系统无法登录提示计算机与ä¸...\n",
       "Desc_no_Caller          windows 系统无法登录提示计算机与ä¸...\n",
       "SD_clean                                   windows 系统无法登录提示计算机与主域之前信任关系失败\n",
       "Desc_clean                                 windows 系统无法登录提示计算机与主域之前信任关系失败\n",
       "SD_clean_translate      windows system can not login prompt before the...\n",
       "Desc_clean_translate    windows system can not login prompt before the...\n",
       "Name: 7586, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Verify that GOOGLE SHEETS has translated these instances correctly\n",
    "df_translated.iloc[7586]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R5-KZePZXHpg"
   },
   "source": [
    "2.b.4 Data Cleaning : \n",
    "> Removing presence of unnecessary verbose, greetings, email IDs, punctuations tags, dates and numbers. This will refine the text in Description fields.\n",
    "> This cleanup shall help in refining the text content of the incidents, detect and remove additional duplicates. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S5tK6C_qxR3T"
   },
   "source": [
    "Data Cleansing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "XMwDsczmxUrY"
   },
   "outputs": [],
   "source": [
    "import re\n",
    "from dateutil import parser\n",
    "\n",
    "def is_valid_date(date_str):\n",
    "    try:\n",
    "        parser.parse(date_str)\n",
    "        return True\n",
    "    except:\n",
    "        return False\n",
    "\n",
    "def clean_text(text):\n",
    "    '''Make text lowercase, remove text in square brackets,remove links,remove punctuation\n",
    "    and remove words containing numbers.'''\n",
    "    text=text.lower()\n",
    "    text = ' '.join([w for w in text.split() if not is_valid_date(w)])\n",
    "    \n",
    "    # Below is in addition to STOP Words, to exclude continuous words/phrases/sentences for our problem statement These would have added to vocab size without contributing to the classification\n",
    "    text=text.replace(('first name: ').lower(),'firstname')\n",
    "    text=text.replace(('last name: ').lower(),'lastname')\n",
    "    text=text.replace(('received from:').lower(),'')\n",
    "    text=text.replace('email:','')\n",
    "    text=text.replace('email address:','') \n",
    "    index1=text.find('from:')\n",
    "    index2=text.find('\\nsddubject:')\n",
    "    text=text.replace(text[index1:index2],'')\n",
    "    index3=text.find('[cid:image')\n",
    "    index4=text.find(']')\n",
    "    text=text.replace(text[index3:index4],'')\n",
    "    text=text.replace('subject:','')\n",
    "    text=text.replace('this communication is intended solely for the use of the addressee and may contain information that is worthy of protection, confidential or excluded from disclosure under applicable law. the distribution, distribution or reproduction of this communication by persons other than the intended recipients is strictly prohibited. if you have received this message by mistake, please notify the sender and delete this message.','')\n",
    "    text=text.replace('how to','')\n",
    "    #text=text.replace('danke','')\n",
    "    #text=text.replace('hallo','')\n",
    "    #text=text.replace('mr','')\n",
    "    #text=text.replace('sir','')\n",
    "    #text=text.replace('ignore','')            \n",
    "    text=text.replace('please ignore','')            \n",
    "    #text=text.replace('pls','')    \n",
    "    text=text.replace('mailto','')            \n",
    "    text=text.replace('company shared services gmbh','')                            \n",
    "    text=text.replace('company infrastructure gmbh','')                            \n",
    "    text=text.replace('good afternoon','')\n",
    "    text=text.replace('this message was sent from an unmonitored email address', '')\n",
    "    text=text.replace('please do not reply to this message', '')\n",
    "    text=text.replace('monitoring_tool@company.com','MonitoringTool')\n",
    "    text=text.replace('select the following link to view the disclaimer in an alternate language','')\n",
    "    text=text.replace('description problem', '') \n",
    "    text=text.replace('steps taken far', '')\n",
    "    text=text.replace('customer job title', '')\n",
    "    text=text.replace('sales engineer contact', '')\n",
    "    text=text.replace('description of problem:', '')\n",
    "    text=text.replace('steps taken so far', '')\n",
    "    text=text.replace('please do the needful', '')\n",
    "    text=text.replace('please note that ', '')\n",
    "    text=text.replace('please find below', '')\n",
    "    #text=text.replace('dear', '')\n",
    "    #text=text.replace('urgent', '')\n",
    "    text=text.replace('date and time', '')\n",
    "    text=text.replace('kindly refer mail', '')\n",
    "    text=text.replace('name:', '')\n",
    "    text=text.replace('language:', '')\n",
    "    text=text.replace('customer number:', '')\n",
    "    text=text.replace('telephone:', '')\n",
    "    text=text.replace('summary:', '')\n",
    "    text=text.replace('sincerely', '')\n",
    "    text=text.replace('company inc', '')\n",
    "    text=text.replace('importance:', '')\n",
    "    text=text.replace('@gmail.com', '')\n",
    "    text=text.replace('company.com', '')\n",
    "    text=text.replace('microsoftonline.com', '')\n",
    "    text=text.replace('company.onmicrosoft.com', '')\n",
    "    #text=text.replace('hello', '')\n",
    "    text=text.replace('hi it team', '')\n",
    "    text=text.replace('hi team', '')\n",
    "    #text=text.replace('team', '')\n",
    "    #text=text.replace('hi', '')\n",
    "    #text=text.replace('best', '')\n",
    "    #text=text.replace('kind', '')\n",
    "    #text=text.replace('regards', '')\n",
    "    text=text.replace('good morning', '')\n",
    "    #text=text.replace('please', '')\n",
    "    #text=text.replace('cant', '')\n",
    "    text=text.replace('etc', '')\n",
    "    #text=text.replace('cr', '')\n",
    "    #text=text.replace('ba', '')\n",
    "    #text=text.replace('pdf', '')\n",
    "    text=text.replace('hxgaycze', '')\n",
    "    text=text.replace('hlanwgqj', '')\n",
    "    text=text.replace('thanks', '')\n",
    "    text=text.replace('fgxprnub', '')\n",
    "    text=text.replace('ndigung', '')\n",
    "    text=text.replace('greeting', '')\n",
    "    text=text.replace('friendly', '')\n",
    "    text=text.replace('hlanwgqj', '')\n",
    "    text=text.replace('tgryhu', '')\n",
    "    text=text.replace('hgygrtui', '')\n",
    "    #text=text.replace('kw', '')\n",
    "    text=text.replace('hxgayczeing', '')\n",
    "    text=text.replace('uacyltoe', '')\n",
    "    text=text.replace('mikhghytr', '')\n",
    "    text=text.replace('wafglhdrhjop', '')\n",
    "    text=text.replace('office365', 'office')\n",
    "    text=text.replace('office2010', 'office')\n",
    "\n",
    "    #text=text.replace('etcs', '')\n",
    "    #text=text.replace('sr', '')\n",
    "    #text=text.replace('sorry', '')\n",
    "    #text=text.replace('manager', '')\n",
    "        \n",
    "    \n",
    "    #Remove email \n",
    "    text = re.sub(r'\\S*@\\S*\\s?', '', text)\n",
    "    # Remove numbers \n",
    "    #text = re.sub(r'\\d+','' ,text)\n",
    "    # Remove new line characters \n",
    "    text = re.sub(r'\\n',' ',text)\n",
    "    # Remove hashtag while keeping hashtag text\n",
    "    text = re.sub(r'#','', text)\n",
    "    text = re.sub(r'&;?', 'and',text)\n",
    "    # Remove HTML special entities (e.g. &amp;)\n",
    "    text = re.sub(r'\\&\\w*;', '', text)\n",
    "    # Remove hyperlinks\n",
    "    text = re.sub(r'https?:\\/\\/.*\\/\\w*', '', text)  \n",
    "    # Remove characters beyond Readable formart by Unicode:\n",
    "    text= ''.join(c for c in text if c <= '\\uFFFF') \n",
    "    text = text.strip()\n",
    "    # Remove unreadable characters  (also extra spaces)\n",
    "    text = ' '.join(re.sub(\"[^\\u0030-\\u0039\\u0041-\\u005a\\u0061-\\u007a]\", \" \", text).split())\n",
    "    # Remove Numbers\n",
    "    text = re.sub(r\"\\s+[a-zA-Z]\\s+\", ' ', text)\n",
    "    # Remove single characters\n",
    "    text =  re.sub(r\"\\b[a-zA-Z]\\b\", ' ', text)\n",
    "    #text = re.sub(' +', ' ', text)\n",
    "    # initializing punctuations string  \n",
    "    punc = '''!()-[]{};:'\",<>./?@#$%^&*~'''\n",
    "    # Removing punctuations in string \n",
    "    for ele in text:\n",
    "      if ele in punc:\n",
    "        text = text.replace(ele, \"\")      \n",
    "\n",
    "    return text\n",
    "\n",
    "\n",
    "# Removing more than 2 repeated characters in the text [eg: Finallly will change to Finally]\n",
    "def reduce_lengthening(text):\n",
    "  pattern = re.compile(r\"(.)\\1{2,}\")\n",
    "  return pattern.sub(r\"\\1\\1\", text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LP-hv3IVhVuu"
   },
   "source": [
    "**IMPLICATION:**  - Replacing text is in addition to STOP Words, to exclude continuous words/phrases/sentences for our problem statement These would have added to vocab size without contributing to the classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vEyC9PdRzn5p"
   },
   "outputs": [],
   "source": [
    "#Fill 'Short_Description' field entries that have null with blank space\n",
    "df_translated['SD_clean_translate'].fillna(value=' ', inplace=True)\n",
    "\n",
    "#Fill 'Description' field entries that have null with blank space\n",
    "df_translated['Desc_clean_translate'].fillna(value=' ', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "cul6P6I81viC"
   },
   "outputs": [],
   "source": [
    "df_translated['SD_clean'] = df_translated['SD_clean_translate'].apply(lambda x: clean_text(x))\n",
    "\n",
    "df_translated['Desc_clean'] = df_translated['Desc_clean_translate'].apply(lambda x: clean_text(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "khg8TUeT1X8v",
    "outputId": "0e5ab71f-90d1-4d65-9cbd-c98964414b7f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SD_clean_translate    unable to connect to companysecure at usa, oh\n",
      "SD_clean               unable to connect to companysecure at usa oh\n",
      "Name: 7387, dtype: object\n",
      "Desc_clean_translate    contact # \\nno one at the site is able to conn...\n",
      "Desc_clean              contact no one at the site is able to connect ...\n",
      "Name: 7387, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df_translated[['SD_clean_translate','SD_clean']].iloc[7387])#281\n",
    "\n",
    "print(df_translated[['Desc_clean_translate','Desc_clean']].iloc[7387])#281"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 162
    },
    "id": "zPJJvd052FOQ",
    "outputId": "3f1b5d3b-f6dc-442c-9eef-f89725538cf2"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SD_clean_translate</th>\n",
       "      <td>8500</td>\n",
       "      <td>7262</td>\n",
       "      <td>reset passwords for   using password_managemen...</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD_clean</th>\n",
       "      <td>8500</td>\n",
       "      <td>6701</td>\n",
       "      <td>reset passwords for using password management ...</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desc_clean_translate</th>\n",
       "      <td>8500</td>\n",
       "      <td>7694</td>\n",
       "      <td>the</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desc_clean</th>\n",
       "      <td>8500</td>\n",
       "      <td>6961</td>\n",
       "      <td></td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count  ... freq\n",
       "SD_clean_translate    8500  ...   61\n",
       "SD_clean              8500  ...   61\n",
       "Desc_clean_translate  8500  ...   56\n",
       "Desc_clean            8500  ...  121\n",
       "\n",
       "[4 rows x 4 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['SD_clean_translate','SD_clean','Desc_clean_translate','Desc_clean']].describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P2Sk1z2zg8ua"
   },
   "source": [
    "**OBSERVATIONS**: \n",
    "\n",
    "As anticipated, after data cleansing, number of duplicates in SD_clean and Desc_clean columns have increased. These will be removed downstream\n",
    "\n",
    "**IMPLICATION**: Data Cleansing has cleaned unecessary words, pucntuation marks, tags, email IDs. This will help in reducing the vocabulaory size - Avoids curse of dimensionality as well as aids in text classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6LHPm0dXj9G0"
   },
   "source": [
    "**SPELL CHECKER**\n",
    " - We explored Spell checker (pyChecker) for corrrecting some of the misspeld words identified during visual inspection eg: 'Laoding' , etc\n",
    "\n",
    "  - It was very time consuming using this package in the available time to submit the EDA and we will need to expolore other options like (symspell - faster and needs less memory) to correct spellings in the coming weeks. \n",
    "\n",
    "**IMPLICATION:** Spell check will retain the accurate words. Will additionally help in reducing the vocabulary size as Lemmatization of the words will be more acurate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "d__A-b5b4TbD"
   },
   "outputs": [],
   "source": [
    "#This Notebook has been released under the Apache 2.0 open source license.\n",
    "#Download Code\n",
    "\"\"\"\n",
    "The spell checker has been entirely ripped off of this script by Serg Lavrikov(rumbok):\n",
    "https://www.kaggle.com/rumbok/ridge-lb-0-41944\n",
    "\n",
    "do check it out, its a work of art.\n",
    "\n",
    "caveat: script consumes a lot of memory but is much faster than Norvig's spell checker (1 million times)\n",
    "http://blog.faroo.com/2015/03/24/fast-approximate-string-matching-with-large-edit-distances/\n",
    "\"\"\"\n",
    "\n",
    "import re, random\n",
    "import spacy\n",
    "nlp = spacy.load('en')\n",
    "\n",
    "to_sample = False # if you're impatient switch this flag\n",
    "\n",
    "def spacy_tokenize(text):\n",
    "    return [token.text for token in nlp.tokenizer(text)]\n",
    "    \n",
    "def dameraulevenshtein(seq1, seq2):\n",
    "    \"\"\"Calculate the Damerau-Levenshtein distance between sequences.\n",
    "    This method has not been modified from the original.\n",
    "    Source: http://mwh.geek.nz/2009/04/26/python-damerau-levenshtein-distance/\n",
    "    This distance is the number of additions, deletions, substitutions,\n",
    "    and transpositions needed to transform the first sequence into the\n",
    "    second. Although generally used with strings, any sequences of\n",
    "    comparable objects will work.\n",
    "    Transpositions are exchanges of *consecutive* characters; all other\n",
    "    operations are self-explanatory.\n",
    "    This implementation is O(N*M) time and O(M) space, for N and M the\n",
    "    lengths of the two sequences.\n",
    "    >>> dameraulevenshtein('ba', 'abc')\n",
    "    2\n",
    "    >>> dameraulevenshtein('fee', 'deed')\n",
    "    2\n",
    "    It works with arbitrary sequences too:\n",
    "    >>> dameraulevenshtein('abcd', ['b', 'a', 'c', 'd', 'e'])\n",
    "    2\n",
    "    \"\"\"\n",
    "    # codesnippet:D0DE4716-B6E6-4161-9219-2903BF8F547F\n",
    "    # Conceptually, this is based on a len(seq1) + 1 * len(seq2) + 1 matrix.\n",
    "    # However, only the current and two previous rows are needed at once,\n",
    "    # so we only store those.\n",
    "    oneago = None\n",
    "    thisrow = list(range(1, len(seq2) + 1)) + [0]\n",
    "    for x in range(len(seq1)):\n",
    "        # Python lists wrap around for negative indices, so put the\n",
    "        # leftmost column at the *end* of the list. This matches with\n",
    "        # the zero-indexed strings and saves extra calculation.\n",
    "        twoago, oneago, thisrow = (oneago, thisrow, [0] * len(seq2) + [x + 1])\n",
    "        for y in range(len(seq2)):\n",
    "            delcost = oneago[y] + 1\n",
    "            addcost = thisrow[y - 1] + 1\n",
    "            subcost = oneago[y - 1] + (seq1[x] != seq2[y])\n",
    "            thisrow[y] = min(delcost, addcost, subcost)\n",
    "            # This block deals with transpositions\n",
    "            if (x > 0 and y > 0 and seq1[x] == seq2[y - 1]\n",
    "                    and seq1[x - 1] == seq2[y] and seq1[x] != seq2[y]):\n",
    "                thisrow[y] = min(thisrow[y], twoago[y - 2] + 1)\n",
    "    return thisrow[len(seq2) - 1]\n",
    "\n",
    "\n",
    "class SymSpell:\n",
    "    def __init__(self, max_edit_distance=3, verbose=0):\n",
    "        self.max_edit_distance = max_edit_distance\n",
    "        self.verbose = verbose\n",
    "        # 0: top suggestion\n",
    "        # 1: all suggestions of smallest edit distance\n",
    "        # 2: all suggestions <= max_edit_distance (slower, no early termination)\n",
    "\n",
    "        self.dictionary = {}\n",
    "        self.longest_word_length = 0\n",
    "\n",
    "    def get_deletes_list(self, w):\n",
    "        \"\"\"given a word, derive strings with up to max_edit_distance characters\n",
    "           deleted\"\"\"\n",
    "\n",
    "        deletes = []\n",
    "        queue = [w]\n",
    "        for d in range(self.max_edit_distance):\n",
    "            temp_queue = []\n",
    "            for word in queue:\n",
    "                if len(word) > 1:\n",
    "                    for c in range(len(word)):  # character index\n",
    "                        word_minus_c = word[:c] + word[c + 1:]\n",
    "                        if word_minus_c not in deletes:\n",
    "                            deletes.append(word_minus_c)\n",
    "                        if word_minus_c not in temp_queue:\n",
    "                            temp_queue.append(word_minus_c)\n",
    "            queue = temp_queue\n",
    "\n",
    "        return deletes\n",
    "\n",
    "    def create_dictionary_entry(self, w):\n",
    "        '''add word and its derived deletions to dictionary'''\n",
    "        # check if word is already in dictionary\n",
    "        # dictionary entries are in the form: (list of suggested corrections,\n",
    "        # frequency of word in corpus)\n",
    "        new_real_word_added = False\n",
    "        if w in self.dictionary:\n",
    "            # increment count of word in corpus\n",
    "            self.dictionary[w] = (self.dictionary[w][0], self.dictionary[w][1] + 1)\n",
    "        else:\n",
    "            self.dictionary[w] = ([], 1)\n",
    "            self.longest_word_length = max(self.longest_word_length, len(w))\n",
    "\n",
    "        if self.dictionary[w][1] == 1:\n",
    "            # first appearance of word in corpus\n",
    "            # n.b. word may already be in dictionary as a derived word\n",
    "            # (deleting character from a real word)\n",
    "            # but counter of frequency of word in corpus is not incremented\n",
    "            # in those cases)\n",
    "            new_real_word_added = True\n",
    "            deletes = self.get_deletes_list(w)\n",
    "            for item in deletes:\n",
    "                if item in self.dictionary:\n",
    "                    # add (correct) word to delete's suggested correction list\n",
    "                    self.dictionary[item][0].append(w)\n",
    "                else:\n",
    "                    # note frequency of word in corpus is not incremented\n",
    "                    self.dictionary[item] = ([w], 0)\n",
    "\n",
    "        return new_real_word_added\n",
    "\n",
    "    def create_dictionary_from_arr(self, arr, token_pattern=r'[a-z]+'):\n",
    "        total_word_count = 0\n",
    "        unique_word_count = 0\n",
    "\n",
    "        for line in arr:\n",
    "            # separate by words by non-alphabetical characters\n",
    "            words = re.findall(token_pattern, line.lower())\n",
    "            for word in words:\n",
    "                total_word_count += 1\n",
    "                if self.create_dictionary_entry(word):\n",
    "                    unique_word_count += 1\n",
    "\n",
    "        print(\"total words processed: %i\" % total_word_count)\n",
    "        print(\"total unique words in corpus: %i\" % unique_word_count)\n",
    "        print(\"total items in dictionary (corpus words and deletions): %i\" % len(self.dictionary))\n",
    "        print(\"  edit distance for deletions: %i\" % self.max_edit_distance)\n",
    "        print(\"  length of longest word in corpus: %i\" % self.longest_word_length)\n",
    "        return self.dictionary\n",
    "\n",
    "    def create_dictionary(self, fname):\n",
    "        total_word_count = 0\n",
    "        unique_word_count = 0\n",
    "\n",
    "        with open(fname) as file:\n",
    "            for line in file:\n",
    "                # separate by words by non-alphabetical characters\n",
    "                words = re.findall('[a-z]+', line.lower())\n",
    "                for word in words:\n",
    "                    total_word_count += 1\n",
    "                    if self.create_dictionary_entry(word):\n",
    "                        unique_word_count += 1\n",
    "\n",
    "        print(\"total words processed: %i\" % total_word_count)\n",
    "        print(\"total unique words in corpus: %i\" % unique_word_count)\n",
    "        print(\"total items in dictionary (corpus words and deletions): %i\" % len(self.dictionary))\n",
    "        print(\"  edit distance for deletions: %i\" % self.max_edit_distance)\n",
    "        print(\"  length of longest word in corpus: %i\" % self.longest_word_length)\n",
    "        return self.dictionary\n",
    "\n",
    "    def get_suggestions(self, string, silent=False):\n",
    "        \"\"\"return list of suggested corrections for potentially incorrectly\n",
    "           spelled word\"\"\"\n",
    "        if (len(string) - self.longest_word_length) > self.max_edit_distance:\n",
    "            if not silent:\n",
    "                print(\"no items in dictionary within maximum edit distance\")\n",
    "            return []\n",
    "\n",
    "        suggest_dict = {}\n",
    "        min_suggest_len = float('inf')\n",
    "\n",
    "        queue = [string]\n",
    "        q_dictionary = {}  # items other than string that we've checked\n",
    "\n",
    "        while len(queue) > 0:\n",
    "            q_item = queue[0]  # pop\n",
    "            queue = queue[1:]\n",
    "\n",
    "            # early exit\n",
    "            if ((self.verbose < 2) and (len(suggest_dict) > 0) and\n",
    "                    ((len(string) - len(q_item)) > min_suggest_len)):\n",
    "                break\n",
    "\n",
    "            # process queue item\n",
    "            if (q_item in self.dictionary) and (q_item not in suggest_dict):\n",
    "                if self.dictionary[q_item][1] > 0:\n",
    "                    # word is in dictionary, and is a word from the corpus, and\n",
    "                    # not already in suggestion list so add to suggestion\n",
    "                    # dictionary, indexed by the word with value (frequency in\n",
    "                    # corpus, edit distance)\n",
    "                    # note q_items that are not the input string are shorter\n",
    "                    # than input string since only deletes are added (unless\n",
    "                    # manual dictionary corrections are added)\n",
    "                    assert len(string) >= len(q_item)\n",
    "                    suggest_dict[q_item] = (self.dictionary[q_item][1],\n",
    "                                            len(string) - len(q_item))\n",
    "                    # early exit\n",
    "                    if (self.verbose < 2) and (len(string) == len(q_item)):\n",
    "                        break\n",
    "                    elif (len(string) - len(q_item)) < min_suggest_len:\n",
    "                        min_suggest_len = len(string) - len(q_item)\n",
    "\n",
    "                # the suggested corrections for q_item as stored in\n",
    "                # dictionary (whether or not q_item itself is a valid word\n",
    "                # or merely a delete) can be valid corrections\n",
    "                for sc_item in self.dictionary[q_item][0]:\n",
    "                    if sc_item not in suggest_dict:\n",
    "\n",
    "                        # compute edit distance\n",
    "                        # suggested items should always be longer\n",
    "                        # (unless manual corrections are added)\n",
    "                        assert len(sc_item) > len(q_item)\n",
    "\n",
    "                        # q_items that are not input should be shorter\n",
    "                        # than original string\n",
    "                        # (unless manual corrections added)\n",
    "                        assert len(q_item) <= len(string)\n",
    "\n",
    "                        if len(q_item) == len(string):\n",
    "                            assert q_item == string\n",
    "                            item_dist = len(sc_item) - len(q_item)\n",
    "\n",
    "                        # item in suggestions list should not be the same as\n",
    "                        # the string itself\n",
    "                        assert sc_item != string\n",
    "\n",
    "                        # calculate edit distance using, for example,\n",
    "                        # Damerau-Levenshtein distance\n",
    "                        item_dist = dameraulevenshtein(sc_item, string)\n",
    "\n",
    "                        # do not add words with greater edit distance if\n",
    "                        # verbose setting not on\n",
    "                        if (self.verbose < 2) and (item_dist > min_suggest_len):\n",
    "                            pass\n",
    "                        elif item_dist <= self.max_edit_distance:\n",
    "                            assert sc_item in self.dictionary  # should already be in dictionary if in suggestion list\n",
    "                            suggest_dict[sc_item] = (self.dictionary[sc_item][1], item_dist)\n",
    "                            if item_dist < min_suggest_len:\n",
    "                                min_suggest_len = item_dist\n",
    "\n",
    "                        # depending on order words are processed, some words\n",
    "                        # with different edit distances may be entered into\n",
    "                        # suggestions; trim suggestion dictionary if verbose\n",
    "                        # setting not on\n",
    "                        if self.verbose < 2:\n",
    "                            suggest_dict = {k: v for k, v in suggest_dict.items() if v[1] <= min_suggest_len}\n",
    "\n",
    "            # now generate deletes (e.g. a substring of string or of a delete)\n",
    "            # from the queue item\n",
    "            # as additional items to check -- add to end of queue\n",
    "            assert len(string) >= len(q_item)\n",
    "\n",
    "            # do not add words with greater edit distance if verbose setting\n",
    "            # is not on\n",
    "            if (self.verbose < 2) and ((len(string) - len(q_item)) > min_suggest_len):\n",
    "                pass\n",
    "            elif (len(string) - len(q_item)) < self.max_edit_distance and len(q_item) > 1:\n",
    "                for c in range(len(q_item)):  # character index\n",
    "                    word_minus_c = q_item[:c] + q_item[c + 1:]\n",
    "                    if word_minus_c not in q_dictionary:\n",
    "                        queue.append(word_minus_c)\n",
    "                        q_dictionary[word_minus_c] = None  # arbitrary value, just to identify we checked this\n",
    "\n",
    "        # queue is now empty: convert suggestions in dictionary to\n",
    "        # list for output\n",
    "        if not silent and self.verbose != 0:\n",
    "            print(\"number of possible corrections: %i\" % len(suggest_dict))\n",
    "            print(\"  edit distance for deletions: %i\" % self.max_edit_distance)\n",
    "\n",
    "        # output option 1\n",
    "        # sort results by ascending order of edit distance and descending\n",
    "        # order of frequency\n",
    "        #     and return list of suggested word corrections only:\n",
    "        # return sorted(suggest_dict, key = lambda x:\n",
    "        #               (suggest_dict[x][1], -suggest_dict[x][0]))\n",
    "\n",
    "        # output option 2\n",
    "        # return list of suggestions with (correction,\n",
    "        #                                  (frequency in corpus, edit distance)):\n",
    "        as_list = suggest_dict.items()\n",
    "        # outlist = sorted(as_list, key=lambda (term, (freq, dist)): (dist, -freq))\n",
    "        outlist = sorted(as_list, key=lambda x: (x[1][1], -x[1][0]))\n",
    "\n",
    "        if self.verbose == 0:\n",
    "            return outlist[0]\n",
    "        else:\n",
    "            return outlist\n",
    "\n",
    "        '''\n",
    "        Option 1:\n",
    "        ['file', 'five', 'fire', 'fine', ...]\n",
    "        Option 2:\n",
    "        [('file', (5, 0)),\n",
    "         ('five', (67, 1)),\n",
    "         ('fire', (54, 1)),\n",
    "         ('fine', (17, 1))...]  \n",
    "        '''\n",
    "\n",
    "    def best_word(self, s, silent=False):\n",
    "        try:\n",
    "            return self.get_suggestions(s, silent)[0]\n",
    "        except:\n",
    "            return None\n",
    "            \n",
    "#if __name__ == '__main__':\n",
    "    # build symspell tree \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gLrYNJxJ7BLT"
   },
   "outputs": [],
   "source": [
    "def spell_corrector(word_list, words_d) -> str:\n",
    "    result_list = []\n",
    "    for word in word_list:\n",
    "        if word not in words_d:\n",
    "            suggestion = ss.best_word(word, silent=True)\n",
    "            if suggestion is not None:\n",
    "                result_list.append(suggestion)\n",
    "        else:\n",
    "            result_list.append(word)\n",
    "            \n",
    "    return \" \".join(result_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8NC4Vad86tfM",
    "outputId": "db2360c3-519a-46ab-a909-ff0ac42b34c9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['office2010', 'office2013', 'netweaver', 'pron', 'caas']\n",
      "Total english words: 370171\n",
      "create symspell dict...\n",
      "total words processed: 370138\n",
      "total unique words in corpus: 370138\n",
      "total items in dictionary (corpus words and deletions): 15965162\n",
      "  edit distance for deletions: 2\n",
      "  length of longest word in corpus: 51\n",
      "run spell checker...\n",
      "\n",
      "original text: distributar, laoding, fialur, microvolt\n",
      "\n",
      "corrected text: distributary loading failure microvolt\n",
      "spell check done.\n"
     ]
    }
   ],
   "source": [
    "ss = SymSpell(max_edit_distance=2)\n",
    "# fetch english words dictionary\n",
    "#with open('/content/drive/MyDrive/AIML Projects/NLP_AutoTicketAssignment/New folder/words_alpha.txt') as f:\n",
    "with open('/content/drive/MyDrive/words_alpha.txt') as f:\n",
    "#with open('/content/drive/MyDrive/Capstone_Project/english_words_479k.txt') as f:\n",
    "    words = f.readlines()\n",
    "    eng_words = [word.strip() for word in words]\n",
    "    \n",
    "    \n",
    "# Print some examples\n",
    "print(eng_words[:5])\n",
    "#print(bad_words[:5])\n",
    "\n",
    "print('Total english words: {}'.format(len(eng_words)))\n",
    "#print('Total bad words: {}'.format(len(bad_words)))\n",
    "    \n",
    "print('create symspell dict...')\n",
    "\n",
    "all_words_list = list(set(eng_words))\n",
    "silence = ss.create_dictionary_from_arr(all_words_list, token_pattern=r'.+')\n",
    "    \n",
    "# create a dictionary of rightly spelled words for lookup\n",
    "words_dict = {k: 0 for k in all_words_list}\n",
    "\n",
    "sample_text = 'distributar, laoding, fialur, microvolt'\n",
    "tokens = spacy_tokenize(sample_text)     \n",
    "    \n",
    "print('run spell checker...')\n",
    "print()\n",
    "print('original text: ' + sample_text)\n",
    "print()\n",
    "        \n",
    "correct_text = spell_corrector(tokens, words_dict)\n",
    "print('corrected text: ' + correct_text)\n",
    "\n",
    "print('spell check done.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "yYgxnMWkAgMP"
   },
   "outputs": [],
   "source": [
    "import nltk\n",
    "\n",
    "for i in range(0,df_translated['Desc_clean'].shape[0]):\n",
    "  tokenizer = nltk.tokenize.RegexpTokenizer(r'\\w+')\n",
    "  desc_text = df_translated['Desc_clean'][i]\n",
    "  desc_tokens = tokenizer.tokenize(desc_text)\n",
    "  df_translated['Desc_clean'][i] = spell_corrector(desc_tokens, words_dict)\n",
    "  sd_text = df_translated['SD_clean'][i]\n",
    "  sd_tokens = tokenizer.tokenize(sd_text)\n",
    "  df_translated['SD_clean'][i] = spell_corrector(sd_tokens, words_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 160
    },
    "id": "lqW_wLV-TK4j",
    "outputId": "d8cde0f1-619a-4223-8436-ae43577decf5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SD_clean_translate</th>\n",
       "      <td>8500</td>\n",
       "      <td>7262</td>\n",
       "      <td>reset passwords for   using password_managemen...</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD_clean</th>\n",
       "      <td>8500</td>\n",
       "      <td>6013</td>\n",
       "      <td>job job failed in job scheduler at</td>\n",
       "      <td>475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desc_clean_translate</th>\n",
       "      <td>8500</td>\n",
       "      <td>7694</td>\n",
       "      <td>the</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desc_clean</th>\n",
       "      <td>8500</td>\n",
       "      <td>6325</td>\n",
       "      <td>job job failed in job scheduler at</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count  ... freq\n",
       "SD_clean_translate    8500  ...   61\n",
       "SD_clean              8500  ...  475\n",
       "Desc_clean_translate  8500  ...   56\n",
       "Desc_clean            8500  ...  468\n",
       "\n",
       "[4 rows x 4 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['SD_clean_translate','SD_clean','Desc_clean_translate','Desc_clean']].describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "oRQd3gWuD4X8",
    "outputId": "bfef545c-c26a-413d-8258-665294830c34"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SD_clean_translate    distributor_tool not laoding\n",
       "SD_clean              distributor tool not loading\n",
       "Name: 8434, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Example of spell checker working as needed:\n",
    "df_translated[['SD_clean_translate','SD_clean']].iloc[8434]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GhR5pgQj5-g2"
   },
   "source": [
    "Check and remove duplicates in short description and description columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "w6eZSJPe6GCl",
    "outputId": "8f2a1602-7753-495a-ab1c-b71b986f1bd7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of common rows for Short description and description fields : 1897\n"
     ]
    }
   ],
   "source": [
    "# without removing the gibberish characters, checking the number of duplicate rows\n",
    "print(\"Number of common rows for Short description and description fields : {}\".format(len(df_translated[df_translated[['SD_clean', 'Desc_clean']].duplicated()])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "GUw55knd3XYJ",
    "outputId": "924765e9-7174-4354-c1c6-8c6995f454e1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6603, 9)"
      ]
     },
     "execution_count": 42,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dropping the duplicate rows as it does not add much value\n",
    "\n",
    "df_translated.drop_duplicates(['SD_clean', 'Desc_clean'], inplace = True)\n",
    "df_translated.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-UjCAwTK3o-i"
   },
   "source": [
    "*Merging the 2 description columns into 1 column called 'Clean_Description' based on condition*\n",
    "* To avoid verbose, for rows that have same values in SD and Desc, we can pick only SD values. \n",
    "* For rows that have distinct values in SD and Desc, we shall concatenate the 2 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-4degSAP33kG",
    "outputId": "af04df7f-f58d-4c37-aa84-422640f7d7c1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Same values in both SD_clean and Desc_clean fields: 2183\n",
      "Distinct values in both SD_clean and Desc_clean fields: 4420\n"
     ]
    }
   ],
   "source": [
    "print('Same values in both SD_clean and Desc_clean fields:', len(df_translated[(df_translated['SD_clean'] == df_translated['Desc_clean'])]))\n",
    "print('Distinct values in both SD_clean and Desc_clean fields:', len(df_translated[(df_translated['SD_clean'] != df_translated['Desc_clean'])]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Dm7YMH1u4RiF"
   },
   "outputs": [],
   "source": [
    "# Merging Short Description and Description Columns into 'Clean_Decription' based on below condition:\n",
    "   # To avoid verbose, for rows that have same values in SD and Desc, we can pick only SD values\n",
    "   # For rows that have distinct values in SD and Desc, we shall concatenate the 2 columns\n",
    "\n",
    "#df_translated[\"Clean_Description\"] = np.where((df_translated['SD_clean'] == df_translated['Desc_clean']), df_translated['SD_clean'], df_translated[\"SD_clean\"] + \" \" + df_translated[\"Desc_clean\"])\n",
    "df_translated[\"Clean_Description\"] = np.where((df_translated['SD_clean'] == df_translated['Desc_clean']), df_translated['SD_clean'], df_translated[\"Desc_clean\"] + \" \" + df_translated[\"SD_clean\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 133
    },
    "id": "YvDZrUGQUbSI",
    "outputId": "c8e8c9ae-43f7-4903-e9b2-63be26b6f112"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Clean_Description</th>\n",
       "      <td>6603</td>\n",
       "      <td>6603</td>\n",
       "      <td>active directory locked</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD_clean</th>\n",
       "      <td>6603</td>\n",
       "      <td>6013</td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Desc_clean</th>\n",
       "      <td>6603</td>\n",
       "      <td>6325</td>\n",
       "      <td></td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  count unique                      top freq\n",
       "Clean_Description  6603   6603  active directory locked    1\n",
       "SD_clean           6603   6013                            27\n",
       "Desc_clean         6603   6325                           166"
      ]
     },
     "execution_count": 45,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['Clean_Description','SD_clean','Desc_clean']].describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Z3riTO_ImL6w"
   },
   "source": [
    "**IMPLICATION:**\n",
    "\n",
    "Removal of Duplicates helps in reducing memory usage and we get distinct rows as input for classification. \n",
    "\n",
    "Duplicate rows also impact word embeddings when using BOW or TF-IDF algorithms and hence need to be dropped\n",
    "\n",
    "**REMARK**: For final submission we will also explore removal of duplicate words within the description field and evaluate if there is lift in performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "F7BJESYX4eJq",
    "outputId": "70d08d56-b1d5-4e9b-cdbb-28a09f4873bc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SD_clean             erp sid account locked out and password reset\n",
       "Desc_clean           erp sid account locked out and password reset\n",
       "Clean_Description    erp sid account locked out and password reset\n",
       "Name: 4075, dtype: object"
      ]
     },
     "execution_count": 46,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['SD_clean','Desc_clean','Clean_Description']].iloc[3244]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HvN1l4G_2oM1"
   },
   "source": [
    "Remove STOP words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RNcVYyAr2rp5",
    "outputId": "9639c306-8cad-458a-e89d-68ecb91cf1ff"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "## Removal of Stop Words\n",
    "import nltk\n",
    "nltk.download('stopwords')\n",
    "\n",
    "from nltk.corpus import stopwords\n",
    "stop = stopwords.words('english')\n",
    "stop.extend(['danke','hallo','mr','sir','pls','dear', 'urgent','hello','team','hi', 'best', 'kind', 'regards', 'please', 'regards','cant', 'etc', 'etcs', 'sorry', 'manager','tried','etc','yes','na','mistaking','addressee','disclaimer',',opportunity','already','month','morning','could','help'])\n",
    "\n",
    "#remove words that are in NLTK stopwords list\n",
    "not_stopwords = {'no','cannot','before','after','during','between','into','through'} \n",
    "stop = set([word for word in stop if word not in not_stopwords])\n",
    "\n",
    "\n",
    "#df_translated['SD_clean'] = df_translated['SD_clean'].apply(lambda x: \" \".join(x for x in str(x).split() if x not in stop))\n",
    "df_translated['Clean_Description'] = df_translated['Clean_Description'].apply(lambda x: \" \".join(x for x in str(x).split() if x not in stop))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 75
    },
    "id": "DUXR3VmPW7-8",
    "outputId": "48cb04ed-5b73-405a-df3c-76c28c757e0d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Clean_Description</th>\n",
       "      <td>6603</td>\n",
       "      <td>6504</td>\n",
       "      <td>ticket update</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  count unique            top freq\n",
       "Clean_Description  6603   6504  ticket update    6"
      ]
     },
     "execution_count": 48,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['Clean_Description']].describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "K1wZkNRSXsG6"
   },
   "outputs": [],
   "source": [
    "df_temp = df_translated.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mZLRPz0_UvCp"
   },
   "source": [
    "**IMPLICATION**: Above STOP words is an addition to earlier removal of words/phrases/sentences. During EDA, it was observed that these words added to the STOP words were not contributing to the quality of the Vocabulary and could have adversely impacted classification and led to curse of dimensionality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pRv-JPCbCumm"
   },
   "source": [
    "Removing Repeat words in every sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gBd8AeeoC28z"
   },
   "outputs": [],
   "source": [
    "from collections import OrderedDict\n",
    "\n",
    "df_translated['CD_norepeatwords'] = (df_translated['Clean_Description'].str.split()\n",
    "                              .apply(lambda x: OrderedDict.fromkeys(x).keys())\n",
    "                              .str.join(' '))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "tQQnsZo4C5yl"
   },
   "outputs": [],
   "source": [
    "# creating new column for len \n",
    "# passing values through str.len() \n",
    "df_translated[\"Nonrepeat\"]= df_translated[\"CD_norepeatwords\"].str.split().apply(len)\n",
    "df_translated['Withrepeat'] = df_translated['Clean_Description'].str.split().apply(len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "oKBwD9DIC9gB",
    "outputId": "0eb68230-0ebc-4979-f532-d175bd2e5864"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4186"
      ]
     },
     "execution_count": 52,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_translated[df_translated['Nonrepeat'] != df_translated['Withrepeat']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 277
    },
    "id": "josEHN-XDRGB",
    "outputId": "9ceba0a9-f6c4-49a9-a066-7e640f115134"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nonrepeat</th>\n",
       "      <th>Withrepeat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6603.000000</td>\n",
       "      <td>6603.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.099046</td>\n",
       "      <td>18.844768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>17.165901</td>\n",
       "      <td>35.591028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>16.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>429.000000</td>\n",
       "      <td>751.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Nonrepeat   Withrepeat\n",
       "count  6603.000000  6603.000000\n",
       "mean     13.099046    18.844768\n",
       "std      17.165901    35.591028\n",
       "min       0.000000     0.000000\n",
       "25%       5.000000     5.000000\n",
       "50%       8.000000    11.000000\n",
       "75%      16.000000    21.000000\n",
       "max     429.000000   751.000000"
      ]
     },
     "execution_count": 53,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Number of words in each document\n",
    "df_translated.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yr0PmHoBiw85"
   },
   "source": [
    "2.b.5 Checking for Stemming and Lemmatization of the description fields"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_GdDFy9q9XRC"
   },
   "source": [
    "**stemming** *is the process of reducing inflected (or sometimes derived) words to their word stem, base or root form .*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "NzEzs6x85FIl"
   },
   "outputs": [],
   "source": [
    "#Stemming\n",
    "from nltk.stem.snowball import SnowballStemmer\n",
    "stemmer = SnowballStemmer('english')\n",
    "\n",
    "df_translated['CD_Stem']= df_translated['Clean_Description'].apply(lambda x: \" \".join([stemmer.stem(word) for word in str(x).split()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "zDfo3Y5e5IpS",
    "outputId": "96c894bb-f3b0-4fa7-aec1-a313d67e0fb4"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Clean_Description</th>\n",
       "      <th>CD_Stem</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>verified user details employee name checked us...</td>\n",
       "      <td>verifi user detail employe name check user nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>meetings skype meetings appearing outlook cale...</td>\n",
       "      <td>meet skype meet appear outlook calendar somebo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cannot log vpn log vpn</td>\n",
       "      <td>cannot log vpn log vpn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>unable access hr tool page</td>\n",
       "      <td>unabl access hr tool page</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8495</th>\n",
       "      <td>receiving remails sent z mail advise remails c...</td>\n",
       "      <td>receiv remail sent z mail advis remail come z ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8496</th>\n",
       "      <td>telephony software issue</td>\n",
       "      <td>telephoni softwar issu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8497</th>\n",
       "      <td>vip windows password reset</td>\n",
       "      <td>vip window password reset</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8498</th>\n",
       "      <td>unable access machine utilities finish drawers...</td>\n",
       "      <td>unabl access machin util finish drawer adjust ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8499</th>\n",
       "      <td>various opened multiple pics canc area various...</td>\n",
       "      <td>various open multipl pic canc area various ope...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6603 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Clean_Description                                            CD_Stem\n",
       "0     verified user details employee name checked us...  verifi user detail employe name check user nam...\n",
       "1     meetings skype meetings appearing outlook cale...  meet skype meet appear outlook calendar somebo...\n",
       "2                                cannot log vpn log vpn                             cannot log vpn log vpn\n",
       "3                            unable access hr tool page                          unabl access hr tool page\n",
       "4                                           skype error                                        skype error\n",
       "...                                                 ...                                                ...\n",
       "8495  receiving remails sent z mail advise remails c...  receiv remail sent z mail advis remail come z ...\n",
       "8496                           telephony software issue                             telephoni softwar issu\n",
       "8497                         vip windows password reset                          vip window password reset\n",
       "8498  unable access machine utilities finish drawers...  unabl access machin util finish drawer adjust ...\n",
       "8499  various opened multiple pics canc area various...  various open multipl pic canc area various ope...\n",
       "\n",
       "[6603 rows x 2 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['Clean_Description','CD_Stem']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 105
    },
    "id": "6DGsQV6gYmIc",
    "outputId": "905806b2-01e3-4a58-e2c1-cd39126fb759"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Clean_Description</th>\n",
       "      <td>6603</td>\n",
       "      <td>6504</td>\n",
       "      <td>ticket update</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CD_Stem</th>\n",
       "      <td>6603</td>\n",
       "      <td>6467</td>\n",
       "      <td>ticket updat</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  count unique            top freq\n",
       "Clean_Description  6603   6504  ticket update    6\n",
       "CD_Stem            6603   6467   ticket updat    6"
      ]
     },
     "execution_count": 56,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['Clean_Description','CD_Stem']].describe(include = 'all').T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0QDdrczv5QAq"
   },
   "source": [
    "**OBSERVATIONS:** \n",
    "Stemming is causing last character of multiple words to be ommitted which is not correct in the context of the domain also there are acronyms used which will get ommitted due to these. Its best not to use stemming for this exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0Wsq7MdPboPG"
   },
   "outputs": [],
   "source": [
    "df_translated = df_temp.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MflPtCeL9B7-"
   },
   "source": [
    "**Lemmatisation** *(or lemmatization) in linguistics is the process of grouping together the inflected forms of a word so they can be analysed as a single item, identified by the word's lemma, or dictionary form*\n",
    "\n",
    "**IMPLICATION:** This helps in getting root words which reduces the Vocab size and addresses 'curse of Dimensionality'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eivYWS2VX06I"
   },
   "source": [
    "**Tokenization** is a process that splits an input sequence into tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FpZeAi2jHvMW",
    "outputId": "8dc722dc-3fd8-4bda-b2a6-c3b2a1156b28"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to /root/nltk_data...\n",
      "[nltk_data]   Package wordnet is already up-to-date!\n",
      "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n",
      "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
      "[nltk_data]     /root/nltk_data...\n",
      "[nltk_data]   Package averaged_perceptron_tagger is already up-to-\n",
      "[nltk_data]       date!\n"
     ]
    }
   ],
   "source": [
    "nltk.download('wordnet')\n",
    "nltk.download('punkt')\n",
    "nltk.download('averaged_perceptron_tagger')\n",
    "import nltk\n",
    "\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from nltk.corpus import wordnet\n",
    "\n",
    "lemmatizer = WordNetLemmatizer()\n",
    "\n",
    "def get_wordnet_pos(word):\n",
    "    \"\"\"Map POS tag to first character lemmatize() accepts\"\"\"\n",
    "    tag = nltk.pos_tag([word])[0][1][0].upper()\n",
    "    tag_dict = {\"J\": wordnet.ADJ,\n",
    "                \"N\": wordnet.NOUN,\n",
    "                \"V\": wordnet.VERB,\n",
    "                \"R\": wordnet.ADV}\n",
    "\n",
    "    return tag_dict.get(tag, wordnet.NOUN)\n",
    "\n",
    "\n",
    "\n",
    "# Lemmatize a Sentence with the appropriate POS tag\n",
    "df_translated['CD_Lem'] =  df_translated['Clean_Description'].apply(lambda x: [lemmatizer.lemmatize(w, get_wordnet_pos(w)) for w in nltk.word_tokenize(x)])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "6URz3ac7I6kX",
    "outputId": "51d797e3-90a9-41b4-85e1-e7e276c3804d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CD_Lem</th>\n",
       "      <th>Clean_Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[verify, user, detail, employee, name, checked...</td>\n",
       "      <td>verified user details employee name checked us...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[meeting, skype, meeting, appear, outlook, cal...</td>\n",
       "      <td>meetings skype meetings appearing outlook cale...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[can, not, log, vpn, log, vpn]</td>\n",
       "      <td>cannot log vpn log vpn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[unable, access, hr, tool, page]</td>\n",
       "      <td>unable access hr tool page</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[skype, error]</td>\n",
       "      <td>skype error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8495</th>\n",
       "      <td>[receive, remails, sent, z, mail, advise, rema...</td>\n",
       "      <td>receiving remails sent z mail advise remails c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8496</th>\n",
       "      <td>[telephony, software, issue]</td>\n",
       "      <td>telephony software issue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8497</th>\n",
       "      <td>[vip, window, password, reset]</td>\n",
       "      <td>vip windows password reset</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8498</th>\n",
       "      <td>[unable, access, machine, utility, finish, dra...</td>\n",
       "      <td>unable access machine utilities finish drawers...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8499</th>\n",
       "      <td>[various, open, multiple, pic, canc, area, var...</td>\n",
       "      <td>various opened multiple pics canc area various...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6603 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 CD_Lem                                  Clean_Description\n",
       "0     [verify, user, detail, employee, name, checked...  verified user details employee name checked us...\n",
       "1     [meeting, skype, meeting, appear, outlook, cal...  meetings skype meetings appearing outlook cale...\n",
       "2                        [can, not, log, vpn, log, vpn]                             cannot log vpn log vpn\n",
       "3                      [unable, access, hr, tool, page]                         unable access hr tool page\n",
       "4                                        [skype, error]                                        skype error\n",
       "...                                                 ...                                                ...\n",
       "8495  [receive, remails, sent, z, mail, advise, rema...  receiving remails sent z mail advise remails c...\n",
       "8496                       [telephony, software, issue]                           telephony software issue\n",
       "8497                     [vip, window, password, reset]                         vip windows password reset\n",
       "8498  [unable, access, machine, utility, finish, dra...  unable access machine utilities finish drawers...\n",
       "8499  [various, open, multiple, pic, canc, area, var...  various opened multiple pics canc area various...\n",
       "\n",
       "[6603 rows x 2 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['CD_Lem','Clean_Description']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "slouBo-AW0ZL"
   },
   "outputs": [],
   "source": [
    "# Combine the text to form string \n",
    "def combine_text(list_of_text):\n",
    "    combined_text = ' '.join(list_of_text)\n",
    "    return combined_text\n",
    "\n",
    "df_translated['CD_Lem_token_combined'] = df_translated['CD_Lem'].apply(lambda x : combine_text(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YAhvfhjcKzol",
    "outputId": "9e216be5-0a64-4c41-da46-28122273bdd0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Post Lemmatization, number of records that have changed their word length are:  286\n"
     ]
    }
   ],
   "source": [
    "df_translated['CD_Len'] = df_translated['Clean_Description'].apply(lambda x: len(x.split(\" \")))\n",
    "df_translated['CD_Lem_Len'] = df_translated['CD_Lem_token_combined'].apply(lambda x: len(x.split(\" \")))\n",
    "\n",
    "print('Post Lemmatization, number of records that have changed their word length are: ',len(df_translated[(df_translated['CD_Len'] != df_translated['CD_Lem_Len'])]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KkSLtl-o0Yhk"
   },
   "source": [
    "**OBSERVATION**: Post Lemmatization length of 286 records have been changed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "KuPWyyJj-Lug",
    "outputId": "a76b1c51-5921-4d9c-ec1b-774c573c4b5b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Clean_Description        hostname currently experiencing high cpu utili...\n",
       "CD_Lem_token_combined    hostname currently experience high cpu utiliza...\n",
       "Name: 474, dtype: object"
      ]
     },
     "execution_count": 62,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_translated[['Clean_Description','CD_Lem_token_combined']].iloc[400]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XPLRAKaI91lK"
   },
   "source": [
    "Running language detector for lemmatized column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "lG0Os18ga7zi"
   },
   "outputs": [],
   "source": [
    "df = df_translated.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Adi-GlbM6Pnd",
    "outputId": "9a436380-7e99-4996-c5d7-50f302fdbf29"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/6603 [00:00<?, ?it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "  8%|▊         | 526/6603 [00:00<00:01, 5256.72it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 18%|█▊        | 1199/6603 [00:00<00:00, 5619.32it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 27%|██▋       | 1784/6603 [00:00<00:00, 5683.85it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 36%|███▌      | 2376/6603 [00:00<00:00, 5735.71it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 44%|████▍     | 2933/6603 [00:00<00:00, 5684.58it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 53%|█████▎    | 3525/6603 [00:00<00:00, 5721.21it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 61%|██████▏   | 4053/6603 [00:00<00:00, 5574.01it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 71%|███████   | 4657/6603 [00:00<00:00, 5704.64it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 80%|███████▉  | 5260/6603 [00:00<00:00, 5774.62it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 88%|████████▊ | 5819/6603 [00:01<00:00, 5649.64it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      " 98%|█████████▊| 6452/6603 [00:01<00:00, 5816.50it/s]Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "Detector is not able to detect the language reliably.\n",
      "100%|██████████| 6603/6603 [00:01<00:00, 5761.90it/s]\n"
     ]
    }
   ],
   "source": [
    "def get_language(text):\n",
    "    return Detector(\"\".join(x for x in text if x.isprintable()), quiet=True).languages[0].name\n",
    "\n",
    "df[\"lang\"] = df[\"CD_Lem_token_combined\"].progress_apply(get_language)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CyJnmszU-E25"
   },
   "source": [
    "Plots from language detector - English v/s Non-English\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 542
    },
    "id": "4y49pTUn6qLm",
    "outputId": "f28528e9-cec9-48cf-f4df-ef9364030133"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head><meta charset=\"utf-8\" /></head>\n",
       "<body>\n",
       "    <div>\n",
       "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
       "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
       "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
       "            <div id=\"40f8fe9e-f36d-4a77-9685-9ce6647ec068\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                \n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"40f8fe9e-f36d-4a77-9685-9ce6647ec068\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '40f8fe9e-f36d-4a77-9685-9ce6647ec068',\n",
       "                        [{\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{x}<br>Count=%{text}\", \"legendgroup\": \"Language=English\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"rgb(0, 0, 0)\", \"width\": 0.5}}, \"name\": \"Language=English\", \"offsetgroup\": \"Language=English\", \"orientation\": \"v\", \"showlegend\": true, \"text\": [\"6492\"], \"textfont\": {\"color\": \"black\"}, \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [\"English\"], \"xaxis\": \"x\", \"y\": [\"6492\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{x}<br>Count=%{text}\", \"legendgroup\": \"Language=Non-English\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"rgb(0, 0, 0)\", \"width\": 0.5}}, \"name\": \"Language=Non-English\", \"offsetgroup\": \"Language=Non-English\", \"orientation\": \"v\", \"showlegend\": true, \"text\": [\"111\"], \"textfont\": {\"color\": \"black\"}, \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [\"Non-English\"], \"xaxis\": \"x\", \"y\": [\"111\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Language of comments\"}, \"xaxis\": {\"anchor\": \"y\", \"categoryarray\": [\"English\", \"Non-English\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Language\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Count\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('40f8fe9e-f36d-4a77-9685-9ce6647ec068');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                \n",
       "            </script>\n",
       "        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lang_list = sorted(list(set(df[\"lang\"])))\n",
    "counts = [list(df[\"lang\"]).count(cont) for cont in lang_list]\n",
    "df2 = pd.DataFrame(np.transpose([lang_list, counts]))\n",
    "df2.columns = [\"Language\", \"Count\"]\n",
    "df2[\"Count\"] = df2[\"Count\"].apply(int)\n",
    "\n",
    "df2_en = pd.DataFrame(np.transpose([[\"English\", \"Non-English\"], [max(counts), sum(counts) - max(counts)]]))\n",
    "df2_en.columns = [\"Language\", \"Count\"]\n",
    "\n",
    "fig = px.bar(df2_en, x=\"Language\", y=\"Count\", title=\"Language of comments\", color=\"Language\", text=\"Count\")\n",
    "fig.update_layout(template=\"plotly_white\")\n",
    "fig.data[0].marker.line.color = 'rgb(0, 0, 0)'\n",
    "fig.data[0].marker.line.width = 0.5\n",
    "fig.data[1].marker.line.color = 'rgb(0, 0, 0)'\n",
    "fig.data[1].marker.line.width = 0.5\n",
    "fig.data[0].textfont.color = \"black\"\n",
    "fig.data[0].textposition = \"outside\"\n",
    "fig.data[1].textfont.color = \"black\"\n",
    "fig.data[1].textposition = \"outside\"\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FFG35-hK-b7o"
   },
   "source": [
    "Visual display of other languages(Apart from English)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 542
    },
    "id": "q2DY51dc7LVz",
    "outputId": "a4fefdcc-e470-41dd-bac1-7601810b9d97"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<html>\n",
       "<head><meta charset=\"utf-8\" /></head>\n",
       "<body>\n",
       "    <div>\n",
       "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
       "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
       "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
       "            <div id=\"6e9ee0b6-70f5-4821-91d8-a142dac27d5d\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                \n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"6e9ee0b6-70f5-4821-91d8-a142dac27d5d\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '6e9ee0b6-70f5-4821-91d8-a142dac27d5d',\n",
       "                        [{\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Akan\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Akan\", \"offsetgroup\": \"Language=Akan\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Akan\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Breton\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Breton\", \"offsetgroup\": \"Language=Breton\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Breton\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Catalan\", \"marker\": {\"color\": \"#00cc96\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Catalan\", \"offsetgroup\": \"Language=Catalan\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [4.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [4], \"xaxis\": \"x\", \"y\": [\"Catalan\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Danish\", \"marker\": {\"color\": \"#ab63fa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Danish\", \"offsetgroup\": \"Language=Danish\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [18.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [18], \"xaxis\": \"x\", \"y\": [\"Danish\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Esperanto\", \"marker\": {\"color\": \"#FFA15A\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Esperanto\", \"offsetgroup\": \"Language=Esperanto\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Esperanto\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=French\", \"marker\": {\"color\": \"#19d3f3\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=French\", \"offsetgroup\": \"Language=French\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [7.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [7], \"xaxis\": \"x\", \"y\": [\"French\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=German\", \"marker\": {\"color\": \"#FF6692\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=German\", \"offsetgroup\": \"Language=German\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"German\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Haitian Creole\", \"marker\": {\"color\": \"#B6E880\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Haitian Creole\", \"offsetgroup\": \"Language=Haitian Creole\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Haitian Creole\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Interlingua\", \"marker\": {\"color\": \"#FF97FF\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Interlingua\", \"offsetgroup\": \"Language=Interlingua\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Interlingua\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Interlingue\", \"marker\": {\"color\": \"#FECB52\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Interlingue\", \"offsetgroup\": \"Language=Interlingue\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Interlingue\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Javanese\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Javanese\", \"offsetgroup\": \"Language=Javanese\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [5.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [5], \"xaxis\": \"x\", \"y\": [\"Javanese\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Kinyarwanda\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Kinyarwanda\", \"offsetgroup\": \"Language=Kinyarwanda\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [10.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [10], \"xaxis\": \"x\", \"y\": [\"Kinyarwanda\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Latin\", \"marker\": {\"color\": \"#00cc96\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Latin\", \"offsetgroup\": \"Language=Latin\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [12.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [12], \"xaxis\": \"x\", \"y\": [\"Latin\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Latvian\", \"marker\": {\"color\": \"#ab63fa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Latvian\", \"offsetgroup\": \"Language=Latvian\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Latvian\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Luxembourgish\", \"marker\": {\"color\": \"#FFA15A\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Luxembourgish\", \"offsetgroup\": \"Language=Luxembourgish\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [3.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [3], \"xaxis\": \"x\", \"y\": [\"Luxembourgish\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Malagasy\", \"marker\": {\"color\": \"#19d3f3\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Malagasy\", \"offsetgroup\": \"Language=Malagasy\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [4.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [4], \"xaxis\": \"x\", \"y\": [\"Malagasy\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Malay\", \"marker\": {\"color\": \"#FF6692\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Malay\", \"offsetgroup\": \"Language=Malay\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [4.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [4], \"xaxis\": \"x\", \"y\": [\"Malay\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Morisyen\", \"marker\": {\"color\": \"#B6E880\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Morisyen\", \"offsetgroup\": \"Language=Morisyen\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Morisyen\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Nauru\", \"marker\": {\"color\": \"#FF97FF\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Nauru\", \"offsetgroup\": \"Language=Nauru\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Nauru\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Norwegian\", \"marker\": {\"color\": \"#FECB52\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Norwegian\", \"offsetgroup\": \"Language=Norwegian\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Norwegian\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Norwegian Nynorsk\", \"marker\": {\"color\": \"#636efa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Norwegian Nynorsk\", \"offsetgroup\": \"Language=Norwegian Nynorsk\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Norwegian Nynorsk\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Polish\", \"marker\": {\"color\": \"#EF553B\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Polish\", \"offsetgroup\": \"Language=Polish\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Polish\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Portuguese\", \"marker\": {\"color\": \"#00cc96\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Portuguese\", \"offsetgroup\": \"Language=Portuguese\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Portuguese\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Scots\", \"marker\": {\"color\": \"#ab63fa\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Scots\", \"offsetgroup\": \"Language=Scots\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Scots\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Scottish Gaelic\", \"marker\": {\"color\": \"#FFA15A\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Scottish Gaelic\", \"offsetgroup\": \"Language=Scottish Gaelic\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [2.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [2], \"xaxis\": \"x\", \"y\": [\"Scottish Gaelic\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Tsonga\", \"marker\": {\"color\": \"#19d3f3\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Tsonga\", \"offsetgroup\": \"Language=Tsonga\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Tsonga\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Tswana\", \"marker\": {\"color\": \"#FF6692\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Tswana\", \"offsetgroup\": \"Language=Tswana\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Tswana\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Welsh\", \"marker\": {\"color\": \"#B6E880\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Welsh\", \"offsetgroup\": \"Language=Welsh\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [8.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [8], \"xaxis\": \"x\", \"y\": [\"Welsh\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Xhosa\", \"marker\": {\"color\": \"#FF97FF\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Xhosa\", \"offsetgroup\": \"Language=Xhosa\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Xhosa\"], \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"Language=%{y}<br>Count=%{text}\", \"legendgroup\": \"Language=Zhuang\", \"marker\": {\"color\": \"#FECB52\", \"line\": {\"color\": \"black\", \"width\": 0.75}}, \"name\": \"Language=Zhuang\", \"offsetgroup\": \"Language=Zhuang\", \"orientation\": \"h\", \"showlegend\": true, \"text\": [1.0], \"textposition\": \"outside\", \"type\": \"bar\", \"x\": [1], \"xaxis\": \"x\", \"y\": [\"Zhuang\"], \"yaxis\": \"y\"}],\n",
       "                        {\"barmode\": \"relative\", \"legend\": {\"tracegroupgap\": 0}, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Language of non-English comments\"}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Count\"}}, \"yaxis\": {\"anchor\": \"x\", \"categoryarray\": [\"Zhuang\", \"Xhosa\", \"Welsh\", \"Tswana\", \"Tsonga\", \"Scottish Gaelic\", \"Scots\", \"Portuguese\", \"Polish\", \"Norwegian Nynorsk\", \"Norwegian\", \"Nauru\", \"Morisyen\", \"Malay\", \"Malagasy\", \"Luxembourgish\", \"Latvian\", \"Latin\", \"Kinyarwanda\", \"Javanese\", \"Interlingue\", \"Interlingua\", \"Haitian Creole\", \"German\", \"French\", \"Esperanto\", \"Danish\", \"Catalan\", \"Breton\", \"Akan\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Language\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('6e9ee0b6-70f5-4821-91d8-a142dac27d5d');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                \n",
       "            </script>\n",
       "        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = px.bar(df2.query(\"Language != 'English' and Language != 'un'\").query(\"Count >= 1\"),\n",
    "             y=\"Language\", x=\"Count\", title=\"Language of non-English comments\", template=\"plotly_white\", color=\"Language\", text=\"Count\", orientation=\"h\")\n",
    "fig.update_traces(marker=dict(line=dict(width=0.75,\n",
    "                                        color='black')),  textposition=\"outside\")\n",
    "fig.update_layout(showlegend=False)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tP7IyzJl_A0e"
   },
   "source": [
    "Further evaluation of results of Polyglot as it was mentioned during its run Detector is not able to detect the language reliably"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 898
    },
    "id": "SipV6MZo7XzM",
    "outputId": "8f94fc8b-fa11-4e4f-e30a-2a3cbaea9a8a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Short_description</th>\n",
       "      <th>Description</th>\n",
       "      <th>Group</th>\n",
       "      <th>SD_no_Caller</th>\n",
       "      <th>Desc_no_Caller</th>\n",
       "      <th>SD_clean</th>\n",
       "      <th>Desc_clean</th>\n",
       "      <th>SD_clean_translate</th>\n",
       "      <th>Desc_clean_translate</th>\n",
       "      <th>Clean_Description</th>\n",
       "      <th>CD_Lem</th>\n",
       "      <th>CD_Lem_token_combined</th>\n",
       "      <th>CD_Len</th>\n",
       "      <th>CD_Lem_Len</th>\n",
       "      <th>lang</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>GRP_0</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>[skype, error]</td>\n",
       "      <td>skype error</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Latin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>GRP_6</td>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>need dn for material plant plant pics</td>\n",
       "      <td>need dn for material plant plant pics</td>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>need dn for material 3346599/ plant plant_197/...</td>\n",
       "      <td>need dn material plant plant pics</td>\n",
       "      <td>[need, dn, material, plant, plant, pic]</td>\n",
       "      <td>need dn material plant plant pic</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>Scots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>GRP_0</td>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>erp print tool install</td>\n",
       "      <td>erp print tool install</td>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>erp_print_tool install.</td>\n",
       "      <td>erp print tool install</td>\n",
       "      <td>[erp, print, tool, install]</td>\n",
       "      <td>erp print tool install</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Kinyarwanda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>GRP_0</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>[install, acrobat, standard]</td>\n",
       "      <td>install acrobat standard</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Malay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>EU_tool ist sehr langsadgtym \\ywqgrbnx jwnsyzb...</td>\n",
       "      <td>EU_tool ist sehr langsadgtym \\ywqgrbnx jwnsyzb...</td>\n",
       "      <td>GRP_24</td>\n",
       "      <td>EU_tool ist sehr langsadgtym \\ywqgrbnx jwnsyzbv \\</td>\n",
       "      <td>EU_tool ist sehr langsadgtym \\ywqgrbnx jwnsyzbv \\</td>\n",
       "      <td>eu tool is very</td>\n",
       "      <td>eu tool is very</td>\n",
       "      <td>EU_tool is very langsadgtym \\ ywqgrbnx jwnsyzbv \\</td>\n",
       "      <td>EU_tool is very langsadgtym \\ ywqgrbnx jwnsyzbv \\</td>\n",
       "      <td>eu tool</td>\n",
       "      <td>[eu, tool]</td>\n",
       "      <td>eu tool</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Welsh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8331</th>\n",
       "      <td>network outage : company-ap-chn-apac-company-2...</td>\n",
       "      <td>apac : company-ap-chn-apac-company-2960-access...</td>\n",
       "      <td>GRP_8</td>\n",
       "      <td>network outage : company-ap-chn-apac-company-2...</td>\n",
       "      <td>apac : company-ap-chn-apac-company-2960-access...</td>\n",
       "      <td>network outage company ap chn apac company acc...</td>\n",
       "      <td>apac company ap chn apac company access sw and...</td>\n",
       "      <td>network outage : company-ap-chn-apac-company-2...</td>\n",
       "      <td>apac : company-ap-chn-apac-company-2960-access...</td>\n",
       "      <td>apac company ap chn apac company access sw sw ...</td>\n",
       "      <td>[apac, company, ap, chn, apac, company, access...</td>\n",
       "      <td>apac company ap chn apac company access sw sw ...</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>Malagasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8332</th>\n",
       "      <td>apac-: robot HostName_17 is inactive</td>\n",
       "      <td>apac: - robot HostName_17 is inactive</td>\n",
       "      <td>GRP_8</td>\n",
       "      <td>apac-: robot HostName_17 is inactive</td>\n",
       "      <td>apac: - robot HostName_17 is inactive</td>\n",
       "      <td>apac robot hostname is inactive</td>\n",
       "      <td>apac robot hostname is inactive</td>\n",
       "      <td>apac-: robot HostName_17 is inactive</td>\n",
       "      <td>apac: - robot HostName_17 is inactive</td>\n",
       "      <td>apac robot hostname inactive</td>\n",
       "      <td>[apac, robot, hostname, inactive]</td>\n",
       "      <td>apac robot hostname inactive</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Danish</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8385</th>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>GRP_3</td>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>xerox copier will not scan to email</td>\n",
       "      <td>xerox copier will not scan to email</td>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>xerox copier prtqx7302 will not scan to email.</td>\n",
       "      <td>xerox copier scan email</td>\n",
       "      <td>[xerox, copier, scan, email]</td>\n",
       "      <td>xerox copier scan email</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>French</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8413</th>\n",
       "      <td>pobleme mit we_combi \\jionmpsf wnkpzcmv</td>\n",
       "      <td>pobleme mit we_combi \\jionmpsf wnkpzcmv</td>\n",
       "      <td>GRP_24</td>\n",
       "      <td>pobleme mit we_combi \\</td>\n",
       "      <td>pobleme mit we_combi \\</td>\n",
       "      <td>noblemen mit we zombi</td>\n",
       "      <td>noblemen mit we zombi</td>\n",
       "      <td>pobleme mit we_combi \\</td>\n",
       "      <td>pobleme mit we_combi \\</td>\n",
       "      <td>noblemen mit zombi</td>\n",
       "      <td>[nobleman, mit, zombi]</td>\n",
       "      <td>nobleman mit zombi</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Danish</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8482</th>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>GRP_8</td>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>robot hostname is inactive</td>\n",
       "      <td>robot hostname is inactive</td>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>robot HostName_776 is inactive</td>\n",
       "      <td>robot hostname inactive</td>\n",
       "      <td>[robot, hostname, inactive]</td>\n",
       "      <td>robot hostname inactive</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Danish</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>111 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Short_description  ...         lang\n",
       "4                                           skype error  ...        Latin\n",
       "57    need dn for material 3346599/ plant plant_197/...  ...        Scots\n",
       "146                             erp_print_tool install.  ...  Kinyarwanda\n",
       "148                            install acrobat standard  ...        Malay\n",
       "302   EU_tool ist sehr langsadgtym \\ywqgrbnx jwnsyzb...  ...        Welsh\n",
       "...                                                 ...  ...          ...\n",
       "8331  network outage : company-ap-chn-apac-company-2...  ...     Malagasy\n",
       "8332               apac-: robot HostName_17 is inactive  ...       Danish\n",
       "8385     xerox copier prtqx7302 will not scan to email.  ...       French\n",
       "8413            pobleme mit we_combi \\jionmpsf wnkpzcmv  ...       Danish\n",
       "8482                     robot HostName_776 is inactive  ...       Danish\n",
       "\n",
       "[111 rows x 15 columns]"
      ]
     },
     "execution_count": 67,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['lang'] != 'English']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YVKmvi3_7qAF"
   },
   "source": [
    "**OBSERVATIONS:**\n",
    "\n",
    "1)Closer inspection of these 110 non english detected instances highlights that most of them are from english language, with exception of few words which google translate has not converted.\n",
    "\n",
    "2)Based on the count and inpsection we decide to continue to retain these rows as-is.\n",
    "\n",
    "**RETAINING THESE NON ENGLISH rows:** We did not want to lose abbreviations ('erp', 'hr') and application/system names ('skype, hostname, etc) which were detected as Non english but we understand these rows are not."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "V5rJxwBAfd3E"
   },
   "source": [
    "### Removing any duplicates after Lemmatization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ddaaQ7AOfPD_",
    "outputId": "98919bb7-14a4-4edd-ddd1-4f8f4fa43e10"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count              6603\n",
       "unique             6475\n",
       "top       ticket update\n",
       "freq                  6\n",
       "Name: CD_Lem_token_combined, dtype: object"
      ]
     },
     "execution_count": 68,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking duplicate values\n",
    "df['CD_Lem_token_combined'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DENNgh-pgiYG"
   },
   "source": [
    "**OBSERVATION:** 130 rows have been found duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "T3qVgtu0fk02",
    "outputId": "5ea704ac-0e97-4967-fb28-e50044bb7d88"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6475, 15)"
      ]
     },
     "execution_count": 69,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop_duplicates('CD_Lem_token_combined',inplace=True)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dmr-370D0t07"
   },
   "source": [
    "### Evaluate Sentence length by counting number of tokens in each sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "puTKFH7udEfr"
   },
   "outputs": [],
   "source": [
    "# getting number of tokens in each row\n",
    "df['tokencount'] = [len(x) for x in df['CD_Lem'].tolist()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 432
    },
    "id": "51UQCVNpyljf",
    "outputId": "d0450e84-dcaf-4a34-ac8e-3fd9a39620d7"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/seaborn/_decorators.py:43: FutureWarning:\n",
      "\n",
      "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('ticks')\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(40, 10)\n",
    "sns.countplot(df.CD_Lem_Len, ax = ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 278
    },
    "id": "C9Te1Bdbdbna",
    "outputId": "a3163c4d-1608-43c1-a23e-bd1bc92a7dfc"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tokengroup = df.groupby('tokencount')\n",
    "tokensize = tokengroup.count()\n",
    "\n",
    "#plot\n",
    "tokensize = tokensize['CD_Lem_Len']\n",
    "plt.scatter(tokensize.index, tokensize)\n",
    "plt.xlabel('Token size')\n",
    "plt.ylabel('Token count');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "cxfaxES0gK_C",
    "outputId": "de1719df-d488-47a1-bf7c-808ec02b026f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    6475.000000\n",
       "mean       19.191042\n",
       "std        35.886476\n",
       "min         0.000000\n",
       "25%         5.000000\n",
       "50%        11.000000\n",
       "75%        21.000000\n",
       "max       751.000000\n",
       "Name: tokencount, dtype: float64"
      ]
     },
     "execution_count": 73,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tokens per sentence\n",
    "df['tokencount'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UrZkL44geDqk",
    "outputId": "4c938333-4638-4700-8afa-19f5d4556323"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6475, 16)\n",
      "(6474, 16)\n"
     ]
    }
   ],
   "source": [
    "print(df.shape)\n",
    "df.drop(df[df['tokencount']==0].index, inplace = True, axis = 0) \n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "DXF-jg56jqjJ",
    "outputId": "3372674a-5518-406f-80c8-026d013a622d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    6474.000000\n",
       "mean       19.194007\n",
       "std        35.888455\n",
       "min         1.000000\n",
       "25%         5.000000\n",
       "50%        11.000000\n",
       "75%        21.000000\n",
       "max       751.000000\n",
       "Name: tokencount, dtype: float64"
      ]
     },
     "execution_count": 75,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tokens per sentence\n",
    "df['tokencount'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RY41fzZggWxt",
    "outputId": "f1d37d47-2949-47b4-e9f3-f11e8651a09d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of records: 24\n",
      "39             [call]\n",
      "306         [support]\n",
      "339         [account]\n",
      "453         [problem]\n",
      "597            [chat]\n",
      "616          [ticket]\n",
      "621          [ignore]\n",
      "624             [ing]\n",
      "1723    [malfunction]\n",
      "1768          [setup]\n",
      "2438            [log]\n",
      "2848              [k]\n",
      "2933        [install]\n",
      "3669        [connect]\n",
      "3699           [lock]\n",
      "4584         [unlock]\n",
      "4875          [query]\n",
      "5016           [node]\n",
      "5179         [window]\n",
      "5960          [issue]\n",
      "6377      [reinstall]\n",
      "7087        [monitor]\n",
      "7465             [mm]\n",
      "8237          [order]\n",
      "Name: CD_Lem, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print('No. of records:', len(df[df['tokencount'] == 1]))\n",
    "print(df[df['tokencount'] == 1]['CD_Lem'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eHW5uNAXoQxP"
   },
   "source": [
    "**OBSERVATION:**\n",
    "\n",
    "Most rows are under 50 words.  There are > 2500 rows which have under 50 words\n",
    "\n",
    "23 records with just 1 token would not add value to any analysis ad it is insufficient to understand the context"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aa25aVd2AljU"
   },
   "source": [
    "##### 2.c Using Wordcloud to check for spread of incidents within Groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "N_XpnYDbApXi"
   },
   "outputs": [],
   "source": [
    "from wordcloud import WordCloud,STOPWORDS\n",
    "def generate_word_cloud(corpus):\n",
    "    # Instantiate the wordcloud object\n",
    "    wordcloud = WordCloud(width = 800, height = 800, \n",
    "                    background_color ='white', \n",
    "                    stopwords=STOPWORDS,\n",
    "                    random_state = 123,\n",
    "                    min_font_size = 10).generate(corpus)\n",
    "\n",
    "    # plot the WordCloud image                        \n",
    "    plt.figure(figsize = (12, 12), facecolor = None) \n",
    "    plt.imshow(wordcloud) \n",
    "    plt.axis(\"off\") \n",
    "    plt.tight_layout(pad = 0) \n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nISEVsW3D-iZ"
   },
   "source": [
    "Wordcloud of top 5 groups - GRP_0,GRP_8,GRP_24,GRP_12,GRP_9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "1_-O_pNuAxNH",
    "outputId": "1e9ade21-c52e-4b85-9d8c-878315459421"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets assigned to GRP_0 - First major grp\n",
    "generate_word_cloud(' '.join(df[df['Group'] == 'GRP_0'].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "CCORw74uB-SO",
    "outputId": "e0671830-34d1-4f9a-c56e-7c965916c753"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets assigned to GRP_8 - Second major grp\n",
    "generate_word_cloud(' '.join(df[df['Group'] == 'GRP_8'].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "6f2ToVM1CWe-",
    "outputId": "0fe03bdc-16c3-44b7-ca6b-241ad4cd2ae0"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets assigned to GRP_24 - Third major grp\n",
    "generate_word_cloud(' '.join(df[df['Group'] == 'GRP_24'].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "SS-2dHHWDKBE",
    "outputId": "e9e2dcb9-f929-4549-dca7-a86adc49715b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets assigned to GRP_12 \n",
    "generate_word_cloud(' '.join(df[df['Group'] == 'GRP_12'].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "qC_u135XD9cx",
    "outputId": "9e7e4ad4-b061-40a7-df30-29abfaba5979"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets assigned to GRP_9\n",
    "generate_word_cloud(' '.join(df[df['Group'] == 'GRP_9'].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mXFKs4tvliek"
   },
   "source": [
    "**OBSERVATION:** \n",
    "\n",
    "1.   GRP_0 - Most tickets related to User,access,outlook issues,password reset, access issues,login issue, connectivity issue related to various tools\n",
    "2. GRP_8 - More tickets related to outage, job failures, monitoring tool,telecom \n",
    "3. GRP_24 - More tickets related to  IT infra setups like - workstation ,Printer ,skype,lan\n",
    "4. GRP_12 - More tickets related to  network related issues citrix, acls\n",
    "5. GRP_9 has more tickets related to  reports,analytics,job scheduler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 895
    },
    "id": "rWza4btxEUOx",
    "outputId": "8716bb27-b586-48cf-f75e-c2aaff14359b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word Cloud for all tickets not assigned to GRPS - Other groups except 'GRP_0','GRP_8','GRP_24','GRP_12','GRP_9'\n",
    "generate_word_cloud(' '.join(df[~df['Group'].isin(['GRP_0','GRP_8','GRP_24','GRP_12','GRP_9'])].CD_Lem_token_combined.str.strip()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WyKVQEgapXFF"
   },
   "source": [
    "Below is a distribution of Job Schedhler incidents which are also spread across different groups for similar incident type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m5PD4zrFnvRJ"
   },
   "source": [
    "![EDA.PNG](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NQlElp_6Qzhi"
   },
   "source": [
    "### Using bigrams to identify clusters of words distributed amongst groups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "DEwYZzE3W6Fo",
    "outputId": "e9287447-eed6-429a-da14-d0a60e3ab29d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['subject', 'case', 'transfer', 'tool', 'trial', 'report', 'old', 'laptop', 'new', 'laptop']\n"
     ]
    }
   ],
   "source": [
    "#to process the simple_process gensim package as input needed as string \n",
    "Full_summary=df.CD_Lem_token_combined.values.tolist()\n",
    "\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True, min_len=2))  # deacc=True removes punctuations. Ignoring records with token count > 2\n",
    "\n",
    "data_words = list(sent_to_words(Full_summary))\n",
    "\n",
    "print(data_words[3454])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ykMea3CQW-8R"
   },
   "outputs": [],
   "source": [
    "# Creating Bigrams and Trigrams to create the word cloud and evaluate the group \n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=10) \n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=10)  \n",
    "\n",
    "# Faster way to get a sentence clubbed as a trigram/bigram\n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "UxLwck5aW53U"
   },
   "outputs": [],
   "source": [
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[doc] for doc in texts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_tHjwXVUXH3o"
   },
   "outputs": [],
   "source": [
    "# Form Bigrams and Trigram words\n",
    "data_words_bigrams = make_bigrams(data_words)\n",
    "data_words_trigrams = make_trigrams(data_words_bigrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "S6xc0e9V44bL",
    "outputId": "6285d2b7-8e0b-4b00-ea72-6c4771409e38"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bigram words ['channel_partner', 'email_address', 'receive_remails', 'regard', 'po', 'error', 'millisecond', 'angry', 'need', 'fix', 'erp', 'attach', 'file', 'extract', 'erp', 'document', 'remails', 'channel_partner', 'receive', 'multiple', 'remails', 'erp']\n",
      "Bigram words ['browser_microcoat', 'internet_explorer', 'vitry', 'open', 'excel_file', 'microcoat', 'online', 'work', 'vitry', 'open', 'excel_file', 'microcoat', 'online', 'work']\n",
      "Bigram words ['put', 'new', 'password', 'account', 'yesterday', 'change', 'password', 'work', 'hors', 'since', 'work', 'suspicion', 'new', 'password', 'like', 'past', 'year', 'ago', 'want', 'log_into', 'password_management', 'tool', 'password', 'without', 'success', 'new', 'password', 'work', 'vpn']\n",
      "Bigram words ['caber', 'security']\n",
      "Bigram words ['face', 'issue', 'wifi', 'connectivity', 'erp', 'login', 'issue', 'wi_fi', 'erp', 'login']\n",
      "Bigram words ['labile', 'printer', 'final', 'inspection', 'defense', 'issue', 'no', 'label', 'labile', 'printer', 'work']\n",
      "Bigram words ['able', 'gi', 'delivery', 'customer', 'vale', 'td', 'order', 'intens', 'piece', 'piece', 'piece', 'piece', 'urgence', 'customer', 'error', 'co_account', 'assignment_different', 'profit_center', 'message', 'no', 'diagnosis', 'enter', 'multiple', 'co_account', 'assignment', 'object', 'assign', 'different_profit', 'center', 'document', 'item', 'however', 'co_account', 'assignment', 'object', 'profit_center', 'assignment', 'must', 'assign', 'profit_center', 'procedure', 'message', 'error_message', 'check', 'change', 'co_account', 'assignment', 'object', 'object', 'profit_center', 'assignment', 'assign', 'profit_center', 'customize', 'change', 'message', 'error_message', 'warn', 'message', 'notification', 'deactivate', 'completely', 'see', 'implementation', 'guide', 'mg', 'step', 'control', 'general', 'change', 'message', 'control', 'message', 'class', 'bk', 'message', 'able', 'gi', 'del', 'customer', 'vale', 'co_account', 'assignment_different', 'profit_center']\n",
      "Bigram words ['number', 'can_not', 'get', 'thru', 'customer', 'application', 'support', 'something_wrong', 'phone', 'get', 'mesnage']\n",
      "Bigram words ['vet', 'attempt', 'submit_expense', 'report', 'approval', 'appear', 'move', 'approver', 'save', 'report', 'happens_every', 'time', 'submit_expense', 'report', 'expense_report', 'submittal', 'refer', 'ticket', 'inplant']\n",
      "Bigram words ['would_like', 'gain', 'access', 'link', 'try', 'complete', 'lap', 'request', 'one', 'customer', 'error', 'receive', 'unable', 'access', 'collaboration_platform']\n"
     ]
    }
   ],
   "source": [
    "for i in range(111,1111, 100):\n",
    "  print(\"Bigram words\", data_words_bigrams[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TxIcQwoX5W8D"
   },
   "source": [
    "### Calculating Vocablary Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SetfdYIfBx_v",
    "outputId": "9e09ec1b-eb2a-4676-c840-0a114c566e40"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Pre Lemmatization Vocabulary Size: 7028\n",
      "Total Post Lemmatization Vocabulary Size: 5691\n",
      "Total Post Lemmatization and Bigrams Vocabulary Size: 6482\n"
     ]
    }
   ],
   "source": [
    "# create Pre Lemmatization dictionary and get the length of vocabulary:\n",
    "id2word_prelem = corpora.Dictionary(df.Clean_Description.str.split()) \n",
    "print('Total Pre Lemmatization Vocabulary Size:', len(id2word_prelem))\n",
    "\n",
    "# create Post Lemmatization dictionary and get the length of vocabulary:\n",
    "id2word_postlem = corpora.Dictionary(data_words) \n",
    "print('Total Post Lemmatization Vocabulary Size:', len(id2word_postlem))\n",
    "\n",
    "# create Post Lemmatization and Bigrams dictionary and get the length of vocabulary:\n",
    "id2word = corpora.Dictionary(data_words_bigrams) \n",
    "print('Total Post Lemmatization and Bigrams Vocabulary Size:', len(id2word))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ox5DA8sM5jX9"
   },
   "source": [
    "**OBSERVATION:** \n",
    "\n",
    "\n",
    "1.   Lemmatization has reduced Vocab size by 1354 words by removing redundant words\n",
    "2.   While creating bigrams has increased the vocab size by ~100 record, we need to evaluate if it will help in identifying connected words that explain incident better than single words\n",
    "\n",
    "**IMPLICATION**: \n",
    " - Reduction of VOCAB size may help in Topic Modelling algorithms to improve efficiency as well as curse of dimensionality\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tXhfWpXiXW5D",
    "outputId": "234e665a-a84e-4b2b-dea4-4a7b9c7f5333"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['log_into', 'hr_tool', 'etime', 'through', 'single_sign', 'portal']\n",
      "['password', 'change', 'password_management', 'tool', 'didnt', 'update', 'erp', 'account']\n"
     ]
    }
   ],
   "source": [
    "print(bigram_mod[data_words[43]])\n",
    "print(bigram_mod[data_words[44]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 229
    },
    "id": "pFOE7NM9XaIy",
    "outputId": "5df2d44b-5bbd-47a4-cdbf-b491a76c3803"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>CD_Lem_token_combined</th>\n",
       "      <th>words</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>verify user detail employee name checked user ...</td>\n",
       "      <td>[verify, user, detail_employee, name_checked, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>meeting skype meeting appear outlook calendar ...</td>\n",
       "      <td>[meeting, skype_meeting, appear, outlook, cale...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>can not log vpn log vpn</td>\n",
       "      <td>[can_not, log, vpn, log, vpn]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>unable access hr tool page</td>\n",
       "      <td>[unable, access, hr_tool, page]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>skype error</td>\n",
       "      <td>[skype, error]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Group  ...                                              words\n",
       "0  GRP_0  ...  [verify, user, detail_employee, name_checked, ...\n",
       "1  GRP_0  ...  [meeting, skype_meeting, appear, outlook, cale...\n",
       "2  GRP_0  ...                      [can_not, log, vpn, log, vpn]\n",
       "3  GRP_0  ...                    [unable, access, hr_tool, page]\n",
       "4  GRP_0  ...                                     [skype, error]\n",
       "\n",
       "[5 rows x 3 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Copying to new dataframe to create wordclouds on target class\n",
    "new_df = pd.DataFrame(df, columns=['Group', 'CD_Lem_token_combined'])\n",
    "new_df['words'] = data_words_bigrams\n",
    "new_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "IsTuisurXd0U",
    "outputId": "f2e6605d-3568-4a0a-fcfb-454faa79b349"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GRP_0     57\n",
       "GRP_22     1\n",
       "GRP_40     1\n",
       "GRP_23     1\n",
       "GRP_27     1\n",
       "GRP_7      1\n",
       "Name: Group, dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df[new_df['CD_Lem_token_combined'].str.contains(\"login issue\")].Group.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "uy0WG2ofXf5y",
    "outputId": "8454887a-295f-4e22-fdee-e6e4dd13c221"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GRP_0     141\n",
       "GRP_17     31\n",
       "GRP_2      16\n",
       "GRP_7      10\n",
       "GRP_53      3\n",
       "GRP_21      1\n",
       "GRP_12      1\n",
       "GRP_31      1\n",
       "GRP_19      1\n",
       "Name: Group, dtype: int64"
      ]
     },
     "execution_count": 93,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df[new_df['CD_Lem_token_combined'].str.contains(\"reset password\")].Group.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "xdsLDRC8sc2M",
    "outputId": "a537f268-aa28-42df-d39f-44b85d13f4f9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GRP_0     166\n",
       "GRP_17     31\n",
       "GRP_2       5\n",
       "GRP_7       4\n",
       "GRP_12      1\n",
       "Name: Group, dtype: int64"
      ]
     },
     "execution_count": 94,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df[new_df['CD_Lem_token_combined'].str.contains(\"password reset\")].Group.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "LquzeAPu2Tld",
    "outputId": "81df7c59-6d3c-4c5c-961c-71af2f05123a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of bigrams generated: 1119777\n"
     ]
    }
   ],
   "source": [
    "wordclouds_bigram=' '.join(map(str, data_words_bigrams))\n",
    "print('Number of bigrams generated:', len(wordclouds_bigram))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "id": "_wpL7T1IHzvc",
    "outputId": "57114b35-d95d-4a28-e20b-a686384e90d1"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bigram word cloud\n",
    "wordcloud = WordCloud(width=480, height=480, max_font_size=20, min_font_size=10, ranks_only=True,random_state=123).generate(wordclouds_bigram)\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.margins(x=0, y=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 221
    },
    "id": "fLvIxSDrLRgm",
    "outputId": "8953c82e-1aca-4413-a070-5bc94e6db93d"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "\"['verify_user', 'detail_employee_name_checked', 'user_name_ad', 'reset_password', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'login', 'issue'] ['meeting', 'skype_meeting', 'appear', 'outlook', 'calendar', 'somebody', 'advise', 'correct', 'outlook'] ['can_not', 'log', 'vpn', 'log', 'vpn'] ['unable', 'access', 'hr_tool', 'page'] ['skype', 'error'] ['unable', 'log', 'engineering_tool', 'skype'] ['event', 'critical', 'hostname', 'value', 'outpoint', 'threshold', 'oracle', 'sid', 'data', 'event', 'critical', 'hostname', 'value', 'outpoint', 'threshold', 'oracle', 'sid'] ['ticket', 'employment_status', 'new', 'non', 'employee', 'enter', 'user', 'name'] ['unable', 'disable', 'add', 'in', 'outlook'] ['ticket', 'update', 'inplant'] ['engineering_tool', 'say', 'connect', 'unable', 'submit', 'report'] ['hr_tool', 'site', 'load', 'page', 'correctly'] ['unable_login', 'hr_tool', 'card'] ['user', 'want', 'reset_password'] ['unable_open', 'payslip'] ['unable_login', 'company', 'vpn', 'website', 'try_open', 'new', 'session', 'use', 'link', 'able', 'get', 'through', 'pol', 'urgently', 'work', 'home', 'tomorrow', 'due', 'end', 'closing', 'unable_login', 'company', 'vpn'] ['undock', 'pc', 'screen', 'come', 'back'] ['erp_sid', 'account_lock'] ['unable', 'sign_into', 'vpn'] ['unable', 'check', 'payslip'] ['helodes', 'able', 'connect', 'vpn', 'home', 'office', 'couple', 'hour', 'ago', 'connect', 'work', 'anymore', 'get', 'message', 'session', 'expire', 'click_link', 'nothing_happens', 'need', 'dynamic_crm', 'click', 'chat', 'live', 'agent', 'regard', 'dynamic_crm', 'question', 'click', 'vpn', 'issue'] ['unable_connect', 'vpn'] ['user', 'call', 'vendor', 'phone_number'] ['able', 'connect', 'company', 'network', 'through', 'vpn', 'pol_check', 'cc', 'able', 'upload', 'result', 'no', 'company', 'network', 'vpn', 'work'] ['erp_sid', 'password_reset'] ['unable_login', 'hr_tool', 'check', 'payslip'] ['account_lock'] ['unable_login', 'hr_tool'] ['unable', 'log', 'erp_sid'] ['password_reset', 'collaboration_platform'] ['reset', 'user', 'password', 'client', 'id', 'undername', 'xyz', 'reset', 'user'] ['gentles', 'two', 'device', 'try', 'share', 'vip_address', 'try', 'share', 'one', 'printer', 'hostname', 'new', 'display', 'erp', 'display', 'use', 'decap', 'get', 'address', 'assign', 'printer', 'hard', 'cod', 'guess', 'address', 'get', 'set', 'static', 'address', 'decap', 'need', 'correct', 'display', 'pick', 'another', 'address', 'duplication', 'network', 'address'] ['es', 'password_reset'] ['unable', 'install', 'flash_player'] ['ticket', 'employment_status', 'new', 'non', 'employee'] ['erp_sid', 'account_unlock', 'password_reset'] ['status', 'button', 'disappear', 'after', 'second', 'unable', 'resolve', 'ticket', 'no', 'assign', 'self'] ['need', 'install', 'engineering_tool', 'pc', 'instal', 'engineering_tool'] ['call'] ['tablet', 'sound', 'work'] ['unable_login', 'system'] ['printer', 'printer', 'work', 'need', 'part', 'replace', 'reroute', 'job', 'queue', 'printer', 'printer', 'indicate', 'need', 'new', 'part', 'deliver', 'day', 'warehouse_tool', 'need', 'print', 'printer', 'need', 'take', 'care', 'today', 'since', 'warehouse_tool', 'print', 'picked', 'outside', 'vendor', 'pm', 'usa', 'daily', 'basis', 'contact', 'question', 'job', 'queue', 'today', 'reroute', 'job', 'printer', 'printer', 'issue', 'need', 'resolve', 'today'] ['unable_login', 'hr_tool_etime'] ['log_into', 'hr_tool_etime', 'through', 'single_sign_portal'] ['password', 'change', 'password_management_tool', 'didnt', 'update', 'erp', 'account'] ['job_job_fail_job', 'scheduler'] ['window', 'password', 'change', 'via', 'password_management_tool'] ['closing', 'call', 'agent', 'keep', 'ace', 'call', 'status', 'status', 'change', 'telephony_software'] ['job', 'mm', 'idly', 'fail_job_scheduler'] ['need', 'password_management_tool', 'password', 'password_reset', 'vip', 'need', 'password_management_tool', 'password', 'password_reset'] ['reset', 'scam', 'software', 'password', 'global', 'product', 'initiative', 'reset', 'scam', 'software', 'password'] ['account', 'kept', 'lock', 'possible', 'reason', 'mobile_device', 'email', 'setup', 'incorrect', 'password', 'store', 'window', 'network', 'password', 'match', 'account_lock', 'office'] ['reset_password', 'vet', 'lose', 'option', 'set', 'skype_meeting', 'recall', 'able', 'bring', 'back', 'last', 'time', 'skype_meeting'] ['enquiry', 'impact', 'reward', 'get', 'password_reset', 'enquiry', 'impact', 'reward'] ['need', 'dn', 'material', 'plant_plant', 'pic'] ['unlock', 'company', 'net', 'log', 'password', 'unlock', 'logion', 'password'] ['password', 'change', 'require', 'user', 'abc'] ['issue', 'outlook'] ['try', 'create', 'dlvy', 'mm', 'stop', 'stop', 'stop', 'plant_plant', 'create', 'dlvy'] ['apac', 'company', 'two', 'switch_since_et', 'company_ap_chn_apac', 'company', 'access_sw', 'company_ap_chn_apac', 'company', 'access_sw', 'apac', 'company', 'two', 'switch_since_et'] ['error', 'login', 'sid', 'system', 'verify_user', 'detail_employee', 'name', 'user', 'password_management_tool', 'wd', 'unlocked', 'erp', 'id', 'caller_confirm_able_login', 'issue_resolve', 'error', 'login', 'sid', 'system'] ['plant_plant', 'plant', 'issue', 'display', 'expo', 'soulz', 'expo', 'uskok', 'expo', 'know', 'expo', 'zubr', 'note', 'support', 'check', 'entry', 'delivery_note', 'post', 'good', 'issue'] ['kindly', 'release', 'lock', 'computer', 'user', 'xyz', 'user', 'name', 'user', 'lock', 'user', 'xyz'] ['laptop', 'speaker_work', 'require', 'dell', 'laptop', 'speaker_work', 'require'] ['user', 'need', 'connect_wireless', 'connection', 'home', 'user', 'connect', 'lan', 'home', 'connect', 'user', 'system_use_televiewer', 'checked', 'network', 'setting', 'user', 'login', 'home', 'wireless', 'disconnect', 'home', 'lan', 'user', 'confirm_able_login', 'home', 'wireless', 'issue_resolve', 'user', 'need', 'connect_wireless', 'connection', 'home'] ['ticket', 'update'] ['job', 'hr', 'payroll', 'fail_job_scheduler'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_global_telecomm', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage', 'yuk', 'al', 'ave', 'site_hard_since_pm', 'et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'germany', 'max', 'site_hard_since_et'] ['user', 'issue', 'log', 'outlook', 'retry', 'available', 'tomorrow', 'around', 'work', 'company', 'campus', 'request', 'reach', 'fix', 'issue', 'user', 'issue', 'log', 'outlook'] ['job_fail_job_scheduler'] ['service', 'need', 'monitor', 'manufacturing', 'drawing', 'approve', 'manufacturing', 'engineering_tool', 'stop', 'show', 'pdf', 'original', 'process', 'erp', 'production_order', 'interface', 'vendor', 'ba', 'cr', 'fc', 'destination_production_order_interface', 'vendor', 'view', 'accessible', 'file', 'can_not', 'stamp', 'stack', 'trace', 'coagent', 'erp', 'conn', 'co', 'tm', 'java_id', 'java', 'wt', 'coagent', 'erp', 'conn', 'co', 'tm', 'java_id', 'java', 'wt', 'coagent', 'erp', 'conn', 'co', 'tm', 'java_id', 'java', 'wt', 'coagent', 'profile', 'profile', 'java_id', 'profile', 'java', 'ju', 'pilm', 'mf', 'java_id', 'java', 'rhb', 'pilm', 'mf', 'java_id', 'java', 'rhb', 'pilm', 'mf', 'java_id', 'java', 'rhb', 'coagent', 'gumi', 'br', 'run', 'java_id', 'java', 'buda', 'apis', 'hapi', 'document', 'know', 'problem', 'fix', 'engineering_tool', 'draw', 'original', 'pdf', 'format', 'show'] ['job', 'apod', 'bop', 'plant', 'fail_job_scheduler'] ['job', 'mm', 'wkly', 'fail_job_scheduler'] ['unable_open', 'ie'] ['job', 'sid', 'cold', 'fail_job_scheduler'] ['label_syst', 'server_space_consume_space', 'available'] ['unable', 'view', 'payslip', 'hr_tool', 'time'] ['system', 'say', 'password', 'expires', 'tomorrow', 'want', 'change', 'new', 'password', 'allow', 'new', 'password', 'accept', 'say', 'server', 'authorize', 'kindly', 'check', 'needful', 'password_expire', 'tomorrow', 'password', 'expiry', 'tomorrow'] ['kiosk_user', 'reset_password', 'confirm', 'es_portal', 'access', 'issue'] ['mention', 'employee', 'user_id', 'able_login', 'es_portal', 'access', 'pay', 'slip', 'related', 'content', 'attendance_tool', 'user', 'reset', 'user_id', 'password', 'revert_back', 'es_portal', 'access', 'issue'] ['experience', 'issue', 'attendance_tool', 'log', 'every_time', 'try', 'log', 'through', 'single_sign_portal', 'follow', 'screen', 'get', 'displayed', 'stay', 'appreciate', 'support', 'fix', 'issue', 'attendance_tool', 'system', 'log', 'error'] ['excel', 'freeze', 'issue'] ['unable', 'sync', 'file', 'collaboration_platform'] ['unable', 'update', 'password', 'password_management_tool', 'password'] ['vitalist', 'transfer', 'reporting_tool', 'access', 'query'] ['user', 'say', 'callback'] ['unable', 'update', 'password', 'password_management_tool'] ['erp_sid', 'erp', 'production', 'password_reset', 'account_lock'] ['try', 'gain', 'access', 'pay', 'roll', 'information', 'hub', 'specifically', 'hr_tool_etime', 'portal', 'information', 'portal', 'come', 'without', 'problem', 'pay', 'stub', 'continuously', 'show', 'search', 'ring', 'server', 'issue'] ['ticket', 'update', 'ticket'] ['unable', 'display', 'expense_report'] ['password_reset'] ['unable_login', 'benefit', 'tab'] ['issue', 'outlook', 'view', 'call', 'let', 'share', 'screen'] ['unable', 'access', 'mail'] ['depside', 'sent', 'pm', 'temporarily_block', 'sync', 'mobile_device', 'use', 'exchange', 'administrator', 'authorizes', 'access', 'receive_message', 'local', 'expert', 'told', 'open', 'ticket', 'mobile_device_activation'] ['internal', 'work', 'after', 'external', 'sb'] ['blank_call'] ['update', 'inplant'] ['change_password', 'thru', 'get', 'error', 'pl', 'know', 'action', 'take', 'ensure', 'password', 'everywhere', 'since', 'msg', 'say', 'password', 'change_password', 'change', 'thru', 'password_management_tool', 'password'] ['unlock', 'personal', 'number', 'es'] ['intermittent', 'service', 'server', 'sid', 'require', 'probably', 'restart', 'production', 'server', 'error', 'occurs', 'production', 'show', 'internal_server_error', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable', 'local', 'list', 'issue', 'reproduce', 'production', 'company', 'customer', 'base', 'material', 'hus', 'pm', 'finish', 'company', 'customer', 'start', 'scratch', 'select', 'product', 'platform', 'hp', 'hus', 'pm', 'rough', 'screen', 'freeze', 'log', 'language', 'different', 'en', 'de', 'company', 'customer', 'base', 'material', 'issue', 'several_time', 'before', 'need', 'always', 'restart', 'server', 'tereu', 'good', 'contact_person', 'issue', 'work', 'root_cause', 'external', 'vendor', 'intermittent', 'service', 'server', 'sid', 'require', 'probably', 'restart', 'production', 'server'] ['unable', 'access', 'vpn'] ['unable_open', 'outlook'] ['install_driver', 'printer', 'hr', 'hostname'] ['unable', 'send_remails', 'outbox'] ['trayful', 'browser_microcoat_internet_explorer', 'can_not', 'seem', 'access', 'drawing', 'netweaver', 'application', 'instal', 'computer', 'take', 'page', 'colleague', 'access', 'business_client', 'drawing'] ['edify', 'browser_microcoat_internet_explorer', 'scrap', 'old', 'phone', 'mail', 'configure', 'take', 'permission', 'set', 'view', 'mail', 'phone', 'take', 'email', 'permission', 'personal', 'phone'] ['unable', 'view', 'payslip', 'ie'] ['reset', 'hr_tool', 'password_reset', 'password_reset'] ['channel_partner', 'email_address', 'receive_remails', 'regard', 'po', 'error', 'millisecond', 'angry', 'need', 'fix', 'erp', 'attach', 'file', 'extract', 'erp', 'document', 'remails', 'channel_partner', 'receive', 'multiple', 'remails', 'erp'] ['usa', 'company', 'interface', 'since_pm_et'] ['forgotten', 'password', 'erp_sid', 'make', 'attempt', 'fail', 'reset', 'user_id', 'password_reset'] ['es', 'login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'reset_password', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'es', 'login', 'issue'] ['unable', 'start', 'dell_tablet', 'device', 'unable', 'start', 'dell', 'device'] ['erp', 'print', 'tool', 'install'] ['browser_microcoat_internet_explorer', 'trouble', 'get_into', 'vpn', 'assist', 'trouble', 'get_into', 'vpn'] ['install', 'acrobat', 'standard'] ['password_reset', 'ad'] ['reset_password', 'sid', 'block', 'login', 'reset_password', 'erp', 'qaf', 'erp'] ['regional', 'controller', 'use', 'access', 'location', 'collaboration_platform', 'need', 'access'] ['crm', 'add', 'get', 'disabled', 'outlook'] ['outlook', 'hang'] ['vpn', 'work'] ['employee', 'get', 'error', 'user_authentication_fail', 'try', 'log_into', 'es_portal', 'able', 'access', 'erp', 'able', 'access', 'hub', 'reset', 'change_password', 'through_password_management', 'tool_password', 'get', 'error', 'can_not', 'find', 'account', 'wood', 'target', 'active_directory', 'user_id', 'reset_password', 'use_password_management', 'tool_password_reset'] ['job_backup', 'tool', 'ql', 'prod_inc_fail_job', 'scheduler'] ['note', 'continuous', 'erp', 'printing', 'happen', 'printer', 'print', 'give', 'locally', 'arrange', 'cancel', 'immediately', 'lot', 'paper', 'get', 'waste', 'printer'] ['java', 'viewer', 'work', 'need', 'access', 'view', 'scan', 'warehouse_tool', 'erp', 'assume', 'java', 'update', 'require', 'update', 'java', 'viewer'] ['observe_alert_monitoring_tool', 'hostname', 'currently', 'experience', 'high', 'cpu', 'utilization', 'investigate', 'hostname', 'currently', 'experience', 'high', 'cpu', 'utilization', 'investigate'] ['till', 'last_week', 'access', 'ibex', 'report', 'use', 'mem', 'portal', 'no', 'issue', 'start', 'week', 'system', 'incredibly', 'slow', 'log', 'finally', 'allow', 'access', 'report', 'issue', 'maintenance', 'access', 'right', 'rather', 'try', 'access', 'ibex', 'use', 'different', 'way', 'print', 'screen', 'see', 'after', 'log', 'also', 'able', 'get', 'finance', 'report', 'see', 'however', 'click', 'profitability', 'analysis', 'always', 'separate', 'window', 'open', 'however', 'apart', 'rom', 'screen', 'blank', 'appreciate', 'support', 'great', 'day', 'manage_director', 'finance', 'cee', 'tel', 'mob', 'company', 'polska', 'sp', 'cul', 'pohna', 'www', 'company', 'polska', 'sp', 'rolandic', 'pohna', 'cul', 'sp', 'ka', 'die', 'pohna', 'nowel', 'miastor', 'tilda', 'rolandic', 'nydia', 'viii', 'kr', 'pod', 'numbered', 'caput', 'zak', 'dowy', 'plan', 'nip', 'access', 'ibex'] ['window', 'account_lockout'] ['windy', 'shi', 'recall_message', 'ticket_comment_add', 'message', 'designate_recipient', 'use_contain', 'privileged', 'applicable_law', 'confidentiality', 'non', 'disclosure', 'content', 'addition', 'designate_recipient', 'person', 'strictly_prohibit', 'dissemination_distribution', 'copying', 'message', 'receive_message', 'mistake', 'notify_sender_delete_message', 'withdrawn', 'ticket_comment_add'] ['account_lock', 'erp_sid'] ['user', 'need', 'training', 'use', 'engineering_tool', 'view_drawing', 'connect', 'user', 'system_use_televiewer', 'educate', 'user', 'login', 'business_client', 'view_drawing', 'issue_resolve', 'user', 'need', 'training', 'use', 'engineering_tool', 'view_drawing'] ['unable', 'access', 'skype', 'password', 'show', 'error', 'skype', 'work'] ['account_unlock', 'request'] ['generate', 'delivery_note', 'order', 'can_not', 'issue', 'dn', 'despite', 'enough', 'stock', 'item', 'shipping', 'plant', 'sale_org', 'delivery', 'plant_plant', 'shipping', 'point', 'pc', 'delivery_note', 'creation', 'request'] ['error', 'login', 'sid', 'system'] ['unable', 'take', 'print'] ['would', 'unlock', 'supply_chain_software', 'account', 'reset', 'supply_chain_software', 'password', 'unlock', 'supply_chain_software', 'account'] ['try', 'change_password', 'acc', 'attach', 'mail', 'work', 'office', 'vacation', 'time', 'password_management_tool', 'link', 'work', 'password', 'expires', 'day', 'requirement', 'change_password', 'every_day', 'enhances', 'data', 'security', 'within', 'company', 'login', 'step', 'step', 'guide', 'use', 'self_service', 'tool', 'available', 'reply', 'email', 'require', 'assistance', 'submit_ticket_global', 'support_center', 'via', 'mode', 'ticket_tool', 'unable', 'access', 'password_management_tool', 'id', 'password', 'gradus'] ['job', 'hostname', 'fail_job_scheduler'] ['unable_login', 'erp_sid'] ['crm', 'license', 'user', 'duftry'] ['window_account_lock'] ['apply', 'mobile_phone', 'access', 'mail_box'] ['data', 'correctly', 'pull', 'employee', 'travel', 'tool', 'attendee', 'interface'] ['qindar', 'electrical', 'mechanical', 'mail', 'shipment', 'notification', 'setting'] ['want', 'recover', 'folder', 'recover', 'folder', 'mistake', 'copy', 'drive'] ['job_bowpin', 'hostname', 'inc_fail_job_scheduler'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_india', 'site_hard_since_pm', 'et', 'no_backup_circuit'] ['password_reset', 'request'] ['user', 'able', 'see', 'text', 'mail', 'iphone'] ['unable', 'sync', 'mail', 'outlook', 'wifi'] ['crm_tab', 'appear', 'outlook'] ['unable', 'submit_expense_report', 'lock', 'user'] ['need', 'approve', 'new', 'product', 'request'] ['change', 'desktop', 'wallpaper'] ['baht', 'rhd', 'browser_microcoat_internet_explorer', 'benefit', 'advisor', 'run', 'browser', 'unable_open', 'website'] ['assign', 'crm', 'license', 'use', 'profile', 'like', 'sd_crm'] ['issue', 'notebook', 'can_not', 'get', 'sound', 'can_not', 'participate', 'skype_call', 'sound'] ['need', 'undername', 'submit', 'insurance'] ['query', 'external', 'browser'] ['unable', 'access', 'benefit', 'lapp', 'hr_tool', 'one', 'time', 'access_deny', 'unable', 'access', 'benefit', 'lapp', 'hr_tool', 'one', 'time'] ['unable', 'see', 'current', 'course', 'ethic', 'user_id', 'unable', 'see', 'current', 'course', 'ethic'] ['user', 'clicked', 'driver_update', 'manually', 'after', 'restart', 'machine', 'receive', 'error', 'state', 'np', 'detect', 'fatal', 'error', 'user', 'clicked', 'driver_update', 'manually', 'after', 'restart', 'machine', 'receive', 'error'] ['erp_sid', 'account_unlock'] ['window', 'password_reset'] ['telephone', 'number', 'update'] ['insurance', 'information'] ['give', 'access', 'reporting_tool', 'map', 'tardy', 'tyum', 'ae', 'virtual', 'table'] ['loud', 'noise'] ['es', 'kiosk_user', 'password_reset'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'warehouse', 'node', 'company', 'ups', 'vpn_tr'] ['ed', 'sid', 'work_correctly', 'accounting', 'document', 'generate', 'automatically', 'without', 'error', 'approve', 'change', 'aw', 'ticket_comment_add'] ['export', 'shipment', 'grind', 'machine', 'apac', 'advance', 'information'] ['contact', 'phone', 'add', 'work', 'phone_number', 'profile'] ['add', 'member', 'dl'] ['java', 'issue', 'laptop'] ['support', 'fa', 'sonica', 'support', 'fa', 'story'] ['happen', 'pc', 'hang', 'umpteenth', 'time', 'present', 'blue_screen', 'white', 'write', 'problem', 'blue_screen'] ['job', 'pp_eu_tool', 'noh', 'ap', 'fail_job_scheduler'] ['eu_tool', 'crash', 'confirmation', 'delete', 'able', 'remove', 'scrap', 'confirmation', 'rectify', 'erp'] ['enable', 'active_directory', 'account', 'fidgety', 'need', 'active_directory', 'account', 'enable', 'enable', 'active_directory', 'account'] ['sync', 'remails', 'issue'] ['user', 'issue', 'internet_explorer', 'page', 'keep', 'refresh', 'end', 'doll', 'error', 'internet_explorer', 'issue'] ['unable', 'view', 'payslip'] ['two', 'customer', 'account', 'get', 'order', 'acknowledgement', 'automatically', 'like', 'past', 'year', 'top', 'parent', 'accts', 'automatically', 'send', 'acknowledgement', 'since', 'get', 'someone', 'look_into', 'affect', 'customer', 'pay', 'bill', 'use', 'acknowledgement', 'receiver', 'pay', 'bill', 'senior_sale', 'engineer', 'company', 'inc', 'customer', 'get', 'order', 'acknowledgement', 'automatically'] ['production_order', 'lock', 'user', 'no', 'one', 'able', 'unlock', 'order', 'unlocked', 'inspection', 'lot', 'process', 'production_order', 'lock'] ['always', 'get_into', 'finance', 'section', 'need', 'access', 'regional', 'controller', 'need', 'access', 'finance', 'section', 'hub'] ['vet', 'receive_message', 'tell', 'email', 'mention', 'sent'] ['email_address', 'confirmation'] ['connectivity', 'issue', 'between', 'erp_pi', 'sd_crm', 'due', 'certificate', 'renewal', 'azure', 'website', 'certificate', 'yet', 'update', 'erp_pi', 'side', 'issue', 'change', 'data', 'record', 'account', 'sale_area', 'data', 'partner', 'function', 'contact', 'lead', 'process', 'erp_pi', 'work', 'sd_crm', 'vice', 'versa', 'environment', 'prod', 'qaf', 'dev', 'issue', 'start', 'time', 'pm', 'troubleshoot', 'step', 'customer_master', 'report', 'issue', 'prospect_account', 'create', 'erp', 'come', 'into', 'sd', 'yet', 'erp_pi', 'observe', 'record', 'still', 'await', 'acknowledgement', 'status', 'basically', 'mean', 'yet', 'deliver', 'receive', 'target', 'system', 'upon', 'log', 'analysis', 'try', 'identify', 'root_cause', 'between', 'erp_pi', 'basis', 'sd', 'team', 'observe', 'issue', 'start', 'production_environment', 'since', 'around', 'est', 'observe', 'behavior', 'azure', 'mfg', 'tool', 'erp_pi', 'log', 'non', 'production_environment', 'well', 'find', 'error', 'erp_pi', 'system', 'mail', 'chain', 'root_cause', 'appear', 'certificate', 'azure', 'update', 'near', 'expiration', 'date', 'th', 'new', 'certificate', 'update', 'erp_pi', 'even', 'aware', 'change', 'production', 'azure', 'genapp', 'company', 'crm', 'sp', 'mfg', 'tolt', 'net', 'get', 'restart', 'around', 'connectivity', 'appear', 'broken', 'next', 'step', 'need', 'azure', 'genapp', 'certificate', 'chain', 'sent', 'erp', 'basis', 'update', 'erp_pi', 'system', 'reach', 'receive', 'certificate', 'detail', 'azure', 'admin', 'house', 'want', 'open', 'case', 'microcoat', 'certificate', 'receive', 'maybe', 'first', 'qaf', 'system', 'upon', 'confirmation', 'work', 'apply', 'production_environment', 'erp_pi', 'sd_crm', 'connectivity', 'issue', 'seriate', 'certificate', 'renewal'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'detailed_description_problem', 'error', 'say', 'need', 'download', 'install_software', 'driver', 'hostname', 'computer', 'print', 'type_document_printing', 'email_excel_word', 'word_warehouse', 'tool', 'delivery_note_production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'window', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'sure', 'mean', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily', 'erp', 'printer_rerouted_document_printing', 'correctly_scan_copy_document', 'attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'global_telecomm_notify_gsc', 'no', 'cert_start_no_additional', 'diagnostics_power', 'outage', 'australia', 'australia', 'site_hard_since_et'] ['unable', 'log_into', 'erp', 'account', 'even', 'correct', 'password', 'id', 'accepted', 'need', 'resolution', 'basis', 'unable', 'log_into', 'erp'] ['set', 'spare', 'company_own', 'iphone', 'cause', 'old', 'one', 'broken', 'agreement', 'supervisor', 'approval', 'attach', 'account', 'quarantine', 'activate_new', 'device', 'activate', 'iphone'] ['login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'reset_password', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'login', 'issue'] ['ic_welcome_next_available', 'agent_shortly', 'ic', 'interaction_alert_agent', 'ic_website_visitor_join', 'conversation', 'unable_print', 'printer'] ['ic_welcome_next_available', 'agent_shortly', 'ic', 'interaction_alert_agent', 'ic_website_visitor_join', 'conversation', 'estudy', 'rada', 'outlook', 'crash'] ['ic_welcome_next_available', 'agent_shortly', 'ic', 'interaction_alert_agent', 'ic_website_visitor_join', 'conversation', 'need', 'file', 'restore', 'drive'] ['ic_welcome_next_available', 'agent_shortly', 'ic', 'interaction_alert_agent', 'ic_website_visitor_join', 'conversation', 'byss', 'sid', 'logion_balance_error'] ['browser_microcoat_internet_explorer', 'problem', 'signing', 'skype', 'unable_login', 'fb'] ['password', 'mail', 'reset', 'create', 'password_reset', 'password', 'mail'] ['unlock', 'reset_password', 'sid', 'system', 'password', 'reservor', 'sid'] ['client', 'license', 'expire', 'client', 'mode', 'tel'] ['outbound_call', 'possible', 'via', 'germany', 'pbx', 'system', 'inbound', 'call', 'work_fine', 'check'] ['problem', 'drive'] ['pol', 'also', 'extend', 'purchasing', 'user', 'account', 'need', 'create', 'pr', 'mm'] ['would_pol', 'check', 'dn', 'generate', 'dn', 'generate', 'dn'] ['browser_microcoat_internet_explorer', 'vitry', 'open_excel_file', 'microcoat', 'online', 'work', 'vitry', 'open_excel_file', 'microcoat', 'online', 'work'] ['vip', 'unable', 'access', 'tab', 'several', 'day', 'hang', 'time', 'clock', 'need', 'resow'] ['business_client', 'work'] ['overtime', 'want', 'set', 'filter', 'reporting_tool', 'data', 'source', 'pk', 'publish', 'pk', 'otc', 'billing', 'otc', 'billing', 'get_error_message', 'reporting_tool', 'erp', 'ghana', 'error'] ['director', 'finance', 'business', 'company', 'reset', 'erp', 'ibex', 'password', 'seem', 'synchronize'] ['mail_com', 'netweaver', 'no_longer', 'work', 'open', 'cid', 'netweaver', 'stop', 'work'] ['effective_approve'] ['outlook', 'set', 'change'] ['new', 'password', 'account', 'name', 'password', 'account', 'no_longer', 'work', 'employee', 'present', 'early', 'layer', 'new', 'password', 'account', 'name'] ['check', 'status', 'button', 'see', 'purchasing', 'screen', 'check', 'status', 'tab', 'appear', 'purchasing', 'screen'] ['printer', 'scanner', 'scanner', 'no_longer', 'path', 'printer', 'problem', 'issue', 'information'] ['without', 'log', 'vpn', 'remote', 'unable_login', 'erp', 'throw', 'balance_error', 'unable_open', 'erp_sid', 'office'] ['provide', 'immediately', 'skype_meeting', 'option', 'presently', 'enable', 'skype_meeting'] ['outlook', 'receive', 'box', 'folder', 'into', 'folder', 'every_day', 'office', 'prompt', 'update'] ['login', 'skype', 'would_pol', 'check', 'login', 'skype'] ['sn', 'identify', 'unavailable', 'via', 'sers', 'monitoring', 'service', 'no', 'sers', 'connectivity'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'see_attachment', 'unable_create_delivery', 'print', 'post', 'detail', 'information', 'see_attachment'] ['unable', 'load', 'ethic', 'module'] ['set', 'email', 'access', 'private', 'cell_phone', 'forward', 'company', 'email', 'private', 'phone'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_india', 'site_hard_since_pm', 'et', 'no_backup_circuit'] ['unable', 'log', 'es'] ['skype', 'error', 'log'] ['vitalist', 'transfer', 'crm', 'installation'] ['unable', 'access', 'benefit', 'tab'] ['laptop', 'slow', 'dialog', 'bog', 'open', 'choppy', 'flicker', 'delayed'] ['th', 'run', 'full', 'production', 'need', 'erp', 'update', 'push', 'several', 'hour', 'run', 'full', 'production', 'need', 'erp', 'update', 'push', 'several', 'hour'] ['india', 'access_sw', 'sw', 'go_pm_et'] ['need', 'password_reset'] ['issue', 'pdf', 'viewer', 'iphone'] ['engineering_tool', 'connect', 'network', 'even_though', 'vpn', 'connect'] ['issue', 'outlook', 'crm', 'phone', 'computer', 'sent', 'iphone', 'outlook', 'crm'] ['need', 'erp', 'password_reset'] ['general', 'ing', 'training', 'need', 'access', 'training', 'development', 'application', 'microcoat', 'dynamic', 'sr', 'global', 'ethic_compliance', 'technology', 'way', 'usa_pa', 'need', 'security', 'dev', 'copy', 'crm'] ['internal', 'user', 'unable', 'download', 'discount', 'price', 'file', 'distributor_tool', 'company_center', 'issue', 'probably', 'related', 'change', 'make', 'tp', 'download', 'need', 'fix', 'issue', 'erp', 'cause', 'lose', 'sale', 'external', 'user', 'work_fine', 'price', 'maintenance', 'abamp', 'report', 'pricing', 'maintain', 'price', 'data', 'erp', 'erp', 'go', 'limited', 'pricing', 'function', 'price', 'related', 'uploads', 'into', 'erp', 'however', 'function', 'distributor', 'discount', 'report', 'report', 'see', 'problem', 'usa', 'access', 'also', 'internal', 'user', 'especially', 'external', 'user', 'seem', 'access', 'internal', 'user', 'unable', 'download', 'discount', 'price', 'file', 'distributor_tool', 'company_center'] ['unable_login', 'collaboration_platform'] ['unable', 'receive_remails', 'company', 'provide', 'iphone'] ['eu_tool'] ['request', 'reset', 'microcoat', 'online', 'service', 'password'] ['pick', 'old', 'eq'] ['problem', 'lan', 'theyd'] ['support'] ['undername', 'lock', 'computer', 'send', 'message', 'behalf', 'quality', 'technologist', 'undername', 'lock'] ['unable_connect', 'lan', 'internet'] ['install', 'collaboration_platform'] ['receive', 'sponsor', 'portal', 'internal', 'error', 'attempt', 'issue', 'guest_wifi', 'access', 'link', 'give', 'use', 'can_not', 'access', 'guest_wifi', 'sponsor', 'portal'] ['user', 'need', 'login', 'company', 'vpn', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'company', 'vpn', 'user', 'confirm', 'abl', 'veto', 'login', 'erp_sid', 'issue_resolve', 'user', 'need', 'login', 'company', 'vpn'] ['need', 'map', 'mailbox', 'colleague'] ['new', 'detail', 'update', 'obj', 'report', 'es', 'opening', 'ibex', 'report', 'es', 'refer', 'report', 'still', 'show', 'old', 'data', 'need', 'reflect', 'new', 'data', 'new', 'detail', 'update', 'erp', 'phone', 'new', 'detail', 'update', 'obj', 'report', 'es'] ['email', 'font', 'show', 'small', 'reply_remails', 'connect', 'user', 'system_use_televiewer', 'correct', 'font', 'size', 'advise', 'user', 'check', 'user', 'confirm', 'fine', 'issue_resolve', 'email', 'font', 'show', 'small', 'reply_remails'] ['reset_password', 'heathy', 'histed', 'use_password_management', 'tool_password_reset'] ['computer', 'maintenance', 'dept', 'fix'] ['computer', 'old', 'canc', 'area', 'fix', 'erp'] ['user', 'need', 'new', 'telephony_software', 'password'] ['want', 'connect', 'workstation', 'printer', 'germany', 'follow', 'screen_shot', 'say', 'need', 'permission', 'connect', 'printer', 'system', 'administrator', 'many', 'vip', 'printer', 'connection', 'request'] ['can_not', 'get', 'onto', 'network', 'pc'] ['login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'unlocked_account', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'vip', 'login', 'issue'] ['unable_login', 'hub', 'misplace', 'password', 'hub'] ['user_id', 'reset', 'sid', 'password'] ['need', 'setup', 'guest', 'wi_fi', 'access'] ['good_day', 'assist', 'issue', 'click', 'view', 'commercial', 'warehouse_tool', 'appear', 'blank', 'trouble', 'view', 'printing', 'warehouse_tool'] ['outlook', 'open'] ['issue', 'severe', 'especially', 'after', 'pm', 'everyday', 'want', 'talk', 'engineering_tool', 'administration', 'check', 'account', 'engineering_tool', 'take_long', 'time', 'load'] ['can_not', 'see', 'folder', 'outlook', 'remails', 'appear', 'view', 'folder', 'list', 'outlook', 'disappear'] ['can_not', 'access', 'erp', 'hq', 'network_drive', 'internal', 'network_drive', 'access', 'work_fine', 'perform', 'flush', 'dun', 'windsock', 'reset', 'still', 'fogo', 'multiple', 'user', 'affected', 'vip', 'can_not_connect', 'network_resource', 'hq'] ['training_room', 'intercom', 'work', 'training_room', 'intercom', 'work'] ['data', 'back', 'germany'] ['server', 'locate', 'germany', 'location', 'since'] ['germany', 'company', 'pbx', 'trunk', 'card', 'since_et'] ['account'] ['able', 'sign', 'onto', 'vpn', 'user', 'name', 'password', 'say', 'incorrect', 'password', 'one', 'always', 'use', 'unable', 'sign', 'vpn'] ['source_vip_system', 'name', 'user', 'theyd', 'location', 'usa', 'sum_status', 'no', 'update_field_sale', 'user', 'no_sw_event', 'log', 'see', 'security_incident', 'ipl', 'no', 'entry', 'vip'] ['shortcut', 'opening', 'multiple', 'folder'] ['require', 'system', 'update', 'govt', 'tender', 'upload', 'portal', 'follow', 'computer', 'computer', 'name_service_tag', 'no', 'model', 'detail', 'octuplex', 'confirm', 'basis', 'system', 'nudation', 'govt', 'tender', 'procurement'] ['account_lock', 'unable_login', 'pc'] ['after', 'error_message', 'server', 'disconnect', 'can_not', 'make', 'edits', 'calendar', 'no', 'invitation', 'calendar', 'no', 'calendar', 'entry', 'possible', 'access', 'disconnect'] ['job', 'pp_eu_tool', 'conf', 'ap', 'fail_job_scheduler'] ['expense_report', 'receipt', 'entry', 'screen', 'keep', 'lock', 'cause', 'delay', 'enter', 'expense_report', 'especially', 'wherein', 'multiple', 'entry', 'require', 'expense_report', 'receipt', 'entry', 'screen', 'keep', 'lock'] ['install', 'eu_tool'] ['provide_access', 'drive', 'view_drawing', 'live', 'mw', 'live', 'access', 'live', 'mw', 'live', 'hostname'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'start', 'ramet', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'germany', 'site', 'since', 'ramet'] ['entire', 'location_germany', 'network', 'user', 'mention', 'application', 'erp', 'outlook', 'internet', 'intranet', 'entire', 'location_germany', 'network', 'germany'] ['hostname_volume', 'disk', 'consume'] ['refer_screen_shot', 'warm', 'let', 'talk', 'play'] ['hostname', 'obj', 'cpu', 'load', 'server', 'high', 'currently', 'utilization', 'since'] ['purchasing', 'input', 'related', 'information', 'also', 'generate', 'order_number', 'check', 'erp', 'mea', 'no', 'data', 'check', 'pol', 'purchasing', 'work'] ['eu_tool', 'update', 'every_minute', 'run'] ['kindly', 'copy', 'desktop', 'file', 'user_id', 'local', 'folder'] ['account', 'currently', 'lock', 'user', 'can_not', 'log', 'system', 'administrative', 'assistant', 'problem'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage_india', 'carrier', 'company_ap_ind', 'carrier', 'vpn', 'since_et'] ['error_message', 'try_open', 'shop', 'shop', 'failure', 'can_not', 'enter', 'select', 'shop', 'reason', 'authentication', 'data', 'miss', 'cookie', 'accepted', 'client', 'catalogue', 'move', 'another', 'url', 'see_attach', 'mail', 'detail', 'purchasing', 'catalog', 'de', 'droschken', 'work'] ['thank', 'calendar', 'entry'] ['need', 'wireless_mouse', 'laptop'] ['label_printer', 'print', 'wk'] ['follow', 'user_id', 'winnow', 'lock', 'pl', 'user_id', 'window', 'lock'] ['data', 'download', 'machine', 'stand', 'still', 'machine', 'file', 'udo', 'file', 'warden', 'zip', 'ex', 'format', 'data', 'download'] ['erp', 'training_room', 'connect', 'beamer', 'reopen', 'user', 'call', 'refer', 'tkt', 'inplant', 'erp', 'training_room', 'connect', 'beamer'] ['unable', 'scan', 'after', 'reset_password', 'password_management_tool', 'contact', 'number', 'scan', 'document', 'land', 'scan', 'folder', 'check', 'unable', 'scan', 'after', 'reset_password', 'password_management_tool'] ['file', 'print', 'due', 'error', 'hostname', 'tc', 'printer', 'issue'] ['eng', 'record', 'engineering_tool', 'use', 'see_attachment', 'detailed', 'engineering', 'record', 'issue'] ['business_client', 'soft', 'ware', 'work', 'computer', 'business_client', 'work'] ['put', 'new', 'password', 'account', 'yesterday', 'change_password', 'work', 'hors', 'since', 'work', 'suspicion', 'new', 'password', 'like', 'past', 'year', 'ago', 'want', 'log_into', 'password_management_tool', 'password', 'without', 'success', 'new', 'password', 'work', 'vpn'] ['pol', 'extend', 'mm', 'user', 'name', 'tanak', 'need', 'create', 'pr', 'mm'] ['expert', 'like', 'continue', 'receive', 'support', 'set', 'hand', 'set', 'remails', 'pol', 'find', 'reply', 'wifi', 'data', 'plan', 'service', 'provider', 'require', 'setup', 'email', 'mobile_device', 'use', 'wifi', 'device', 'company_own', 'replacement', 'old', 'device', 'ensure', 'company', 'data', 'remove', 'old', 'device', 'delete', 'exchange_setup', 'setting', 'mail', 'contact', 'calendar', 'ok', 'personal_device', 'attach', 'approval', 'form', 'sign', 'ticket_tool', 'ticket', 'enclose', 'ensure', 'device', 'company', 'approve', 'email', 'setup', 'company', 'approve', 'device', 'contact', 'gsc', 'exchange_setup', 'personal_device', 'contact', 'device', 'vendor', 'also', 'refer', 'faq', 'section', 'step', 'exchange_setup', 'complete', 'device', 'seem', 'set', 'hand', 'set', 'remails'] ['close', 'cost_center', 'close', 'cost_center'] ['unable_login', 'window'] ['message', 'process', 'document', 'erp', 'workfellow', 'find', 'none', 'advise', 'credit', 'memo', 'request', 'approval'] ['engineering_tool', 'upload', 'issue'] ['unable', 'log', 'collaboration_platform'] ['unable', 'pull', 'report', 'sale', 'tab', 'es', 'unable', 'pull', 'report', 'sale', 'tab'] ['reset', 'user', 'password'] ['query', 'regard', 'log', 'benefit', 'portal'] ['inquiry', 'erp_sid', 'ibex', 'analysis'] ['interface', 'usa_plant', 'mil', 'since_pm', 'cc', 'communication', 'mbps', 'circuit', 'id', 'interface', 'usa_plant', 'mil', 'since_pm'] ['assist', 'thrymsa', 'log_into', 'reporting_tool', 'crm', 'see_attach_screen_shot', 'unable', 'access', 'use', 'window', 'credential'] ['outlook_freeze', 'mobile_broadband'] ['configure', 'calendar', 'phone', 'sync', 'outlook'] ['outlook_freeze', 'issue'] ['unable', 'find', 'shortcut', 'erp'] ['hr_tool', 'app', 'soso', 'page', 'open', 'beshroud', 'screen', 'open', 'pay', 'tax', 'tab', 'nothing', 'view', 'pay', 'record', 'hr_tool', 'work'] ['unable_open', 'outlook', 'get_error_message', 'new', 'guard', 'page', 'stack', 'can_not', 'create', 'restart_computer', 'start', 'outlook', 'safe_mode', 'use', 'repair', 'function', 'outlook', 'advise', 'outlook', 'open'] ['need', 'access', 'enter', 'forecast', 'cost_center', 'request', 'receive', 'access', 'end', 'access', 'appear', 'go', 'need', 'need', 'access', 'erp'] ['node_locate_usa', 'since_pm', 'interface', 'fc', 'landplane', 'since_pm', 'node_locate_usa', 'since_pm'] ['account_lock', 'need', 'unlock'] ['followup', 'ticket'] ['hr_tool_etime', 'unable', 'see', 'payroll', 'statement', 'try', 'access', 'receive', 'screen', 'move', 'view', 'hr_tool', 'payroll', 'sign'] ['pl', 'support', 'resolve', 'problem', 'vpn', 'password', 'work'] ['able', 'enter', 'project', 'lean_tracker', 'collaboration_platform', 'see_attach', 'error', 'able', 'enter', 'project', 'lean_tracker', 'collaboration_platform'] ['associate', 'leave', 'vesp', 'end', 'outlook', 'outlook', 'go', 'receive', 'email', 'store', 'collaboration_platform', 'see', 'anything', 'click_link', 'email', 'restore', 'through', 'email', 'delegation'] ['myrt', 'story', 'retire', 'plant', 'usa', 'replace', 'request', 'access', 'collaboration_platform', 'copy', 'relevant', 'document', 'before', 'delete', 'per', 'mail', 'access', 'retire', 'employee', 'collaboration_platform'] ['can_not', 'open_excel_file', 'hostname_department', 'harm', 'pricing', 'current', 'pricing', 'fy', 'file', 'slow', 'open', 'freeze', 'can_not', 'open_excel_file', 'hostname_department', 'harm', 'pricing', 'current', 'pricing', 'fy'] ['can_not', 'print', 'profile'] ['can_not', 'print', 'window', 'new', 'pc', 'give'] ['intermittent', 'wireless', 'issue'] ['complete', 'reset_password', 'use_password_management', 'tool_password_reset'] ['complete', 'reset_password', 'erp', 'development', 'erp'] ['outlook', 'slow'] ['vpn', 'meter', 'amount', 'data', 'transfer'] ['trey', 'would_like_recall', 'message', 'incident', 'ticket', 'assign', 'recall', 'incident', 'ticket', 'assign'] ['account', 'get', 'lock', 'id', 'change', 'company', 'company', 'account', 'get', 'lock'] ['license', 'query', 'license'] ['unable_login', 'engineering_tool'] ['password', 'change', 'request'] ['ing', 'pl', 'ignore'] ['unable_login', 'erp', 'system', 'engineering_tool', 'sid', 'reset_password', 'erp_production_cm'] ['misplace', 'login', 'information', 'es'] ['reset', 'erp_sid', 'password', 'vd'] ['misplace', 'undername_password', 'unable_login', 'hub'] ['per', 'system', 'instruction', 'reset_password', 'unable_login', 'erp', 'system', 'sid', 'reset_password', 'use_password_management', 'tool_password_reset'] ['unable_login', 'hub', 'misplace', 'undername_password'] ['password_reset', 'citril'] ['unable', 'use', 'sabra', 'head', 'phone', 'skype_call'] ['remove', 'mail', 'reminder', 'workfellow', 'system', 'requisition', 'approval', 'get', 'repeat', 'mail', 'reminder', 'purchase', 'approval', 'workfellow', 'task', 'complete', 'long', 'ago', 'remove', 'mail', 'reminder', 'workfellow', 'system', 'requisition', 'approval'] ['user', 'accidentally', 'delete', 'information', 'collaboration_platform', 'yesterday', 'possible', 'recover', 'information', 'collaboration_platform', 'delete', 'information'] ['add', 'user', 'member', 'website', 'ownership', 'user', 'edit', 'access', 'rosetum', 'athodyd', 'thumb', 'collaboration_platform', 'site', 'request'] ['after', 'set', 'new', 'overall', 'password', 'access', 'erp', 'many', 'fails', 'reset_password', 'erp', 'production', 'erp'] ['colleague', 'need', 'future', 'fully', 'erp', 'acceptance', 'plant_plant', 'germany', 'plant_plant', 'need', 'erp', 'possibility'] ['problem', 'portal'] ['password_reset', 'need', 'unable_login', 'erp'] ['misplace', 'undername_password', 'unable_login', 'pc'] ['unable', 'join', 'setup', 'skype_meeting'] ['rama', 'workfellow', 'error', 'status', 'advise', 'reason', 'error', 'restart', 'workfellow', 'rama', 'workfellow', 'error', 'status'] ['setup', 'recheer', 'hr', 'thyiad', 'thyiad', 'consult'] ['edh', 'employee', 'computer', 'access', 'terminate', 'usa', 'access', 'back', 'erp', 'last_day', 'company', 'employee', 'account', 'reactivation', 'edh'] ['recurrent', 'network_outage', 'every_minute', 'intranet', 'internet', 'affected', 'contact', 'recurrent', 'network_outage', 'every_minute', 'penni'] ['since', 'engineering_tool', 'user', 'south_america', 'report', 'engineering_tool', 'show', 'message', 'after', 'logion', 'related', 'server_hostname', 'pilm', 'server', 'see_attach', 'message', 'engineering_tool', 'show', 'message', 'user', 'south_america', 'after', 'logion'] ['reactivate_account', 'laptop', 'one', 'hr', 'auditor', 'account', 'theyd', 'active', 'recall', 'yi', 'sent', 'reactivate_account', 'laptop', 'hr', 'auditor', 'account', 'active', 'recall', 'ticket', 'open', 'make', 'reactivate_account', 'laptop', 'one', 'hr', 'auditor', 'account', 'theyd', 'active', 'recall'] ['follow', 'sale', 'manager', 'can_not', 'see', 'sale', 'view', 'business_object', 'explorer', 'theyd', 'check', 'security', 'setting', 'respect', 'obj', 'sale', 'view', 'business_object', 'explorer'] ['reset_password', 'use_password_management', 'tool_password_reset'] ['problem'] ['support', 'fa', 'spark'] ['midband', 'exchange', 'printer'] ['writes', 'company_eu', 'plant', 'mail', 'inform', 'primary', 'telephone', 'flow', 'incoming', 'call', 'external', 'call', 'run', 'open', 'tck', 'telecomm', 'investigate', 'solve_problem', 'tck', 'no', 'primary', 'telephone', 'flow', 'company', 'plant'] ['enter', 'obj', 'able', 'look_into', 'space', 'see', 'error', 'enter', 'space', 'sale', 'company', 'western', 'europe', 'obj', 'access', 'work'] ['sale', 'manager', 'see', 'view', 'obj', 'anymore', 'global', 'access', 'need', 'pull', 'data', 'analysis', 'reinstall', 'global', 'access', 'theyd', 'obj', 'access', 'sale', 'manager'] ['skype', 'adon', 'go', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'need', 'skype', 'cotton', 'outlook', 'go', 'need', 'skype', 'cotton', 'outlook', 'go', 'skype', 'adon', 'go'] ['user_id', 'involve', 'buat', 'ing', 'ec', 'ecce', 'ask', 'install', 'pc', 'client', 'installation', 'kit', 'vet', 'do', 'link', 'start', 'pc', 'enter', 'window', 'user', 'name', 'window', 'password', 'receive', 'follow_error_message', 'user', 'maintain', 'project', 'fy', 'release', 'contact', 'pc', 'admin', 'pc', 'delivers', 'error_message', 'user', 'maintain', 'project', 'fy', 'release', 'contact', 'pc', 'admin'] ['phone', 'cigaret', 'ex', 'professional', 'tel', 'no_longer', 'load', 'connection', 'defective'] ['setup', 'user', 'back', 'erp'] ['follow', 'problem', 'due', 'necessary', 'change', 'tool', 'receive', 'order', 'update', 'cost', 'cockpit', 'save', 'quote', 'work', 'error_message', 'field', 'mgr', 'can_not', 'change', 'ready', 'input', 'hint', 'solve', 'before', 'work', 'new', 'thing', 'order', 'run', 'erp', 'data', 'case', 'necessary', 'order', 'concern', 'item', 'erp', 'change', 'new', 'cost', 'work', 'cockpit', 'field', 'mgr'] ['user', 'lock', 'wk'] ['terminal', 'plant', 'germany', 'no', 'communication', 'server', 'orth', 'send', 'message', 'terminal', 'plant', 'germany', 'no', 'communication', 'server', 'orth', 'com', 'server', 'orth'] ['after', 'ie_browser', 'open', 'crm', 'system', 'prompt', 'user', 'cancel', 'log', 'crm', 'system'] ['kindly', 'request', 'give', 'access', 'drive', 'access', 'drive'] ['kindly', 'add', 'user_id', 'erp', 'business', 'analytics', 'ticket_tool', 'tool'] ['desktop', 'item', 'miss', 'save', 'attachment'] ['hostname', 'currently', 'experience', 'high', 'cpu', 'utilization', 'investigate'] ['mass', 'upload', 'change', 'condition', 'table', 'crm'] ['server', 'active_directory', 'locate', 'philadelphy', 'ia', 'since_et'] ['block', 'user', 'say'] ['give', 'full', 'access', 'user', 'folder', 'mention', 'subject', 'access', 'hostname_department'] ['browser_microcoat_internet_explorer', 'user', 'account', 'block', 'user', 'account', 'block'] ['yesterday', 'around', 'miss', 'time', 'data', 'data', 'strongly', 'daily', 'evaluation', 'performance', 'degree', 'need', 'miss', 'time', 'data', 'germany_steel'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'procacity', 'germany', 'vpn_router', 'since_et'] ['browser_microcoat_internet_explorer', 'unable_open', 'collaboration_platform', 'link', 'share', 'europe', 'counterpart', 'user', 'collaboration_platform', 'unable_open', 'collaboration_platform', 'link', 'share', 'europe', 'counterpart'] ['browser_microcoat_internet_explorer', 'reach', 'password_management_tool', 'password', 'change_password', 'reach', 'password_management_tool', 'password', 'change_password'] ['pl', 'add', 'name', 'also', 'need', 'administrative', 'control', 'since', 'head', 'after', 'raob', 'left_company', 'bendell'] ['job', 'sid', 'fail_job_scheduler'] ['provide_detail_issue', 'computer', 'open', 'mailbox', 'thank', 'display', 'system', 'error', 'unable', 'create_new', 'display', 'stack_guard', 'page', 'give', 'desktop', 'share', 'id', 'sd', 'office', 'outlook', 'open', 'display', 'create_new', 'stack_guard', 'page'] ['ay', 'invisible', 'folder', 'hostname_team', 'business', 'ay', 'get', 'satem', 'anthryl'] ['login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'unlocked_account', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'login', 'issue'] ['caber', 'security'] ['check', 'look_like', 'abohm', 'office', 'instal', 'ii', 'access', 'database', 'work', 'pacific', 'outlook', 'stop', 'update', 'receive', 'send', 'mail', 'since', 'fr'] ['logion_balance_error', 'erp_sid', 'user', 'call', 'behalf', 'user', 'logion_balance_error', 'erp_sid'] ['backup', 'company', 'provide', 'mobile_phone'] ['create', 'ad', 'ad', 'lowercase', 'ad'] ['activate', 'badge', 'number', 'misc', 'training', 'need', 'active', 'cst', 'pm', 'cst', 'badge', 'misc', 'training'] ['miss', 'sale', 'tab', 'enterprise', 'portal', 'give', 'access', 'crm', 'access', 'crm', 'can_not', 'get_into', 'crm'] ['need', 'access', 'follow', 'path', 'see', 'approval', 'company', 'usa_plant', 'controller', 'provide_access'] ['unable_login', 'collaboration_platform', 'password_reset'] ['call', 'vip', 'phone', 'go', 'warehouse_toolman', 'even', 'ring'] ['sale_area', 'selection', 'opportunity', 'filter', 'account', 'extend', 'see_attach', 'email', 'communication', 'include', 'example', 'account', 'sale_area', 'selection', 'opportunity', 'filter', 'account', 'extend', 'instead', 'show'] ['pc', 'detect', 'dock_station'] ['trouble', 'connect', 'remote', 'site', 'usa', 'trouble', 'connect'] ['reboot', 'computer', 'log_into', 'another', 'computer', 'get', 'blank_screen', 'can_not_log_into', 'erp'] ['usa', 'file', 'server_hostname', 'fail', 'hard_drive'] ['unlock_account', 'user_id', 'case', 'account_expire', 'extend', 'access', 'account', 'user', 'contact', 'doubt', 'return', 'unlock_account', 'user_id'] ['unable_login', 'outlook'] ['logion_balance_error', 'erp'] ['undername', 'use', 'login', 'company', 'via', 'citril', 'assume', 'need', 'delete', 'user', 'profile', 'citril', 'server', 'send', 'ticket', 'citril', 'account', 'active_directory', 'lock', 'october', 'bereft', 'password_reset', 'account', 'login', 'user', 'last', 'password', 'doesnt', 'work', 'login', 'moment', 'undername', 'use', 'login', 'company', 'via', 'citril'] ['lock', 'go', 'onto', 'password_management_tool', 'reset_password', 'list', 'unlock_account', 'erp', 'access', 'lock'] ['internet_connection', 'appear', 'work', 'wireless', 'unable_connect', 'home', 'internet'] ['unable', 'sign_into', 'reporting_tool', 'someone', 'assist', 'correct', 'user', 'name', 'password', 'never', 'sign_into', 'before', 'unable', 'sign', 'reporting_tool'] ['vitalist', 'transfer', 'crm', 'calendar', 'show', 'outlook'] ['work', 'home', 'start', 'vpn', 'can_not', 'access', 'erp', 'keep_get', 'logion_balance_error', 'suggest', 'submit', 'usa', 'unable', 'access', 'erp', 'through', 'vpn_connection'] ['colleague', 'would', 'activate_new', 'iphone', 'company', 'detail', 'see', 'mail', 'many', 'mobile_device_activation'] ['effective_approve', 'effective_approve'] ['browser_microcoat_internet_explorer', 'erp', 'obliqued', 'many', 'frailes', 'attempt', 'tank', 'erp'] ['unable', 'join', 'skype_meeting', 'skype', 'keep', 'freeze', 'skype', 'online', 'meeting', 'freeze'] ['unable_connect', 'company_center', 'sale_org', 'work'] ['browser_microcoat_internet_explorer', 'unable_connect', 'internet', 'use', 'broadband', 'service', 'unable_connect', 'global_telecomm', 'broadband'] ['office', 'long_time', 'need', 'assistance', 'log', 'back', 'pc', 'office', 'moment', 'password_expire'] ['browser_microcoat_internet_explorer', 'attendance_tool_password', 'forgot', 'attendance_tool_password', 'forgot'] ['erp', 'quote', 'ptp', 'net_price', 'antic', 'unit_price', 'cost', 'load', 'see', 'email', 'attach', 'need', 'quote', 'send', 'customer', 'order', 'erp', 'qt', 'ptp', 'antic', 'price', 'calculate', 'quote'] ['error_message', 'possible', 'retrieve', 'facet', 'value', 'start', 'explore', 'information', 'space', 'contain', 'data', 'use', 'bobotee', 'application', 'search', 'explorer', 'analytics', 'erp', 'netweaver', 'portal'] ['hub', 'post', 'publish', 'time', 'change', 'erp', 'revert', 'question', 'plan', 'service', 'disruption', 'event', 'daylight', 'saving', 'time', 'end', 'begin', 'pm', 'edit', 'th', 'november', 'end', 'follow', 'time', 'change', 'est', 'november', 'affected', 'erp', 'user', 'erp', 'system', 'include', 'erp', 'pilm', 'lbw', 'crm', 'supply_chain', 'cm', 'reason', 'erp', 'system', 'must', 'stop', 'during', 'time', 'change', 'prevent', 'data', 'inconsistency', 'question', 'corporate', 'metacenter', 'network', 'operation', 'time', 'change'] ['job', 'hostname', 'db', 'daily_fail_job_scheduler'] ['crack', 'screen', 'turn', 'touch', 'screen', 'no_longer', 'jump', 'curser', 'around', 'phone', 'pc', 'crack', 'screen', 'turn', 'touch', 'screen', 'no_longer', 'jump', 'curser', 'around'] ['browser_microcoat_internet_explorer', 'reset_password', 'mikir', 'password_reset', 'mikir'] ['unable_login', 'skype'] ['outlook', 'collapse', 'two', 'time', 'restart', 'laptop', 'startup', 'anymore', 'restart', 'screen', 'half', 'hour', 'image', 'jpg', 'met', 'groset', 'directeur', 'company', 'laptop', 'issue'] ['come', 'spanish', 'told', 'mean', 'english', 'enter', 'ticket', 'collaboration', 'receive', 'collaboration_platform', 'deletion', 'remails', 'english'] ['back', 'office', 'after', 'week', 'saw', 'vip_address', 'conflict', 'message', 'request', 'restart', 'see', 'message', 'vip_address', 'conflict'] ['scan', 'work', 'home', 'printer'] ['skype_meeting', 'add', 'get', 'disabled', 'outlook'] ['connect', 'note', 'book', 'vpn', 'page', 'sn', 'show', 'connect', 'note', 'book', 'vpn'] ['today', 'erp', 'work', 'attempt', 'use', 'erp', 'client', 'show', 'message', 'attach', 'microcoat', 'odic', 'driver', 'login', 'fail', 'user', 'reason', 'password', 'account_expire', 'contact', 'vendor', 'say', 'password_expire', 'due', 'setting', 'configure', 'company', 'ba', 'ba', 'unlock_account', 'change_password', 'setup', 'erp', 'new', 'password', 'password_expire', 'south_america', 'erp', 'work'] ['face_issue', 'no', 'sound', 'during', 'skype_meeting', 'kindly_needful', 'speaker_work', 'skype'] ['regard', 'ticket', 'fix', 'key', 'user', 'report', 'attach', 'email', 'application', 'show', 'problem', 'today', 'contact', 'vendor', 'told', 'verify', 'recommend', 'run', 'command', 'investigate', 'also', 'suggest', 'involve', 'ba', 'also', 'verify', 'seem', 'db', 'miss', 'information', 'problem', 'ticket', 'fix', 'back'] ['browser_microcoat_internet_explorer', 'printer', 'still', 'work', 'after', 'system', 'restart', 'printer', 'printing'] ['problem', 'fusser'] ['window', 'password_expire', 'soon'] ['support', 'give', 'permission', 'read_write', 'load', 'upload', 'file', 'global', 'team', 'drive', 'folder', 'gm', 'sage', 'many', 'aw', 'team', 'drive', 'folder', 'retention', 'deletion', 'review', 'respond'] ['group', 'iou', 'delete', 'iou', 'also', 'delete', 'boza', 'deletion'] ['browser_microcoat_internet_explorer'] ['check', 'billing', 'block', 'remove', 'automatically', 'billing', 'block', 'remove', 'automatically'] ['need', 'create_delivery_note_stop', 'work'] ['browser_microcoat_internet_explorer', 'reset', 'erp', 'password', 'erp_sid', 'erp', 'production', 'password_reset'] ['need', 'install', 'printer'] ['report', 'colleague', 'unable', 'reach', 'use', 'chat', 'fill', 'form', 'next', 'page', 'come', 'company', 'logo', 'user', 'germany', 'reporting', 'can_not', 'reach', 'use', 'chat', 'feature'] ['colleague', 'would', 'activate_new', 'iphone', 'company', 'detail', 'see', 'mail', 'many', 'new', 'iphone', 'activation', 'synchronization_exchange', 'temporarily_block', 'device'] ['folder', 'access', 'hostname', 'departements', 'ese', 'thread', 'read_write_access', 'need', 'folder', 'access', 'hostname', 'departements', 'ese', 'thread'] ['outlook', 'microcoat', 'application', 'message', 'appear', 'say', 'product', 'deactivate'] ['face', 'charge', 'issue', 'computer', 'name_service_tag', 'laptop', 'betterly', 'issue'] ['mail_com', 'printer_em', 'scan', 'no', 'document', 'error_message', 'access', 'check', 'fail', 'follow', 'objective', 'hostname', 'scan', 'em', 'file', 'hostname', 'scan', 'em', 'path', 'found', 'error', 'also', 'repeatedly', 'turn', 'correct', 'printer', 'dysfunction'] ['erp', 'unlock', 'mistrial', 'erp', 'lock', 'fail_attempt', 'password', 'lock'] ['password', 'synchronize'] ['pc', 'machine', 'drive', 'high', 'pc', 'machine', 'defective'] ['pc', 'readept', 'get', 'network', 'connection'] ['caller', 'name', 'want', 'talk', 'call'] ['bug', 'employee', 'extract', 'appear', 'blank'] ['eu_tool', 'germany_steel', 'without_function', 'confirm', 'go'] ['open', 'outlook', 'crm', 'go', 'erron', 'net', 'press', 'continue', 'work', 'outlook', 'crm', 'plug', 'otherwise', 'outlook', 'crash', 'sd_crm', 'error', 'opening', 'outlook'] ['even', 'see', 'mail', 'button', 'printer', 'go', 'thank', 'suwe', 'wk'] ['link', 'user', 'get', 'touch', 'user', 'able', 'logion', 'crm', 'website'] ['usa', 'email', 'access', 'new', 'tamlung', 'device', 'md', 'apac', 'vp', 'commercial', 'find', 'information', 'follow', 'toll', 'name', 'replacement', 'old', 'device', 'exist', 'old', 'tamlung', 'phone', 'no_longer', 'use', 'remove', 'access', 'old', 'tamlung', 'device_activation', 'outlook', 'email', 'access', 'tamlung', 'edge', 'device'] ['computer', 'workplace', 'drop', 'umpteenth', 'time', 'blue_screen', 'show', 'white', 'text', 'check', 'spot', 'time', 'problem', 'blue_screen'] ['no', 'display', 'desk', 'phone'] ['problem', 'lan', 'computer', 'edam', 'machine'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_south_america', 'rc', 'network', 'company', 'sa', 'south_america', 'vpn_router', 'since', 'no_backup_circuit'] ['eu_tool', 'hang', 'slow', 'coaction'] ['german', 'workfellow', 'object', 'folder', 'go', 'de', 'industrial', 'gen', 'ing', 'transportation', 'nici', 'approximately', 'object', 'check', 'also', 'yuk', 'folder', 'german', 'workfellow', 'object', 'folder', 'go', 'de', 'industrial', 'gen', 'ing', 'transportation', 'nici'] ['can_not', 'start', 'outlook', 'problem', 'outlook'] ['network_drive', 'quattrino', 'quattrino', 'quattrino', 'connect', 'since'] ['chat'] ['mount', 'request', 'lib', 'prod', 'weekly', 'job_backup', 'tool', 'hostname', 'weekly'] ['change', 'window', 'password', 'use_password_management', 'tool_password', 'tool', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'password', 'tool_password', 'tool', 'change_password', 'user', 'sync', 'password', 'company', 'network', 'caller_confirm_able_login', 'issue_resolve', 'change', 'window', 'password', 'use_password_management', 'tool_password', 'tool'] ['employee', 'own', 'mobility', 'agreement'] ['check', 'related', 'change', 'name', 'telephony_software', 'queue', 'derf', 'germany', 'check', 'attach', 'error', 'chat', 'url', 'english', 'language', 'chat', 'work_normally', 'chat', 'feature', 'german', 'language', 'work'] ['mail_com', 'material', 'type', 'nd', 'create', 'requirement', 'laz', 'agreement', 'order'] ['madam', 'change_password', 'through_password_management', 'tool_password', 'follow', 'issue', 'occur', 'erp', 'cm', 'production', 'target', 'able', 'change_password', 'detail', 'say', 'contact', 'helodes', 'many', 'password', 'change', 'fail'] ['dysfunction', 'label_printer', 'range', 'final', 'defective', 'germany'] ['ly', 'ing', 'sn'] ['mail_com', 'printer', 'work', 'properly', 'label', 'shift', 'inform', 'many', 'printer'] ['follow', 'area', 'code', 'rout', 'line', 'someone', 'call', 'desk', 'line', 'rout', 'check', 'rout', 'area', 'code', 'group', 'donis', 'area', 'code', 'rout', 'check', 'machine', 'line'] ['engineering_tool', 'login', 'issue', 'change', 'window', 'password', 'use_password_management', 'tool_password', 'tool', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'password', 'tool_password', 'tool', 'change_password', 'user', 'sync', 'password', 'company', 'network', 'caller_confirm_able_login', 'issue_resolve', 'engineering_tool', 'login', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'oct', 'rd', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_india', 'since', 'oct', 'rd', 'telecomm_vendor', 'sr'] ['ticket'] ['follow', 'trail', 'employee', 'work', 'unable_login', 'company', 'hub', 'mail', 'id', 'view', 'salary', 'slip', 'request', 'rectify', 'erp', 'thrash', 'number', 'mail', 'id', 'user_id', 'password', 'login', 'possible', 'trail', 'employee', 'thrash'] ['open', 'outlook', 'display', 'outlook', 'cost', 'file', 'error', 'program', 'automatically', 'shut', 'open', 'outlook'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_india', 'plant', 'primary', 'telecomm_vendor', 'circuit_since_et', 'site_secondary', 'telecomm_vendor'] ['face_issue', 'wifi', 'connectivity', 'erp', 'login', 'issue', 'wi_fi', 'erp', 'login'] ['ignore'] ['issue', 'issue', 'unable', 'update', 'status', 'ticket', 'ticket_tool', 'tool', 'example', 'ticket', 'info', 'unable', 'update', 'status', 'ticket_tool', 'ticket'] ['ing', 'pol', 'ignore', 'ing'] ['ing'] ['developed', 'one', 'application', 'access', 'database', 'internally', 'checked', 'collogues', 'work_fine', 'app', 'make', 'butyr', 'press', 'tool', 'machine', 'work', 'checked', 'system', 'configuration', 'well', 'system', 'system', 'name', 'configuration', 'office_bit', 'error', 'get', 'system', 'excel', 'database', 'problem', 'run', 'automation'] ['currently', 'erp', 'system', 'production_order', 'number', 'can_not', 'found', 'after', 'order_number', 'identify', 'enter', 'everything', 'fine', 'before', 'erp', 'routine', 'maintenance', 'open', 'ticket', 'escalate', 'responsible', 'production_order', 'number', 'issue'] ['error', 'login', 'sid', 'system', 'verify_user', 'detail_employee', 'name', 'user', 'password_management_tool', 'wd', 'unlocked', 'reset', 'erp', 'id', 'caller_confirm_able_login', 'issue_resolve', 'error', 'login', 'sid', 'system'] ['office', 'excel', 'pourpoint', 'error', 'open', 'file', 'computer', 'mail', 'inside', 'file', 'open', 'office', 'excel', 'pourpoint', 'error', 'open', 'file'] ['kindly_assist', 'user', 'tahami', 'unable', 'access', 'outlook', 'after', 'change_password', 'chry', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'unable', 'access', 'outlook'] ['delete', 'follow', 'session', 'create'] ['see_attachment', 'look', 'price', 'availability', 'local', 'availability', 'zero', 'see', 'global', 'availability'] ['inquiry', 'impact_award'] ['provide_access', 'mail', 'mobile_phone'] ['job_backup', 'tool', 'casque', 'dev', 'inc_fail_job_scheduler'] ['job_backup', 'tool', 'hostname', 'prod_inc_fail_job', 'scheduler'] ['interface', 'usa', 'access_sw', 'usa', 'core_sw', 'since_pm'] ['outlook', 'work', 'see', 'fix', 'sale_gl', 'outlook'] ['hostname', 'germany', 'server', 'since_et'] ['call', 'come', 'music', 'nothing', 'else'] ['blank_call', 'loud', 'noise'] ['require', 'reset', 'erp', 'password', 'login', 'id', 'warm', 'erp', 'password_reset'] ['call', 'come', 'get', 'disconnect'] ['hostname', 'come', 'after', 'weekly', 'reboot', 'note', 'recently', 'dd', 'power_supply', 'replace', 'server', 'user', 'ping', 'hostname', 'ping', 'hostname_pandy_com', 'byte', 'data', 'request', 'time', 'request', 'time', 'request', 'time', 'request', 'time', 'ping', 'statistic', 'packet', 'sent', 'receive', 'lose', 'loss', 'user', 'hostname', 'come', 'after', 'weekly', 'reboot'] ['job_bk_ghana_sid', 'waly', 'dp', 'fail_job_scheduler'] ['job_backup', 'tool', 'ql', 'prod_full', 'fail_job_scheduler'] ['job_bk_ghana_sid', 'erp', 'waly', 'dp', 'fail_job_scheduler'] ['switch', 'apac', 'company', 'rpm', 'access_sw', 'locate', 'apac', 'since_pm'] ['inquiry', 'expense_report', 'erp'] ['job_backup', 'tool', 'powder', 'prod_full', 'fail_job_scheduler'] ['job_backup', 'tool', 'primary', 'prod_full', 'fail_job_scheduler'] ['hostname', 'disk', 'volume', 'space_consume_space_available', 'hostname', 'disk', 'volume', 'space_consume'] ['experience', 'interruption', 'system', 'involve', 'server_hostname', 'network', 'printer', 'operational', 'due', 'problem', 'advise', 'hostname', 'server_offline'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_south_america', 'site_hard_since_et'] ['account_unlock'] ['terminate', 'action', 'complete'] ['can_not', 'get', 'data', 'model', 'work', 'excel', 'regional', 'controller', 'problem', 'data', 'model', 'excel'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'engineering_warehouse', 'russia', 'company', 'network', 'since_et'] ['job_bowpin', 'full', 'fail_job_scheduler'] ['outlook', 'app', 'laptop', 'opening', 'outlook', 'work'] ['hostname', 'server', 'beep', 'sound', 'server'] ['usa', 'company', 'company_usa_usa', 'core_sw', 'go_pm_et', 'interface', 'company_usa_usa', 'core_sw', 'company_usa_usa', 'access_sw', 'go_pm_et', 'interface', 'usa', 'company', 'company_usa_usa', 'core_sw', 'go_pm_et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'usa_pa', 'company', 'tc', 'dr', 'vpn_tr', 'go_pm_et'] ['get', 'error', 'every_time', 'try', 'log_into', 'erp', 'get', 'log_balance_error', 'connect', 'message', 'server', 'after', 'bios', 'update', 'no_longer', 'log', 'erp'] ['unable_connect', 'erp'] ['password', 'prompt', 'result', 'unauthorized', 'access', 'error', 'unable', 'access', 'etime', 'through', 'ie'] ['check', 'hostname', 'shop_floor_app', 'server', 'drive', 'possible', 'problem', 'one', 'drive', 'flash', 'yellow', 'hostname', 'drive', 'flash', 'yellow', 'message', 'display', 'also', 'flash', 'although', 'no', 'error'] ['usa_usa', 'perhaps', 'site', 'well', 'many', 'user', 'outlook', 'refuse', 'send', 'reply_remails', 'new', 'email', 'send', 'reply', 'stall', 'outlook_freeze', 'respond', 'error', 'appear', 'happen', 'office', 'personally', 'use', 'office', 'get', 'many', 'complaint', 'usa', 'complaint', 'usa', 'mi', 'well', 'suspect', 'systemic', 'problem', 'company', 'wide', 'usa_usa', 'perhaps', 'site', 'well', 'outlook', 'refuse', 'send', 'reply_remails'] ['access_deny', 'collaboration_platform', 'check', 'email', 'attachment', 'review', 'profile', 'collaboration_platform', 'function', 'menu', 'chose', 'finance', 'option', 'receive_message', 'access_deny', 'controller', 'mexico', 'see', 'access_deny'] ['jpg', 'file', 'encrypt'] ['lock', 'erp', 'reset_password', 'thed', 'production', 'supervisor', 'reset_password'] ['employee', 'terminate', 'still', 'access', 'company', 'email', 'personal_device', 'commodity', 'terminate', 'employee'] ['outlook', 'work'] ['unlocked', 'reset', 'erp_sid'] ['company_center', 'pull', 'replacement', 'item', 'available', 'material', 'company_center', 'pre', 'obsolete', 'replacement', 'dialog', 'box', 'display', 'replacement', 'vb', 'populate', 'mm', 'company_center', 'pull', 'replacement', 'item'] ['vip', 'erp', 'account_lock', 'user'] ['outlook_freeze', 'user'] ['crm', 'plug', 'button', 'stay', 'checked', 'close', 'outlook', 'lose', 'crm', 'function', 'outlook', 'close', 'see_attach_screen_shot', 'sr', 'sale_engineer', 'nco', 'north', 'central', 'region', 'outlook', 'crm', 'plug', 'issue'] ['printer', 'print', 'anyone', 'office'] ['erp', 'login', 'user_id', 'password', 'error', 'erp'] ['create', 'business', 'partner', 'id', 'solution', 'lead', 'sour', 'logistics', 'global', 'business', 'partner', 'id'] ['miss', 'call'] ['id', 'printer', 'paper', 'stuck', 'issue', 'id'] ['search', 'inbox', 'follow_message', 'receive_due', 'current', 'network', 'condition', 'result', 'include', 'search', 'outlook', 'network', 'error_message'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'moran', 'transaction_code_user', 'need_work_describe', 'issue', 'sr', 'currently', 'access', 'view_drawing', 'upgrade', 'access', 'necessary', 'requirement', 'cr', 'company', 'provide_access_user', 'erp', 'access', 'issue'] ['unable_open', 'ml', 'file', 'computer'] ['yesterday', 'problem', 'outlook', 'after', 'password', 'change', 'problem', 'crm', 'new', 'version', 'load', 'thought', 'trouble', 'skype_business', 'work', 'join', 'important', 'meeting', 'copy', 'skype', 'screen', 'sign', 'address', 'correct', 'email', 'telephone', 'line', 'hang', 'soon', 'select', 'number', 'direct', 'call', 'senior_sale', 'engineer', 'skype', 'problem'] ['note', 'dial', 'into', 'line', 'soon', 'make', 'selection', 'hang', 'terminate', 'call', 'senior_sale', 'engineer', 'line', 'phone', 'problem'] ['trouble', 'access', 'skype', 'keep_get', 'cut', 'select', 'phone', 'menu', 'hope', 'get', 'through', 'skype'] ['wifi', 'computer', 'work', 'wifi', 'work', 'telecomm_vendor', 'telecomm_vendor', 'sm', 'supplier', 'pc', 'work', 'wifi'] ['browser_microcoat_internet_explorer', 'open', 'ticket', 'assign', 'information', 'previous', 'ticket'] ['email_address', 'purchasing'] ['new', 'erp', 'no', 'training', 'would', 'call', 'walk', 'through', 'login', 'least', 'verify', 'login', 'name', 'password_reset', 'password', 'erp_production_cm'] ['use', 'able', 'see', 'search', 'outlook', 'within', 'pdf', 'attachment', 'after', 'upgrade', 'can_not', 'search', 'within', 'pdf', 'attachment', 'mailbox', 'advise', 'outlook', 'index', 'error'] ['erp_sid', 'erp', 'production', 'password_reset'] ['try', 'login', 'ethic_training', 'click', 'log', 'collaboration_platform', 'site', 'take', 'page', 'select', 'language', 'click', 'english', 'get', 'error', 'say', 'page', 'fail', 'load', 'ethic', 'login', 'error'] ['usa', 'access', 'configure', 'outlook', 'exchange', 'window', 'phone', 'approval', 'attach', 'ticket', 'old', 'ticket', 'no', 'usa', 'access', 'configure', 'outlook', 'exchange', 'window', 'phone'] ['chouette', 'company_eu_deul', 'germany', 'access_sw', 'since', 'interface', 'chouette', 'company_eu_deul', 'germany', 'access_sw'] ['can_not_log_into', 'hibachi', 'password', 'change', 'new', 'password_reset', 'password', 'use_password_management', 'tool_password_reset'] ['external_monitor', 'come'] ['need', 'assistance', 'customer', 'await', 'part', 'give', 'high_priority', 'however', 'experienced', 'glitch', 'create_delivery', 'sale', 'delivery', 'create', 'pic', 'balance', 'due', 'pic', 'change', 'delivery', 'quantity', 'delete', 'delivery', 'gi', 'delivery', 'create_delivery', 'still', 'show', 'md', 'try', 'make', 'change', 'error', 'delivery', 'post', 'uncost', 'vl', 'delivery', 'get', 'message', 'state', 'delivery', 'warehouse_tool', 'reality', 'delivery', 'frozen', 'erp', 'no', 'change', 'make', 'delivery', 'issue'] ['work', 'dun', 'issue'] ['customer', 'catalogue', 'collaboration', 'tool', 'work'] ['yi', 'call', 'no', 'option', 'select', 'immediately', 'disconnect', 'unable', 'call'] ['give', 'shrew', 'access', 'netweaver', 'question', 'sr_application', 'engineer', 'access', 'netweaver'] ['get', 'error', 'try', 'create_new', 'lean_tracker', 'number', 'attach', 'error', 'need', 'resolve', 'lean_tracker', 'issue'] ['share_mailbox', 'update', 'activity'] ['can_not', 'get_into', 'computer', 'get', 'error', 'no', 'vip_address'] ['would', 'reset', 'erp', 'cm', 'password', 'lock'] ['outlook', 'skype', 'respond'] ['printer', 'lion', 'aum', 'paper'] ['access', 'set', 'follow', 'path', 'department', 'hostname', 'layer', 'planner', 'user', 'need', 'access', 'layer', 'planner'] ['hostname_pilm', 'plot', 'view', 'production_order_interface_app', 'reserver', 'ex', 'process', 'count', 'critical'] ['password', 'no', 'valid', 'new', 'password', 'access', 'erp_sid', 'erp', 'production'] ['reinstall', 'hardcopy', 'eu_tool'] ['reinstall', 'erp', 'computer', 'user', 'computer', 'contact', 'doubt', 'tank', 'install', 'erp', 'computer'] ['pol', 'run_dn', 'customer', 'need', 'urgently', 'tx', 'lot', 'gd', 'sudd', 'company_handprint', 'apac', 'expedite'] ['error_message', 'output', 'error_message'] ['pc', 'respond', 'slow', 'pc', 'check', 'speed', 'look', 'disk', 'fragmentation', 'similar', 'type', 'activity', 'pc', 'perform', 'activity', 'faster', 'pc', 'slow'] ['trigger', 'load', 'lbw', 'fill', 'rate', 'recovery', 'kbar'] ['labile', 'printer', 'final', 'inspection', 'defense', 'issue', 'no', 'label', 'labile', 'printer', 'work'] ['job_bk', 'bipod', 'fail_job_scheduler'] ['calculator', 'measure', 'length', 'machine', 'en'] ['need', 'new', 'pc', 'name_service_tag', 'pc', 'administrative', 'assistant', 'company', 'oooo', 'corp', 'russia', 'russia', 'www', 'pc', 'name'] ['provide_follow', 'order_number', 'customer', 'order', 'material_item_number', 'item', 'mm', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'delivery', 'quantity', 'picked', 'quantity', 'delivery_note', 'book', 'system', 'say', 'delivery', 'picked', 'yet', 'cancel', 'delivery', 'unable', 'ship', 'delivery'] ['erp_sid', 'account', 'unlocked', 'successfully', 'pwr', 'reset', 'erp', 'user', 'unlocked', 'erp_sid', 'account', 'login', 'password', 'work', 'pwr', 'reset', 'erp', 'user'] ['lan', 'deliver', 'meridian'] ['can_not', 'use', 'miss', 'plunge', 'netweaver'] ['transaction', 'interrupt', 'erp', 'connection', 'broken', 'constantly', 'erp_sid', 'response_time', 'slow', 'transaction', 'interrupt', 'erp', 'connection', 'broken', 'constantly'] ['mail_com_cid', 'release', 'access', 'hostname_team'] ['mail_com_cid', 'pol', 'release', 'access', 'hostname', 'lean'] ['still', 'receive', 'email', 'notification', 'reminder', 'approve', 'pr', 'daily', 'one', 'approve', 'no', 'pending', 'pr', 'left', 'approve', 'also', 'po', 'raise', 'purchasing', 'kindly', 'review', 'system', 'fix', 'reminder', 'email', 'notification', 'keep', 'send', 'approve', 'pr'] ['erp', 'slow', 'disconnection', 'resolve', 'early', 'slow', 'erp'] ['erp', 'slow', 'location', 'impact', 'least', 'eu'] ['backup', 'computer', 'ashplant'] ['log', 'erp', 'order'] ['pol', 'run_dn', 'customer', 'need', 'urgently'] ['eu_tool', 'stop', 'work', 'eu_tool', 'stop', 'work', 'eu_tool', 'work'] ['active', 'password_management_tool', 'australia', 'access', 'window', 'check', 'necessary', 'tx', 'since', 're', 'salutation', 'reactive', 'user_id'] ['unable_open', 'rep', 'file'] ['receive', 'alert', 'et', 'telpath', 'run', 'hostname', 'issue', 'reach', 'portal', 'attach_screen_shot', 'telpath', 'run', 'hostname', 'issue', 'reach', 'portal'] ['mail_com', 'adv', 'letted', 'pwr', 'reset', 'erp', 'user', 'name', 'thank'] ['collaboration_platform', 'available', 'no', 'internet', 'access'] ['request', 'provide', 'authorization', 'mention', 'request', 'authorization'] ['ibex', 'error'] ['eu_tool', 'work'] ['job_bowpin', 'search', 'server', 'prod', 'daily_fail_job_scheduler'] ['pc', 'go', 'reboot', 'no_longer', 'high', 'break', 'during', 'haughty', 'sequence', 'boot', 'process', 'check', 'department', 'kentia'] ['browser_microcoat_internet_explorer', 'erp', 'slow', 'erp', 'slow'] ['user', 'various', 'department', 'complain', 'slow_response', 'erp', 'engineering_tool', 'engineering_tool', 'unable', 'work', 'user', 'various', 'department', 'complain', 'slow_response', 'erp', 'engineering_tool', 'engineering_tool'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'plant', 'company', 'secondary', 'vpn', 'since_pm_et', 'site_primary', 'global_telecomm'] ['plant', 'encounter', 'erp_sid', 'system', 'due', 'issue', 'able', 'fulfill', 'local', 'order', 'today', 'depend', 'fast', 'system', 'raise', 'ticket', 'nod', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'erp_sid', 'system'] ['unable', 'check', 'pay', 'slip', 'hr_tool'] ['mail_com', 'erp', 'password', 'forgot', 'id', 'erp', 'password', 'forgotten', 'self_service', 'system', 'password', 'forgotten', 'reset_password', 'login', 'password', 'forgotten', 'even', 'bad', 'system', 'lock', 'lock', 'fever', 'unlock', 'erp', 'password', 'forgot', 'id', 'erp', 'password', 'forgotten'] ['agent', 'wait', 'minute', 'operation', 'erp', 'erp', 'run_slow', 'apac'] ['found', 'erp', 'response_time', 'speed', 'slow', 'cheki', 'fix', 'issue', 'erp', 'erp', 'response_time', 'slow'] ['kindly_assist', 'check', 'plant', 'encounter', 'erp_sid', 'system', 'slow', 'between', 'daily', 'plant', 'erp_sid', 'system', 'slow'] ['pol_check', 'erp', 'due', 'slow_response', 'tx'] ['hostname', 'fence', 'instead', 'hostname', 'fence'] ['termination_effective_approve'] ['termination_effective_approve', 'terminate', 'action', 'complete'] ['access', 'earlier', 'work', 'remails', 'dell', 'desktop', 'pull', 'mail', 'old', 'old', 'remails'] ['backup', 'statistic', 'session', 'queue', 'time', 'hour', 'complete', 'disk_agent', 'fail', 'disk_agent', 'aborted', 'disk_agent', 'disk_agent', 'total', 'complete', 'medium_agent', 'fail', 'medium_agent', 'aborted', 'medium_agent', 'medium_agent', 'total', 'byte', 'total', 'mb', 'use', 'medium', 'total', 'disk_agent', 'error', 'total', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['major', 'job', 'sid', 'hot', 'fail_job_scheduler'] ['job', 'sid', 'hot', 'fail_job_scheduler'] ['window', 'password_reset', 'request'] ['unable', 'log', 'ethic'] ['query', 'send', 'skype_meeting'] ['unable_connect', 'home', 'printer'] ['usa', 'read_write_access', 'follow', 'two', 'folder', 'hostname_department', 'personal', 'file', 'hostname_department', 'personal', 'hostname_department', 'personal', 'file', 'hostname_department', 'personal', 'folder', 'access', 'require'] ['outlook', 'issue', 'crm_dynamic'] ['usa', 'access', 'printer', 'cl', 'per'] ['password', 'update', 'query'] ['vpn', 'query', 'user'] ['add', 'new', 'library', 'head', 'talent', 'review', 'library', 'area', 'also', 'remove', 'cristina', 'cope', 'owner', 'portion', 'page', 'use', 'page', 'collaboration_platform', 'industrial'] ['erp', 'station', 'casting', 'work'] ['pc', 'casting', 'work'] ['no', 'boot'] ['last', 'fourth', 'week', 'problem', 'start', 'outlook', 'outlook', 'opening', 'open', 'time', 'fix', 'service', 'technician', 'always', 'one', 'week', 'appearers', 'fix', 'phone_number', 'home', 'tomorrow', 'afternoon', 'outlook', 'work'] ['believe', 'apod', 'synch', 'cif', 'need', 'run', 'stop', 'create', 'inventory', 'receive', 'afternoon', 'next', 'bop', 'job', 'schedule', 'after', 'pm', 'stop', 'need', 'ship', 'before', 'able', 'get', 'delivery', 'create', 'mm'] ['quote_engine', 'error'] ['reset', 'outlook', 'password', 'window', 'logion', 'password', 'different', 'since', 'log', 'company', 'password_reset'] ['trouble', 'get', 'internet', 'guest', 'access', 'person', 'skalds', 'technician', 'engineering', 'usa_plant', 'guest', 'internet', 'access'] ['detail', 'provide', 'try_open', 'file', 'state', 'file', 'corrupt', 'can_not', 'open', 'multiple', 'file', 'notice', 'since', 'plant', 'become', 'unavailable', 'confirmation', 'unavailable', 'file', 'different', 'department', 'no', 'mail', 'notice', 'regard', 'possible', 'server', 'change', 'file', 'server', 'available', 'file', 'can_not', 'open', 'hostname'] ['contact', 'modem', 'dg', 'area', 'usa_plant', 'modem', 'dg', 'area', 'usa_plant'] ['interface', 'serial', 'serial', 'connection', 'usa_plant', 'since_pm_et'] ['ad', 'account_lock'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'multiple', 'location', 'across', 'europe', 'go', 'et', 'find', 'attach'] ['get', 'certificate', 'error', 'try', 'access', 'see_attach', 'citril', 'access'] ['erp_sid', 'password_reset', 'request'] ['semantic', 'pop', 'query', 'ran', 'quick', 'scan', 'delete', 'cooky'] ['no_longer', 'access', 'hatty', 'need', 'access', 'see_attach', 'email', 'gilles', 'long_time', 'contact', 'india', 'week', 'work', 'use', 'new', 'equipment', 'need', 'anymore', 'able', 'connect', 'application', 'able', 'make', 'consultation', 'receive', 'follow_message', 'connection', 'work', 'also', 'competitive', 'database', 'still', 'work', 'well', 'access', 'hatty'] ['unable_connect', 'outlook'] ['need', 'two', 'error', 'customization', 'engineering_tool', 'two', 'error', 'attachment', 'ticket', 'erron', 'computer', 'dish', 'doubt', 'contact', 'error', 'customization', 'engineering_tool', 'erp', 'plasm', 'company', 'tool'] ['need', 'phone', 'connect', 'outlook', 'mobile_device_activation', 'company_own'] ['outlook', 'seem', 'connect', 'laptop', 'remotely', 'advise', 'sent', 'iphone', 'sr', 'sale_engineer', 'outlook', 'outage'] ['create', 'tax_code', 'ay', 'really', 'post', 'vat', 'warehouse_tool', 'end', 'week', 'background', 'export', 'good', 'location_germany', 'plant_plant', 'delivery', 'stop', 'vat', 'warehouse_tool', 'post', 'finance', 'create', 'tax_code', 'ay'] ['poland', 'can_not_log_into', 'crm', 'user', 'poland', 'crm', 'access', 'issue'] ['need', 'check', 'email', 'license', 'production', 'lead', 'dawed', 'dowd', 'usa', 'dawk', 'wowed', 'usa_usa', 'email', 'license'] ['sign_into', 'crm', 'single_sign_portal', 'hub', 'state', 'password', 'correct', 'password', 'use', 'access', 'point', 'company', 'sign_into', 'crm', 'single_sign_portal', 'hub'] ['printer', 'demo', 'turbo', 'work', 'print', 'calibration', 'label', 'gage', 'calibration', 'system', 'printer'] ['unable', 'change_password'] ['able_login', 'soso', 'one', 'never', 'work', 'refer', 'ticket', 'ticket', 'able_login', 'soso', 'one', 'never', 'work'] ['pc', 'setup', 'remote', 'company', 'use', 'can_not', 'log', 'appear', 'domain', 'membership', 'broken'] ['need', 'permission', 'save', 'folder', 'toolroom', 'tool', 'documentation'] ['name', 'employee', 'need', 'access', 'employee', 'number', 'file', 'locate', 'operation', 'drive', 'drive', 'sub', 'file', 'draft', 'sub', 'file', 'titar', 'set', 'guy', 'before', 'laid', 'need', 'access', 'server_hostname', 'draft', 'titar', 'user', 'read', 'access'] ['need', 'access', 'es'] ['engineering_tool', 'installation'] ['eu_tool', 'plant_plant', 'work', 'slowly', 'immediately'] ['crm', 'issue', 'outlook', 'issue'] ['user', 'need', 'login', 'miri'] ['work', 'system', 'almost', 'impossible', 'processing', 'order', 'no_longer_possible', 'moment', 'work', 'system', 'almost', 'impossible', 'work', 'order', 'no_longer_possible', 'time', 'eu_tool', 'adv', 'batch', 'management', 'work'] ['go', 'assume', 'end', 'company', 'leaf', 'go_into', 'retirement', 'pension', 'process', 'extinction', 'account', 'ticket_tool', 'original', 'employee', 'status', 'termination', 'call', 'delegation', 'indicate', 'special', 'instruction', 'thus', 'receives', 'one', 'delegate', 'mailbox', 'access', 'certain', 'period', 'design', 'usually', 'department', 'hr', 'fill', 'superior', 'competent', 'discuss', 'employee', 'termination', 'pin'] ['guserid', 'reset', 'sid', 'password'] ['user', 'need', 'login', 'collaboration_platform', 'site', 'provide', 'user', 'email', 'id', 'password', 'after', 'verify_user', 'detail', 'advise', 'user', 'try', 'login', 'collaboration_platform', 'user', 'confirm_able_login', 'collaboration_platform', 'issue_resolve', 'user', 'need', 'login', 'collaboration_platform', 'site'] ['account_lockout'] ['outlook', 'table', 'view', 'incorrect'] ['able', 'go', 'internet', 'since', 'stof', 'germany', 'able', 'log', 'much', 'password', 'lock', 'message', 'password_expire', 'must', 'change', 'forward', 'new', 'password', 'computer', 'problem'] ['use', 'analysis', 'excel', 'see', 'design', 'pane', 'even', 'option', 'turn', 'refer', 'able', 'see', 'design', 'pane', 'earlier', 'without', 'problem', 'major', 'change', 'pc', 'recently', 'upgraded', 'office', 'suite', 'bring', 'design', 'pane', 'back', 'design', 'pane', 'show', 'analysis', 'excel'] ['browser', 'issue', 'flash_player', 'addlins', 'issue'] ['able', 'gi', 'delivery', 'customer', 'vale', 'td', 'order', 'intens', 'piece', 'piece', 'piece', 'piece', 'urgence', 'customer', 'error', 'co_account_assignment_different', 'profit_center', 'message', 'no', 'diagnosis', 'enter', 'multiple', 'co_account_assignment', 'object', 'assign', 'different_profit', 'center', 'document', 'item', 'however', 'co_account_assignment', 'object', 'profit_center', 'assignment', 'must', 'assign', 'profit_center', 'procedure', 'message', 'error_message', 'check', 'change', 'co_account_assignment', 'object', 'object', 'profit_center', 'assignment', 'assign', 'profit_center', 'customize', 'change', 'message', 'error_message', 'warn_message', 'notification', 'deactivate', 'completely', 'see', 'implementation', 'guide', 'mg', 'step', 'control', 'general', 'change', 'message', 'control', 'message', 'class', 'bk', 'message', 'able', 'gi', 'del', 'customer', 'vale', 'co_account_assignment_different', 'profit_center'] ['open', 'ibex_analyzer', 'connect', 'sid', 'try_open', 'report', 'lg', 'mm', 'atm', 'product_management', 'master', 'window', 'select', 'value', 'variable', 'appear', 'no', 'available', 'variant', 'data', 'provider', 'set', 'finance', 'click', 'ok', 'system', 'sits', 'nothing', 'eventually', 'get', 'microcoat_excel', 'respond', 'error', 'something_wrong', 'system', 'something_wrong', 'setting', 'need', 'pull', 'report', 'external', 'auditor', 'rather', 'get', 'fix', 'quickly', 'ibex_analyzer', 'report', 'work'] ['can_not', 'print', 'usa', 'printer', 'longer', 'fix'] ['unable_print', 'printer'] ['no', 'one', 'help', 'sure', 'close', 'receive', 'no', 'need', 'ruck', 'grind', 'add', 'microcoat', 'email'] ['user', 'unable_connect', 'office', 'checked', 'network', 'connection', 'setting', 'enable', 'network', 'connection', 'update', 'network', 'driver_update', 'bios', 'pc', 'restart_pc', 'user', 'biformed', 'sina', 'meeting', 'call', 'tomorrow', 'user', 'unable_connect', 'office'] ['want', 'label', 'printing', 'print', 'letter', 'pay', 'sarcode', 'word', 'label', 'printing', 'go', 'font', 'cossid', 'read', 'pistol', 'scan', 'phone', 'sarcode', 'label', 'printing', 'via', 'word'] ['set', 'user', 'properly', 'after', 'registration', 'miss', 'network_drive'] ['call', 'get', 'touch'] ['vip', 'account_unlock'] ['support', 'sandblast'] ['setup_new'] ['circuit', 'outage_india', 'admin', 'core_sw', 'et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'company_ap_ind', 'telecomm_vendor', 'vpn', 'since_et', 'site', 'telecomm_vendor'] ['someone', 'call', 'outside', 'ring', 'phone', 'check', 'time', 'thank', 'telephone', 'meeting', 'room', 'phone', 'germany', 'ringbone'] ['unable_launch', 'outlook'] ['system_sid_sid', 'sid_sid_herp', 'pm', 'enter_user_id', 'user', 'issue', 'mathes', 'transaction_code_user', 'need_work_describe', 'issue', 'reset_password', 'require', 'unlock', 'id', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['erp', 'account', 'get', 'lock', 'wrong', 'password', 'attempt', 'support', 'get', 'unlock', 'erp', 'account_lock'] ['production_order', 'printer', 'replace', 'remove', 'rerouting', 'mp', 'erp', 'system', 'printer', 'replacement', 'need', 'power', 'network', 'connectivity', 'printer', 'instal', 'ready', 'before', 'ticket_tool', 'ticket', 'open', 'requirement', 'satisfied', 'no', 'replace', 'erp', 'printer', 'name', 'hq', 'id', 'wy', 'name', 'stay', 'vip_address', 'know', 'vip', 'stay', 'make_model', 'replacement', 'erp', 'printer', 'hp_laserjet', 'erp', 'printer', 'currently', 'use', 'hq', 'id', 'wy', 'list', 'erp', 'system', 'printer', 'need', 'define', 'erp', 'sid_sid_sid_sid', 'sid_sid_herp_pilm', 'herp_sid', 'pilm', 'old', 'currently', 'print', 'printer', 'erp', 'warehouse_tool_delivery_note', 'old', 'location', 'install', 'country', 'city', 'building', 'floor', 'cubicle', 'old', 'local', 'site_contact', 'name', 'optional', 'printer', 'serial', 'number', 'printer', 'mac_address', 'serial', 'erp', 'printing', 'production_order', 'printer', 'replacement'] ['call', 'regard', 'folder', 'access', 'query'] ['colleague', 'usa', 'access', 'path', 'read_write_access', 'monthly', 'financial', 'review', 'folder', 'read_write_access', 'need'] ['usa', 'email', 'access', 'new', 'iphone', 'device', 'indirect', 'channel', 'information', 'follow', 'name', 'sqd', 'device', 'company_own', 'replacement', 'old', 'device', 'exist', 'old', 'tamlung', 'phone', 'faulty', 'activation', 'outlook', 'email', 'access', 'iphone', 'device'] ['one', 'emperor', 'workman', 'whose', 'user_id', 'able_login', 'es', 'user_id', 'lock', 'kiosk_user', 'set', 'password', 'confirm', 'access', 'issue', 'es'] ['rouble', 'sarcode', 'label', 'volume', 'size', 'big', 'problem', 'sarcode', 'label', 'volume', 'size', 'big'] ['setup_new', 'br'] ['monitor', 'length', 'measure', 'machine', 'defective', 'provide', 'replacement', 'monitor', 'short', 'term', 'thank', 'monitor', 'length', 'measure', 'machine', 'defective'] ['enable', 'foregame', 'application', 'folder', 'cut'] ['reinstall', 'scratch', 'device', 'thrash', 'enter', 'stand', 'mode'] ['mail_com', 'restore', 'complete', 'file', 'hostname', 'hr', 'fod', 'employee', 'apprentice', 'include', 'file', 'anubis', 'thank', 'many', 'restore'] ['resolve', 'printer', 'problem', 'printer', 'fine', 'after', 'printer', 'technician', 'check', 'cable', 'server', 'port', 'server', 'room', 'admin', 'no', 'knowledge', 'capability', 'handle', 'someone', 'erp', 'printer', 'work'] ['eu_tool', 'pol', 'www', 'work', 'slow'] ['write', 'right', 'ce', 'leister'] ['change', 'bank', 'detail', 'make', 'ticket', 'correctly', 'printing', 'english', 'form', 'show', 'correct', 'data', 'description', 'german', 'example', 'instead', 'bank', 'address', 'onto', 'cummer', 'instead', 'account', 'number', 'also', 'see', 'extra', 'text', 'print', 'customer', 'bitte', 'beachmen', 'sie', 'unsere', 'neume', 'note', 'new', 'bank', 'account', 'detail', 'english', 'version', 'print', 'english', 'document', 'german', 'english', 'english', 'form', 'printing', 'german', 'instead', 'english'] ['release', 'order', 'make', 'into', 'list', 'check', 'status', 'restart', 'system', 'eu_tool', 'job', 'run', 'immediately'] ['able', 'get', 'into_skype', 'right', 'outage', 'skype'] ['whenever', 'fill', 'amount', 'money', 'into', 'erp', 'show', 'rumb', 'finally', 'system', 'contact', 'within', 'erp', 'phone', 'whenever', 'fill', 'amount', 'money', 'into', 'erp', 'show', 'rumb', 'finally', 'system'] ['server', 'responds', 'internal_server_error', 'case', 'logion_language_en', 'model', 'use', 'issue', 'exists', 'erp', 'erp', 'system', 'sid', 'well', 'distributor_tool', 'company_center', 'quality', 'environment', 'error_message', 'text', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'logion_language_en', 'ok', 'model', 'use', 'language', 'seem', 'work_fine', 'user', 'change', 'language', 'de', 'us', 'model', 'confine', 'air', 'system', 'response', 'error_message', 'during', 'start', 'process', 'configuration', 'sid', 'server', 'responds', 'internal_server_error', 'case', 'logion_language_en'] ['plant', 'pic', 'can_not', 'create', 'customer', 'good', 'would', 'love', 'unable_create_delivery'] ['mistake', 'one', 'folder', 'hostname', 'erk', 'delete', 'request', 'retrieve', 'backup', 'data'] ['can_not', 'approve', 'pr', 'via', 'link', 'provide', 'enable', 'approve', 'directly', 'erp', 'via', 'kindly', 'fix', 'sid', 'purchase', 'requisition', 'approval', 'issue'] ['applicable', 'server', 'problem', 'soft', 'since'] ['ibm', 'problem', 'report', 'hq'] ['good_day', 'reset_password', 'erp', 'reset_password', 'erp', 'production', 'erp'] ['natr', 'assistant', 'manufacturing', 'company', 'india', 'limited', 'able', 'add_lean', 'project', 'into', 'collaboration_platform'] ['request', 'access', 'get', 'print', 'id', 'print', 'business_client'] ['user', 'log', 'ticket_tool', 'system', 'display', 'user', 'password', 'invalid', 'work', 'log', 'ticket_tool'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'cantabrian', 'senci', 'hard_since', 'pm_et', 'site', 'no_backup_circuit'] ['job', 'sid', 'stat', 'fail_job_scheduler'] ['doth', 'mm'] ['see_attachment', 'note', 'always', 'print', 'bottom', 'quotation', 'miss', 'put', 'back'] ['user_id', 'unlock', 'erp', 'lock'] ['can_not', 'run', 'erp_sid', 'sa', 'sd', 'mexico', 'warehouse_tool', 'extract', 'show', 'error', 'error', 'erp_sid', 'sa', 'sd', 'mexico', 'warehouse_tool', 'extract'] ['vitalist', 'reference', 'number', 'use', 'unable', 'access', 'collaboration_platform', 'site', 'problem', 'persists', 'contact', 'support', 'include', 'technical_detail', 'correlation', 'id', 'sid', 'ace', 'pm', 'user', 'issue', 'type', 'user', 'permission', 'go', 'hub', 'search', 'lap', 'lap', 'request', 'go', 'form', 'click', 'blue', 'circle', 'access_deny', 'message', 'previously', 'access', 'site', 'collaboration_platform', 'access', 'issue'] ['need', 'access', 'sid', 'system', 'user', 'supervisor', 'accounting', 'specialist', 'access', 'sid'] ['no', 'authorization', 'lapp'] ['access', 'erp_sid', 'user'] ['access', 'request', 'directory_folder', 'access', 'request', 'hostname', 'user_id', 'user_id', 'use', 'position_title', 'user', 'position_title', 'directory_folder', 'monthly', 'financial', 'review', 'fy', 'october', 'type', 'access', 'type', 'access', 'read', 'full_control', 'folder', 'access', 'request', 'hostname'] ['need', 'access', 'follow', 'folder', 'financial', 'review', 'monthly', 'financial', 'review', 'need', 'get', 'read_write', 'need', 'save', 'file', 'able', 'open', 'folder', 'access', 'request'] ['unlocked_account'] ['attach', 'look', 'product', 'know', 'screen', 'show', 'pricing', 'availability', 'look', 'dynamic_crm', 'work'] ['engineering_tool', 'able', 'update', 'new', 'customer'] ['unable', 'access', 'collaboration_platform'] ['unable_open', 'engineering_tool'] ['no_longer', 'access', 'create', 'cost_center', 'sid_sid', 'update', 'access', 'cost_center', 'creation', 'ing', 'system', 'sid', 'transaction', 'ksar', 'permission', 'create', 'cost_center', 'sid', 'erp', 'transaction', 'ksar'] ['issue', 'collaboration_platform', 'unable', 'access', 'meeting', 'people', 'post', 'document', 'library', 'able', 'access', 'fix', 'collaboration_platform', 'issue'] ['request', 'temporary', 'service', 'provide', 'static', 'vip_address', 'time', 'clock', 'hard', 'wire', 'provide', 'contact', 'gear', 'request', 'static', 'vip_address', 'box', 'assistance', 'static', 'vip_address'] ['collaboration_platform', 'system', 'work', 'multiple', 'user', 'report', 'get', 'error', 'try_open', 'company', 'collaboration_platform', 'com', 'website', 'greatly', 'affect', 'discount', 'process', 'can_not', 'access', 'request', 'update', 'approve', 'one', 'error_message', 'pop', 'attach', 'affect', 'pohna', 'usa', 'collaboration_platform', 'system', 'work'] ['can_not', 'get', 'sb', 'wifi', 'adapter', 'work', 'laptop'] ['thrown', 'vpn', 'several_time', 'get', 'back', 'back', 'into', 'vpn', 'can_not', 'sign', 'crm', 'collaboration_platform', 'issue'] ['collaboration_platform', 'issue'] ['collaboration_platform'] ['phone', 'skype_business', 'connect', 'exchange', 'go', 'week', 'reboot', 'log', 'back', 'into_skype', 'connect', 'keep_get', 'error', 'skype_business', 'connect', 'exchange'] ['company', 'collaboration_platform', 'reporting_status', 'since_pm'] ['vip', 'collaboration_platform', 'page', 'access', 'issue'] ['run', 'report', 'example', 'would', 'mm', 'location_plant', 'source', 'location', 'make_sure', 'output', 'tab', 'schedule', 'agreement', 'include', 'report', 'pick', 'schedule', 'agreement', 'run', 'sa', 'report', 'open', 'order', 'report', 'report', 'pull', 'usa', 'schedule', 'agreement'] ['window', 'run', 'into', 'problem', 'go', 'start', 'repair', 'page', 'load', 'fine', 'safe_mode', 'networking', 'user', 'able', 'log', 'use', 'admin', 'account', 'dint', 'dint', 'access', 'shut', 'pc', 'try', 'booting', 'no', 'go', 'flea', 'power_no', 'go', 'go', 'repair', 'screen', 'st', 'contact', 'detail', 'contact', 'during', 'no', 'boot', 'service_tag'] ['hostname_volume', 'label_syst', 'hostname', 'space_consume_space_available'] ['need', 'address', 'add', 'xerox'] ['personal', 'number', 'lock', 'expense_report'] ['mail_com', 'urge', 'password_reset', 'lock', 'crm', 'erp', 'vpn', 'password', 'lock', 'crm', 'erp', 'vpn', 'password'] ['skype', 'outlook', 'synch', 'issue', 'meeting', 'show', 'skype', 'error_message', 'attach', 'error_message', 'skype_business', 'exchange', 'make', 'connection', 'skype', 'outlook', 'synch', 'issue', 'meeting', 'show', 'skype'] ['unable_open', 'outlook', 'hang', 'process', 'stage', 'outlook', 'hang'] ['message', 'sent', 'company', 'quarantine', 'database', 'contact', 'company', 'desk', 'information'] ['merchet', 'company', 'tel', 'period', 'til', 'tomorrow', 'mp', 'account', 'day'] ['unable_print', 'driver', 'found'] ['welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'no', 'access', 'ethic', 'see', 'failure', 'message'] ['need', 'change_password'] ['change_password', 'use', 'password', 'lock', 'erp', 'use', 'password', 'unlock', 'still', 'fails', 'log', 'erp', 'engineering_tool', 'fails', 'log', 'erp', 'engineering_tool'] ['unable_open', 'netweaver'] ['try', 'use', 'skype', 'respond', 'work', 'earlier', 'skype', 'function'] ['vip', 'user', 'unable_login', 'pc', 'advise', 'user', 'restart_pc', 'try', 'login', 'new', 'password', 'no', 'go', 'reset', 'user', 'login', 'pc', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'password', 'tool_password', 'tool', 'change_password', 'user', 'sync', 'password', 'company', 'network', 'caller_confirm_able_login', 'issue_resolve', 'vip', 'user', 'unable_login', 'pc'] ['page', 'ensure', 'require', 'data', 'field', 'complete', 'before', 'submit', 'use', 'template', 'consultant', 'temp', 'intern', 'vendor', 'complete', 'entry', 'id', 'first', 'name', 'last', 'name', 'location', 'usa', 'sponsor', 'cost_center', 'external', 'company', 'name', 'system', 'need', 'access', 'miri', 'miri', 'user', 'operator', 'admin', 'supervisor', 'operator', 'need', 'undername', 'word', 'security', 'note', 'miri', 'add_im', 'user', 'user', 'sid', 'account', 'company', 'email', 'require', 'person', 'default', 'license', 'assign', 'use', 'iowa', 'collaboration_platform', 'outlook', 'client', 'skype', 'outlook', 'client', 'skype', 'require', 'costly', 'license', 'must', 'assign', 'use', 'company', 'computer', 'assign', 'license', 'access', 'like', 'require', 'review', 'copy', 'person', 'access', 'approval', 'require', 'access', 'date', 'computer', 'own', 'company', 'laptop', 'desktop', 'computer', 'remote', 'access', 'vpn', 'require', 'provide', 'application', 'erp', 'system', 'network', 'server', 'user', 'need', 'access', 'via', 'vpn', 'start_date', 'employment_status', 'new', 'non', 'employee', 'temp'] ['mail_com', 'question', 'business_client', 'sign', 'solve', 'namely', 'open', 'business_client', 'software', 'sign', 'vpn_connection', 'software', 'side', 'sign', 'show', 'cid', 'log', 'web', 'version', 'show', 'sign', 'cid', 'sr_application', 'engineer', 'optimization', 'mail_com_mail_com', 'business_client', 'sign'] ['company_guest', 'account', 'set'] ['update', 'people', 'work', 'email', 'box', 'see', 'email', 'duplicate', 'work', 'west', 'coast', 'email', 'box', 'grab', 'email', 'color', 'code', 'update'] ['query', 'regard', 'unread', 'sync', 'failure', 'remails'] ['unable_login', 'miri', 'system', 'checked', 'account', 'found', 'lock', 'suggest', 'user', 'unlock_account', 'password_management_tool', 'try', 'log', 'time', 'unable_login', 'miri', 'system'] ['unable_launch', 'ethic', 'flash_player', 'issue'] ['unable', 'access', 'time'] ['browser_microcoat_internet_explorer', 'pol', 'reset', 'sid', 'crm', 'production', 'access', 'tx', 'pol', 'reset', 'sid', 'crm', 'production', 'access'] ['number', 'can_not', 'get', 'thru', 'customer', 'application', 'support', 'something_wrong', 'phone', 'get', 'mesnage'] ['phone', 'usa', 'location', 'login', 'microcoat', 'outlook', 'respond', 'can_not', 'open'] ['call', 'unlock_account', 'user_id'] ['scanner', 'rucker', 'factory', 'set', 'reset', 'sonica'] ['change', 'window', 'password', 'use_password_management', 'tool_password', 'tool', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'password_management_tool', 'password', 'tool', 'change_password', 'user', 'sync', 'password', 'company', 'network', 'caller_confirm_able_login', 'issue_resolve', 'change', 'window', 'password', 'use_password_management', 'tool_password', 'tool'] ['user', 'identification', 'eu_tool', 'go', 'computer', 'error_message', 'system', 'error', 'user', 'identification', 'go', 'eu_tool', 'computer'] ['problem', 'login', 'br'] ['unable', 'log_into', 'erp', 'normal', 'after', 'review', 'determine', 'switchover', 'server', 'correct', 'log', 'normal', 'erp'] ['unable_login', 'sid'] ['wingtip', 'work', 'ask', 'buy', 'trial', 'version', 'validity', 'expire'] ['push', 'erp', 'miri', 'koff', 'computer', 'erp', 'koff', 'need', 'push', 'computer'] ['need', 'access', 'erp_sid', 'like'] ['user', 'need', 'login', 'erp_sid', 'connect', 'user', 'system_use_televiewer', 'erp_sid', 'issue_resolve', 'user', 'need', 'login', 'erp_sid'] ['need', 'configuration', 'new', 'pc'] ['mellow', 'someone', 'install', 'polycot', 'issue', 'training', 'polycot'] ['give', 'access', 'sid', 'system', 'user'] ['due', 'travel', 'tool', 'ing', 'allow', 'access', 'access', 'sid'] ['change_password', 'yesterday', 'ever', 'since', 'keep_get', 'message', 'enter', 'email', 'password', 'nothing_happens', 'get', 'prompt', 'enter', 'one_note', 'sync', 'issue', 'every_time', 'work', 'file', 'keep_get', 'prompt', 'collaboration_platform', 'sync', 'keep', 'prompt', 'password'] ['pc', 'create', 'before', 'left_company', 'task', 'list', 'look', 'complete', 'before', 'left', 'material', 'ferth', 'assign', 'coordinator', 'task', 'wont', 'complete', 'pc', 'erp', 'system', 'stuck', 'due', 'employee', 'leave', 'company'] ['per', 'conversation', 'two', 'case', 'unable', 'change_password', 'erp', 'system', 'password_reset', 'know', 'ticket', 'assign', 'create', 'ticket', 'assign', 'someone', 'go', 'someone', 'else', 'reassign', 'accordingly', 'erp_sid', 'account_lock', 'login', 'possible', 'erp_sid', 'account_lock', 'login', 'possible', 'ticket', 'pp', 'user_id', 'password', 'change', 'need', 'user', 'assign'] ['need', 'access', 'ese', 'line', 'sd'] ['retrieve', 'delete', 'folder', 'drive', 'link', 'folder', 'vacation', 'plan', 'vacation', 'plan', 'update', 'file', 'hostname_team', 'graphic', 'vacation', 'plan', 'vacation', 'update', 'xl', 'support', 'folder', 'deletion', 'drive'] ['able', 'view_drawing', 'business_client'] ['mail_com', 'log_into', 'impact_award', 'pas_word', 'reset', 'impact_award'] ['system_sid_sid', 'sid_sid_herp', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'reset_password', 'sid'] ['see', 'red', 'many', 'folder', 'access', 'globalize', 'homemaking'] ['every_time', 'click', 'walkie', 'link', 'get', 'upgrade', 'plunge', 'message', 'get', 'message', 'new', 'tab', 'able', 'access', 'walkie', 'plunge', 'hr_tool', 'able', 'access', 'walkie', 'plunge'] ['german', 'caller'] ['note', 'unable', 'get', 'old', 'mail', 'inbox', 'old', 'mail', 'get', 'need', 'old', 'mail', 'also', 'important', 'data_related', 'customer', 'unable', 'get', 'old', 'mail', 'outlook'] ['job', 'sid', 'hoti', 'fail_job_scheduler'] ['able', 'open', 'exist', 'ghana', 'report'] ['office', 'collaboration_platform', 'execute', 'pl', 'collaboration_platform'] ['termination_effective_approve', 'account', 'yet', 'disabled', 'termination_effective_approve'] ['helper', 'recently', 'always', 'get', 'email', 'work', 'flow', 'system', 'remind', 'approve', 'pr', 'pr', 'no', 'erp', 'check', 'waste', 'email', 'workfellow', 'system'] ['laptop', 'model', 'dell', 'precision', 'able', 'take', 'skype_meeting', 'via', 'head', 'phone'] ['belgium', 'costumer', 'call', 'polish', 'phone_number', 'something', 'belgium'] ['hostname_volume_consume', 'currently', 'glb', 'space_available'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage', 'company', 'amex', 'jurare', 'vpn', 'locate', 'jurare', 'max', 'hard_since', 'et'] ['fan', 'defective', 'industrial', 'control', 'monitor'] ['reinstall', 'win'] ['camera', 'new', 'monitor', 'connect', 'need', 'cable', 'admi', 'light', 'gray', 'connection', 'dell', 'monitor', 'first', 'camera', 'least', 'construct', 'alternative', 'course', 'open', 'problem', 'camera', 'monitor'] ['provide_follow', 'order_number', 'material_item_number', 'item', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'legal', 'control', 'issue', 'material', 'extend_plant', 'plant', 'legal', 'control', 'group', 'extend', 'automatically', 'also', 'ferth', 'product', 'poland', 'like', 'eu', 'set', 'like', 'ear', 'problem', 'new', 'material', 'extend_plant', 'plant', 'country', 'pl', 'issue', 'czech', 'republic', 'plant', 'turkey', 'plant', 'material', 'release', 'manually', 'import', 'export', 'manager', 'manually', 'process', 'take', 'lot', 'time', 'export', 'cr', 'every_day', 'often', 'block', 'invoice', 'sale', 'tool', 'after', 'test', 'demonstration', 'consignment', 'stock', 'material', 'example', 'release', 'manually', 'check', 'problem', 'find', 'root_cause', 'solve', 'unable_create_delivery'] ['problem', 'fp', 'computer', 'hang'] ['need', 'change_password', 'password_management_tool', 'password'] ['window_disk_space', 'utilization_alert', 'currently', 'mb', 'available'] ['response_time', 'erp_sid', 'erp', 'production', 'slow', 'request', 'kindly', 'arrange', 'resolve', 'erp_sid', 'erp', 'production'] ['telecomm_vendor', 'doggle', 'connection', 'issue', 'connect', 'user', 'system_use_televiewer', 'uninstalled', 'reinstall', 'telecomm_vendor', 'songle', 'app', 'checked', 'songle', 'setting', 'advise', 'user', 'try', 'connect', 'no', 'go', 'user', 'mention', 'telecomm_vendor', 'connect', 'get', 'connect', 'time', 'disconnect', 'happen', 'since', 'long_time', 'no', 'telecomm_vendor', 'songle', 'connection', 'issue'] ['wild', 'card', 'search', 'grade', 'work', 'search', 'part', 'number', 'distributor_tool'] ['erp', 'password', 'work', 'block', 'ban', 'reset_password', 'use_password_management', 'tool_password_reset'] ['lady', 'gentleman', 'need', 'access', 'access', 'need'] ['pc', 'eu_tool', 'station', 'bde', 'germany', 'no_longer', 'work', 'show', 'writes', 'hard', 'disk_fail', 'pc', 'eu_tool', 'station', 'germany', 'no_longer', 'work'] ['error_message', 'mail', 'cancel', 'due', 'restriction', 'process', 'contact', 'system', 'administrator', 'open', 'hypernik', 'possible', 'connection', 'internet', 'server', 'possible', 'due', 'administration', 'right'] ['kindly_assist', 'reset', 'erp_sid', 'password', 'user', 'mimic', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'erp_sid', 'password'] ['erp', 'account_unlock', 'erp', 'account_unlock'] ['issue', 'found', 'another', 'delivery', 'status', 'block', 'item', 'see_attach', 'excel_file', 'material', 'number', 'change', 'status', 'block', 'otherwise', 'can_not', 'create_delivery_note', 'delivery', 'block', 'status', 'block'] ['erp', 'password_reset', 'reset_password', 'use_password_management', 'tool_password_reset'] ['give', 'quote', 'laptop', 'bag', 'projector', 'adopter', 'laptop', 'dell_latitude', 'quote', 'require', 'laptop', 'bag', 'projector', 'adopter', 'dell_latitude'] ['connection', 'between', 'printer', 'pc', 'em', 'establish'] ['assist', 'create', 'dn', 'follow', 'can_not', 'create_delivery', 'believe', 'delivery', 'block', 'status', 'set', 'block', 'need', 'block', 'mm', 'delivery', 'block', 'status'] ['check', 'see', 'power_supply', 'power', 'plug', 'pc', 'good_receipt', 'repair', 'necessary', 'pc', 'move', 'switch', 'pin', 'plug', 'power_supply', 'power', 'plug', 'defective', 'pc', 'good_receipt'] ['hub', 'product', 'company', 'folder', 'show', 'access_deny'] ['try', 'create_new', 'mm', 'number', 'item', 'storage', 'location_plant', 'mm', 'number', 'get', 'create', 'plant', 'even', 'storage', 'location', 'specify', 'plant', 'line_item', 'pl', 'rectify', 'erp', 'issue'] ['insert', 'delivery_note', 'no', 'erp', 'book', 'insert', 'no'] ['would_pol', 'check', 'dn', 'generate', 'generate', 'automatically', 'dn'] ['office', 'pro', 'plus', 'french', 'get', 'corrupt', 'need', 'full'] ['unable_login', 'window', 'account'] ['also', 'initial', 'wrong', 'right', 'one', 'waiter', 'chaff', 'mobile_phone', 'can_not', 'use', 'skype_business', 'conically'] ['termination_effective_approve', 'termination'] ['kindly_assist', 'staff', 'unable_open', 'email', 'computer', 'name', 'user', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'unable', 'access', 'email'] ['would', 'favor', 'plant', 'custom', 'audit', 'prepare', 'document', 'refer', 'attach', 'file', 'use', 'weaver', 'ship', 'manifest', 'extract', 'track', 'number', 'base', 'dun', 'would', 'let_know', 'way', 'extract', 'old', 'data', 'track'] ['order', 'drop', 'ship', 'warehouse_tool', 'customer', 'item'] ['termination', 'termination_effective_approve', 'click_link', 'view', 'termination'] ['unable', 'sync', 'mail', 'iphone'] ['login', 'phone', 'server', 'change', 'phone', 'old', 'iphone', 'new', 'want', 'connect', 'get', 'mail', 'exchange', 'outlook', 'iphone', 'iphone', 'phone_number', 'imi', 'exchange', 'phone'] ['unable', 'access', 'erp'] ['open', 'sale_order', 'close', 'display', 'create_new', 'link', 'manual', 'distribute', 'way', 'thing', 'suf', 'software', 'problem'] ['termination_effective_approve', 'click_link', 'view', 'termination'] ['look_like', 'spam', 'want', 'make', 'someone', 'aware', 'suspect', 'spam', 'mail'] ['lemnad', 'error', 'get', 'use', 'search', 'function', 'system', 'exception', 'type', 'system', 'thrown', 'system', 'reflection', 'assembly', 'system', 'reflection', 'system', 'security', 'policy', 'hash', 'system', 'security', 'policy', 'hash', 'type', 'system', 'security', 'policy', 'hash', 'get', 'sha', 'system_web_handler', 'assembly', 'assembly', 'system_web_handler', 'assembly', 'assembly', 'system_web_handler', 'list', 'boolean_zip_system_web', 'handler', 'system_web_handler', 'list', 'boolean_zip_system_web', 'handler', 'system_web_handler', 'assembly', 'assembly', 'string', 'culture', 'boolean_zip_system_web', 'ui', 'control', 'boolean_zip_system_web', 'ui', 'boolean_zip_system_web', 'ui', 'gestural', 'boolean_zip_system_web', 'ui', 'list', 'system_web_ui', 'system_web_ui', 'object', 'sender', 'system_web_ui', 'page', 'system_web_ui', 'page', 'boolean', 'boolean', 'tool', 'data', 'site', 'can_not', 'search', 'security', 'error'] ['password_reset', 'login', 'hub'] ['no', 'display', 'monitor'] ['distribution_list', 'update', 'remove', 'add', 'back', 'wait', 'time', 'work_fine', 'issue_resolve', 'distribution_list', 'update'] ['host_hostname', 'target', 'type', 'database', 'instance', 'target', 'name', 'sid', 'category', 'capacity', 'message', 'value', 'datafile', 'size', 'oracle', 'sid', 'data', 'severity', 'critical', 'event', 'report', 'time', 'oct', 'pm', 'edit', 'event_type', 'metric', 'alert', 'event', 'name', 'oracle', 'datafile', 'monitor', 'datafile', 'size', 'em', 'event', 'critical', 'sid', 'value', 'datafile', 'size', 'oracle', 'sid', 'data'] ['can_not', 'post', 'delivery', 'material', 'recently', 'move', 'usa', 'warehouse', 'usa', 'warehouse', 'able', 'post', 'delivery', 'get', 'error', 'say', 'material', 'maintain', 'plant_plant', 'plant', 'usa', 'alabama', 'plant', 'nothing', 'see_attach_screen_shot', 'concerned', 'configuration', 'miss', 'allow', 'plant', 'ship', 'consignment', 'fill', 'order', 'customer', 'tool', 'flo', 'mfg', 'product', 'store', 'usa', 'temporarily', 'inventory', 'depletes', 'ship', 'direct', 'plant_plant', 'plant', 'can_not', 'miss', 'service', 'customer', 'advise', 'can_not', 'post', 'delivery'] ['reset_password', 'supply_chain_software', 'user', 'supply_chain_software', 'pwr'] ['pol', 'assign', 'user', 'ad', 'currently', 'add', 'sale', 'approve', 'enough', 'approval', 'assign', 'user', 'ad'] ['shave', 'access', 'obj', 'since', 'day', 'sent', 'tool'] ['able', 'add_lean_event', 'through', 'webpage', 'can_not', 'displayed', 'infopath', 'installation', 'lean_event'] ['unable', 'load', 'outlook', 'cost', 'file', 'get', 'corrupt', 'throb', 'browser_microcoat_internet_explorer', 'take', 'control', 'screen', 'let_know', 'wrong', 'email', 'unable', 'load', 'outlook', 'cost', 'file', 'get', 'corrupt'] ['company', 'unable', 'access', 'finance', 'portal', 'hub', 'even_though', 'do', 'past', 'receive_message', 'check', 'permission', 'let_know', 'need', 'reinstate', 'finance', 'portal', 'hub'] ['unable', 'access', 'drawing'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_south_america', 'site_hard_since_pm', 'et'] ['von', 'october', 'bereft', 'workfellow', 'inbox', 'hope', 'right', 'person', 'turn', 'suddenly', 'receive', 'workfolks', 'anymore', 'into', 'erp', 'inbox', 'assign', 'sd', 'hope', 'tackle', 'problem', 'receive', 'workfolks', 'anymore', 'into', 'erp', 'inbox'] ['vip', 'mobile_device_activation'] ['email', 'update', 'outlook', 'update'] ['use', 'several_time', 'past', 'reason', 'today', 'function', 'properly', 'get', 'point', 'chosen', 'table', 'load', 'freeze', 'say', 'respond', 'really', 'need', 'work', 'properly', 'job', 'ibex', 'respond'] ['need', 'access', 'collaboration_platform', 'approve', 'find_attachment', 'user_id', 'website', 'ef', 'cb', 'ab', 'bandfile', 'emea', 'vendor', 'payment', 'term', 'change', 'log', 'default', 'need', 'access', 'sharewort', 'approve', 'find_attachment'] ['guserid', 'global', 'ethic_compliance', 'need', 'password', 'sid', 'change'] ['unable', 'load', 'picture', 'skype', 'try', 'edit', 'take', 'account', 'load', 'add', 'outlook', 'show', 'skype', 'idea', 'skype'] ['able', 'clear', 'printer', 'queue', 'clear', 'queue', 'command', 'prompt', 'checked', 'give', 'print', 'work_fine', 'issue_resolve', 'printer', 'issue', 'hp', 'office', 'jet', 'printer', 'offline'] ['vet', 'attempt', 'submit_expense_report', 'approval', 'appear', 'move', 'approver', 'save', 'report', 'happens_every', 'time', 'submit_expense_report', 'expense_report', 'submittal', 'refer', 'ticket', 'inplant'] ['place', 'call', 'id'] ['email', 'keep', 'disconnect', 'internet', 'access', 'week'] ['no', 'access', 'com', 'say', 'yet', 'authorize', 'enter', 'employee', 'recognition', 'site_contact', 'admin', 'no', 'access'] ['ghost', 'call', 'interaction_id'] ['blank_call', 'call', 'come', 'get', 'disconnect'] ['id', 'person', 'side', 'disconnect', 'id'] ['outlook', 'update'] ['two', 'issue', 'pm', 'time', 'keep', 'go_forward', 'ii', 'submit', 'time', 'report', 'last_week', 'supervisor', 'receive', 'iii', 'time', 'keep', 'window', 'show', 'one', 'row', 'time', 'can_not', 'enter', 'new', 'vacation', 'time', 'nathaniel', 'faggotry', 'senior', 'staff', 'engineer', 'problem', 'pm', 'time', 'keep', 'time'] ['unable', 'see', 'engineering_tool'] ['current', 'file', 'corrupt', 'work', 'server', 'name', 'dat_hostname', 'need', 'file', 'pull', 'backup', 'manufacturing', 'backorder', 'database', 'vg', 'rev', 'accumb'] ['wifi', 'work', 'sao', 'bernard', 'campo'] ['call', 'come', 'get', 'disconnect', 'private', 'number', 'unable', 'call', 'blank_call'] ['get', 'attach', 'error', 'try', 'post', 'delivery', 'able', 'post', 'delivery'] ['browser_microcoat_internet_explorer', 'add', 'skype_meeting', 'link', 'new', 'meeting', 'notice', 'button', 'no_longer', 'advise', 'get', 'back', 'skype', 'add', 'disabled'] ['instal', 'driver_update', 'slipware', 'technology', 'external', 'software'] ['send', 'replacement', 'detachable', 'venue', 'pro', 'pro', 'right', 'hand', 'key', 'work', 'work', 'properly', 'make', 'use', 'machine', 'problematic', 'venue', 'pro', 'pro', 'detachable', 'severe', 'issue'] ['name', 'tim', 'hope', 'email', 'telephone', 'summary', 'two', 'employee', 'lose', 'access', 'miri', 'scan', 'clock', 'number', 'lose', 'access', 'miri', 'scan'] ['want', 'create', 'standard', 'letter', 'open', 'data', 'source', 'excel', 'list', 'system', 'error', 'ask', 'thank', 'error', 'system', 'error', 'specify', 'module', 'found', 'driver', 'load'] ['unable_connect', 'internet'] ['system', 'freeze'] ['erp', 'login', 'issue', 'password_reset'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_global_telecomm', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'company_usa_usa', 'eh', 'mil', 'locate_usa', 'company', 'since_et'] ['unlock', 'password', 'forgot', 'reset_password', 'impact_award'] ['outlook', 'issue', 'load'] ['password_reset', 'password_management_tool'] ['follow', 'word', 'document', 'edit', 'zuni', 'unden', 'doc', 'cursor', 'jump', 'constantly', 'page', 'redirect', 'local', 'word', 'document', 'doc', 'broken'] ['job', 'printing', 'every', 'bd', 'need', 'cancel', 'one', 'print', 'today', 'look', 'tomorrow', 'date', 'see', 'one', 'release', 'aroint', 'regional', 'controller', 'schedule', 'job', 'need', 'cancel'] ['pray', 'janner', 'idle', 'access', 'folder', 'department', 'training', 'fc', 'janner', 'idle'] ['can_not', 'open', 'close', 'manipulate', 'task', 'engineering_tool', 'make', 'difficult', 'work', 'india', 'look', 'engineering_tool', 'work'] ['eu_tool', 'partially', 'work', 'erp', 'eu_tool', 'slow'] ['erp_sid', 'system', 'germany', 'extremely', 'slow', 'no', 'delivery', 'possible', 'erp', 'complete', 'system', 'slow'] ['assist', 'change_password', 'enter', 'old', 'password', 'activate', 'erp', 'logion'] ['window', 'account_unlock'] ['reset_password'] ['transaction', 'erp', 'take_long', 'erp', 'reacts', 'extremely', 'slowly'] ['provide', 'monitor', 'video', 'measure', 'machine'] ['problem', 'outlook'] ['computer', 'defective'] ['error', 'authorize', 'view', 'page', 'permission', 'view', 'directory', 'page', 'use', 'credential', 'supply', 'engineering_tool', 'work'] ['after', 'click', 'outlook', 'icon', 'start', 'window', 'appear', 'minute', 'no', 'long', 'wait', 'start', 'also', 'restart_computer', 'brought', 'no', 'improvement', 'outlook', 'start', 'anymore'] ['yi', 'analyst', 'distribute', 'system', 'lan', 'pc', 'de', 'nevada', 'em', 'ter', 'beira', 'de', 'futuro', 'de', 'para', 'cc', 'fergus', 'justico', 'filipino', 'requienia', 'hp', 'br', 'assiento', 're', 'problem', 'engineering_tool', 'non', 'wait', 'available', 'gustavus', 'believe', 'need', 'connect', 'computer', 'non', 'company', 'solve_problem', 'connect', 'computer', 'ist', 'streamline', 'process', 'appreciate', 'problem', 'week', 'analyst', 'distribute', 'system', 'de', 'nevada', 'em', 'ter', 'beira', 'de', 'futuro', 'de', 'para', 'assiento', 'problem', 'engineering_tool', 'non', 'come', 'availability', 'erp', 'would', 'great', 'mention', 'ist', 'give', 'call', 'reach', 'via', 'skype', 're', 'problem', 'engineering_tool', 'non'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'company', 'russia', 'ups', 'vpn_tr', 'locate', 'russia', 'warehouse', 'since_et'] ['restart', 'eu_tool', 'server', 'erp', 'run', 'production', 'plan', 'eu_tool', 'plant', 'germany'] ['create', 'business', 'partner', 'id', 'solution', 'create', 'business', 'partner', 'id'] ['unable', 'loin', 'es', 'portable'] ['user', 'experience', 'issue', 'application', 'engineering_tool', 'access', 'create_new', 'report', 'unable', 'submit', 'computer', 'approximately', 'one', 'year', 'old', 'rather', 'reinstall', 'pc', 'instead', 'try', 'fix', 'problem', 'separately', 'multiple', 'app', 'problem', 'user'] ['setup', 'eu_tool'] ['literate', 'write', 'authorization', 'set', 'discuss', 'operational', 'department', 'technical', 'service', 'mail_com', 'cero', 'manage_director', 'seat_register_office', 'germany', 'list_court_register', 'germany', 'personally', 'liable', 'general_partner', 'general_partner', 'company', 'company_gambs', 'seat_register_office', 'orth_bay', 'list_court_register', 'orth', 'sent', 'jorge', 'passive', 'aw', 'plant', 'conversion', 'work', 'service', 'center', 'maintenance', 'fc', 'hostname', 'sk', 'restung', 'user'] ['plant', 'audit', 'auditor', 'would_like', 'see', 'po', 'document', 'hard', 'copy', 'way', 'print', 'po', 'document', 'one', 'time', 'hue', 'men', 'mail', 'need', 'one', 'one', 'number', 'po', 'purchase_order', 'print'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'company_usa_usa', 'township', 'vpn', 'since_et'] ['download', 'sp', 'outlook', 'see', 'issue_resolve', 'instal', 'outlook', 'bit', 'prompt', 'password', 'repeatedly', 'after', 'password_reset'] ['mail_com_everybody', 'iphone', 'unlock', 'receive_mail', 'thank', 'tel', 'cid', 'techne', 'consult', 'sale', 'mail_com_mail_com', 'germany_company_gambs', 'max', 'plack', 'road', 'apple', 'data', 'detector', 'apple', 'data', 'detector', 'germany_company_gambs', 'manage_director', 'herald', 'nuclein', 'pinko', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'iphone', 'unlock', 'receive_mail'] ['unlock', 'reset_password', 'guserid', 'let_know', 'initial', 'password'] ['user', 'need', 'open', 'rar', 'file', 'connect', 'user', 'system_use_televiewer', 'instal', 'application', 'user', 'system', 'user', 'inform', 'able', 'open', 'rar', 'file', 'issue_resolve', 'user', 'need', 'open', 'rar', 'file'] ['phone', 'sound'] ['receive', 'email', 'indin', 'ping', 'server', 'respond', 'medium', 'server', 'disconnect', 'south_america', 'south_america'] ['able', 'access', 'business_client', 'able', 'access', 'business_client'] ['system', 'bank', 'inlet', 'temp', 'alert', 'hostname', 'system', 'bank', 'ambient', 'temp', 'alert', 'attach_screen_shot', 'window', 'event', 'viewer', 'log', 'system', 'bank', 'temperature', 'alert_monitoring', 'tool', 'south_america', 'south_america', 'server_hostname', 'hostname'] ['browser_microcoat_internet_explorer', 'another', 'user', 'remember', 'erp_sid', 'password', 'sign', 'cabane', 'reset', 'erp_sid', 'password', 'sign', 'cabane', 'reset', 'thank'] ['browser_microcoat_internet_explorer', 'user', 'lock', 'erp_sid', 'reset_password', 'user', 'lock', 'erp_sid', 'reset_password', 'thank'] ['unable', 'access', 'remails', 'outlook'] ['check', 'follow', 'issue', 'erp', 'pull', 'customer', 'part', 'number', 'tax', 'item', 'tap', 'item', 'although', 'show', 'delivery_note', 'see_attach', 'able', 'print', 'label', 'item', 'erp', 'pull', 'customer', 'part', 'number', 'tax', 'item', 'tap', 'item'] ['able_login', 'collaboration_platform'] ['get', 'follow_error_message', 'try', 'access', 'purchasing', 'no', 'data', 'found', 'employee', 'inform', 'system', 'administration', 'sync', 'hr', 'org', 'detail', 'purchasing', 'action', 'perform'] ['option', 'currently', 'available', 'let_know', 'would_like', 'able', 'use', 'camera', 'skype_business', 'call', 'add', 'option'] ['no', 'audio', 'ethic', 'page'] ['intermittent', 'audio', 'issue', 'computer'] ['log', 'remotely', 'unable', 'access', 'outlook', 'understand', 'set', 'need', 'change', 'fix', 'issue', 'outlook', 'query'] ['try', 'login', 'follow_message', 'receive', 'advise', 'pc', 'client', 'login', 'error'] ['ticket', 'query', 'ticket'] ['unable', 'log_into_skype', 'advise', 'skype'] ['monitor', 'ray', 'instrument', 'pc', 'stay', 'turn'] ['sever', 'hd', 'failure', 'light', 'kindly', 'create', 'ticket', 'vendor', 'sever', 'hd', 'failure', 'light'] ['static', 'sound', 'telephony_software', 'phone', 'id', 'interaction_id'] ['advise', 'user', 'login', 'associate', 'machine', 'need', 'update', 'address', 'book', 'plant', 'xerox', 'printer'] ['need', 'installation', 'office', 'user', 'new_joiner', 'unable', 'access', 'office', 'license', 'need', 'installation', 'office'] ['hostname_team', 'rita', 'full_control', 'access'] ['need', 'user_id', 'reset', 'sid', 'erp', 'mail', 'reset_password', 'password_reset', 'request', 'sid', 'erp'] ['employee', 'access', 'scan', 'production_order', 'access', 'today', 'check', 'into', 'problem', 'let_know', 'unlock', 'everything', 'password_management_tool', 'no', 'luck', 'production', 'supervisor', 'unlock', 'password'] ['go_into', 'vpn', 'password', 'right', 'reset_password', 'also', 'vpn', 'many', 'frequent', 'lock', 'issue'] ['two', 'different', 'engineering_tool', 'instal', 'tablet', 'neither', 'work', 'properly', 'click_link', 'go_into', 'web_base', 'search', 'also', 'click', 'engineering_tool', 'icon', 'show', 'error', 'can_not', 'continue', 'application', 'improperly', 'error', 'get', 'example', 'web_base', 'search', 'enter', 'new', 'engineering_tool', 'page', 'look', 'exist', 'available', 'perform', 'web', 'search', 'hatty', 'engineering', 'data', 'report', 'server', 'page', 'report', 'viewer', 'apx', 'report', 'viewer', 'page', 'report', 'server', 'found', 'engineering_tool', 'instal', 'properly'] ['need', 'noxa', 'user', 'tigery', 'anthus', 'click', 'gad', 'nix', 'close', 'make', 'something', 'solve_problem', 'noxa'] ['crm', 'add', 'come'] ['try_open', 'through', 'erp', 'business', 'analysis', 'give', 'error', 'launcher', 'exit', 'error', 'analysis_add', 'register', 'correctly', 'analysis', 'work', 'run', 'quote', 'report', 'show', 'tool', 'bar'] ['reset_password', 'fail', 'logion', 'change', 'password_management_tool', 'password', 'due', 'expiry', 'result', 'problem', 'user', 'emp', 'id', 'password_reset', 'request', 'erp'] ['flash_player', 'update', 'issue'] ['contact', 'need', 'read_write_access', 'folder', 'lean', 'network', 'path', 'hostname', 'public', 'lean', 'read_write_access', 'folder', 'access', 'request', 'lean'] ['erp', 'password_reset'] ['exit', 'company', 'need', 'forward', 'remails', 'effective', 'immediately', 'forward', 'remails'] ['complete', 'nuda', 'alarm', 'system', 'receive', 'email', 'response', 'link', 'form', 'cothish', 'access', 'link', 'edit', 'whenever', 'save', 'receive', 'email', 'confirmation', 'copy', 'cothish', 'access', 'link', 'edit', 'whenever', 'save', 'receive', 'email', 'confirmation'] ['cloud', 'account', 'synched', 'outlook', 'need', 'delete'] ['browser_microcoat_internet_explorer', 'iamb', 'lock', 'erp', 'change_password', 'get', 'lock', 'erp_sid', 'password', 'change'] ['new', 'employee', 'phone_number', 'need'] ['can_not_connect', 'link', 'long', 'download', 'screen', 'user', 'access', 'vpn', 'can_not_connect', 'vpn'] ['receive', 'follow', 'email', 'last', 'two', 'backup', 'job', 'automatically', 'cancel', 'exceed', 'job', 'maximum', 'configure', 'run', 'time', 'backup', 'server_hostname', 'currently', 'assist', 'server_hostname', 'automatically', 'cancel', 'backup'] ['mobile_device_activation'] ['browser_microcoat_internet_explorer', 'can_not', 'access', 'planner', 'app', 'iowa', 'can_not', 'access', 'planner', 'app', 'iowa'] ['password_expire', 'unable', 'change_password'] ['difficulty', 'change_password', 'usa', 'company', 'through_password_management', 'tool', 'id', 'system', 'assist', 'password_reset', 'through_password_management', 'tool_password', 'collaboration_platform', 'issue'] ['would_like', 'gain', 'access', 'link', 'try', 'complete', 'lap', 'request', 'one', 'customer', 'error', 'receive', 'unable', 'access', 'collaboration_platform'] ['open', 'branding', 'site', 'receive', 'follow_error_message', 'internet_explorer', 'make_sure', 'web', 'address', 'vpn', 'yutu', 'mit', 'grus', 'branding', 'site'] ['access', 'pre', 'call', 'planning', 'section', 'account', 'record', 'get', 'error', 'one', 'get', 'reporting_engineering_tool', 'crm', 'fix', 'open', 'crm', 'issue', 'happen', 'get', 'error', 'try', 'access', 'recall', 'planning', 'report', 'mor', 'see_attach'] ['cost', 'issue', 'part', 'make', 'plant', 'extend_plant', 'see', 'cost', 'plant', 'use', 'think', 'incorrect', 'try', 'cost', 'part', 'come', 'pc', 'gpcd', 'warn_message', 'mat', 'plant_plant', 'itemization', 'match', 'cost', 'component', 'split', 'sure', 'need', 'correct', 'plant', 'cost', 'cad', 'cost', 'issue', 'material', 'plant_plant'] ['erp_sid', 'lock'] ['can_not', 'open', 'download', 'daedalus', 'report', 'pdf', 'report', 'several', 'colleague', 'download', 'opening', 'particular', 'report', 'daedalus', 'report', 'pdf', 'block'] ['get', 'information', 'since_last', 'sale_engineer', 'receive', 'push', 'report', 'like', 'open', 'quote', 'report', 'someone', 'check', 'let_know', 'happens', 'push', 'report'] ['error', 'window', 'can_not', 'access', 'hostname', 'red', 'cross', 'drive', 'server', 'user', 'access', 'server', 'work', 'before', 'contact', 'impact', 'quote', 'design', 'manufacturing', 'usa_plant', 'local', 'server_hostname'] ['unable_open', 'business_client', 'install', 'net'] ['network_drive', 'load'] ['receive', 'sale', 'activity', 'order', 'report', 'past', 'week', 'sr_application', 'engineer', 'general', 'engineering', 'weekly', 'sale', 'activity', 'report'] ['face_problem', 'join', 'conference_call', 'skype', 'access', 'one', 'call', 'skype'] ['computer', 'eu_tool', 'bar', 'depends'] ['forgot', 'password', 'erp', 'login', 'reset_password', 'use_password_management', 'tool_password_reset'] ['able', 'open', 'single_sign_portal', 'hub'] ['computer', 'inkstand', 'defective', 'problem', 'fan'] ['need', 'sb', 'stick', 'piece', 'need', 'sb', 'stick', 'piece'] ['able', 'submit', 'lean_tracker', 'collaboration_platform'] ['open', 'outlook', 'skype', 'pc', 'give', 'error', 'like', 'cid', 'dobie', 'bb', 'outlook', 'skype', 'problem'] ['unable', 'get', 'password_management_tool', 'change_password'] ['vpn', 'suddenly', 'accept', 'credential'] ['see_attach', 'jpg', 'file', 'show', 'message', 'pm', 'tool', 'sd', 'pm', 'tool', 'sd', 'upload', 'project', 'erp'] ['obj', 'debi', 'publication', 'fail', 'weekend', 'service', 'still', 'work', 'obj', 'debi', 'publication', 'service', 'run'] ['desk', 'pr', 'pending', 'day', 'yet', 'release', 'find', 'screen_shot', 'pr', 'checked', 'work', 'flow', 'approver', 'user_id', 'nothing', 'pending', 'screen_shot_attach', 'verify', 'detail', 'appear', 'work', 'flow', 'approver', 'pending', 'pr', 'status', 'workfellow', 'detail', 'approver'] ['dwight', 'update', 'ticket_comment_add'] ['hostname', 'setibo', 'server', 'physical', 'drive', 'power_supply', 'issue'] ['able', 'open', 'drawing', 'pdf'] ['report', 'bob', 'information', 'space', 'like', 'product_management', 'report', 'quota', 'report', 'others', 'miss', 'simply', 'get', 'empty', 'screen', 'user', 'report', 'problem', 'fix', 'issue', 'obj', 'work'] ['volume_label', 'syst', 'server_space_consume_space', 'available', 'volume_label', 'syst', 'server', 'consume'] ['would', 'need', 'two', 'loaner_laptop', 'location_germany', 'th', 'th', 'visitor', 'consultant', 'bank', 'name', 'consultant', 'finish', 'huge', 'update', 'erp', 'payment', 'management', 'autobahn', 'tool', 'cost_center', 'loaner_laptop', 'germany', 'location', 'require'] ['able', 'see', 'sny', 'information', 'space', 'obj', 'prod', 'server'] ['unlock_account', 'reset_password', 'reset_password', 'erp', 'production', 'erp'] ['like', 'set', 'hand', 'set', 'tamlung', 'company', 'outlook', 'remails', 'pol', 'offer', 'assistance', 'set', 'hand', 'phone_email'] ['im', 'able_login', 'sid', 'system', 'look_into', 'priority', 'user_id', 'im', 'able_login', 'sid', 'system', 'look_into', 'priority', 'user_id'] ['fe', 'paper', 'copy', 'text', 'clear'] ['problem', 'user', 'temporarily', 'meridian'] ['logion', 'lynch'] ['divi', 'interface', 'without_function', 'graphic', 'card', 'probably', 'defective', 'divi', 'interface', 'without_function'] ['error', 'system', 'error', 'unknown', 'error', 'eu_tool', 'work'] ['sunil', 'browser_microcoat_internet_explorer', 'change_password', 'password_management_tool', 'password', 'unlocked_account', 'engineering_tool', 'take', 'new', 'password', 'show', 'number', 'fail_attempt', 'exceed', 'engineering_tool', 'take', 'new', 'password', 'show', 'number', 'fail_attempt', 'exceed'] ['bob', 'new', 'item', 'system', 'error', 'bob', 'go', 'back', 'even', 'system', 'failure', 'bob'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'can_not', 'run', 'although', 'plant', 'pic', 'stock', 'unable_create_delivery', 'item'] ['do', 'company', 'connect', 'log', 'use'] ['good_day', 'follow', 'issue', 'sale_order', 'first', 'line_item', 'pull', 'through', 'pick', 'slip', 'assist', 'item', 'sale_order', 'pull', 'through', 'pick', 'slip'] ['pc', 'def', 'possibly', 'power_supply', 'unit'] ['send', 'immediate', 'local', 'support', 'site', 'analyze', 'error', 'complete', 'surrender', 'work', 'germany', 'no', 'data', 'transmission', 'erp', 'database', 'inket', 'printer', 'image'] ['last_week', 'eu_tool', 'performance', 'verily', 'low', 'germany', 'plant', 'eu_tool', 'performance', 'low'] ['able', 'submit', 'lean_tracker'] ['eu_tool', 'batch', 'management'] ['file', 'scan', 'problem', 'michoacan', 'wy'] ['no', 'feedback', 'signal', 'give', 'list', 'possible', 'eu_tool', 'failure', 'germany'] ['server', 'problem', 'square', 'soft', 'applicable'] ['battery', 'charge', 'power', 'adapter', 'connect', 'power', 'adaptor', 'unplugged', 'batter', 'detect', 'system', 'latitude', 'service_tag', 'express', 'service', 'code', 'instal', 'power', 'system', 'bios', 'restart_pc', 'checked', 'still', 'issue', 'issue', 'battery', 'need', 'replacement', 'contact', 'battery', 'charge', 'power', 'adapter', 'connect'] ['computer', 'service', 'code', 'turn', 'change', 'engineering', 'colical', 'plug', 'no', 'effect', 'fan', 'computer', 'turn', 'either', 'contact', 'gordon', 'leach', 'number', 'computer', 'turn'] ['printer', 'offline', 'see_attachment'] ['login', 'issue', 'erp_sid', 'user', 'get', 'logion_balance_error', 'advise', 'user', 'check', 'company', 'network', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'login', 'issue', 'erp_sid'] ['chok', 'dn', 'pol_check', 'dn'] ['complete', 'gr', 'dn', 'mm', 'stock', 'available', 'md', 'advise', 'would_like', 'ship', 'customer', 'pic', 'today', 'can_not', 'review', 'stock', 'mm'] ['provide_access', 'follow', 'user_id', 'colical', 'production', 'file', 'colical', 'production', 'read_write', 'hostname', 'tabu', 'dele', 'file', 'hostname', 'tabu', 'dele', 'read', 'printer', 'wy', 'access', 'network_drive', 'printer'] ['get', 'stock', 'recall', 'notice', 'plant_plant', 'need', 'return', 'plant', 'create', 'request', 'pc', 'dn', 'generate', 'pol', 'run_dn', 'rest', 'material', 'tx', 'gd_company_handprint_apac', 'wg_dc', 'forward', 'recall', 'plant', 'ref'] ['browser_microcoat_internet_explorer', 'sign', 'vpn', 'access', 'ghana', 'erp', 'ned', 'vpn', 'access', 'ghana', 'erp'] ['outlook_launch', 'contact', 'connect', 'user', 'system_use_televiewer', 'user', 'confirm', 'use', 'crm', 'repair', 'office', 'restart_pc', 'reconfigure', 'outlook', 'take', 'time', 'outlook', 'ver', 'user', 'mention', 'call', 'back', 'tomorrow', 'ticket', 'number', 'user', 'outlook_launch'] ['unlock', 'erp', 'tell', 'new', 'password', 'erp', 'lock', 'un', 'lock', 'tell', 'new', 'password'] ['image', 'try', 'get_into', 'obj', 'day', 'show', 'obj'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'account_unlock'] ['need', 'change_password', 'sync', 'new', 'password', 'account'] ['unable', 'sign', 'skype'] ['password_reset', 'es', 'user'] ['circuit', 'outage', 'company_usa_usa', 'plant', 'bld', 'qaf', 'carbo', 'access_sw', 'switch_since_et'] ['warn', 'ex', 'process', 'count', 'application', 'pilm_conversion', 'server', 'node_hostname', 'warn', 'state', 'monitoring_tool'] ['job', 'snap', 'eheu', 'regent', 'fail_job_scheduler'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage_india', 'company_ap_ind', 'carrier', 'vpn', 'since_pm_et', 'primary', 'circuit'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'plan', 'power_outage', 'company', 'hard_since', 'pm_et'] ['sound', 'work', 'suspect', 'email', 'threat'] ['inquiry', 'erp_sid', 'maintenance'] ['company_ap_chn_apac', 'company', 'psf', 'access_sw', 'company_ap_chn_apac', 'company', 'mw', 'access_sw', 'company_ap_chn_apac', 'company', 'psf', 'access_sw', 'apac', 'company', 'multiple', 'switch', 'go_pm_et'] ['dispatch', 'germany', 'since', 'replacement', 'pc', 'instal', 'new', 'one', 'order', 'pc', 'hall', 'near', 'office', 'nester', 'boot'] ['browser_microcoat_internet_explorer', 'laptop', 'model', 'latitude', 'speaker_work', 'laptop', 'model', 'latitude', 'speaker_work'] ['job', 'get', 'fail', 'due', 'dif', 'rosal', 'ql', 'error', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_south', 'africa_sa', 'network', 'since_et'] ['job_bk_ghana_sid', 'erp', 'idly_dp', 'fail_job_scheduler'] ['provide_access', 'pu', 'file', 'hostname_department', 'pu', 'press', 'tool', 'folder', 'follow', 'computer', 'drive', 'access', 'request'] ['reset', 'pas_word', 'user_id', 'user_id', 'pas_word', 'reset'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_engineering', 'warehouse', 'company', 'network', 'since_et'] ['south_africa', 'sa', 'company_eu', 'zarf', 'access_sw', 'since_pm_et', 'interface', 'uplink_company', 'eu', 'zarf', 'access_sw', 'company_eu', 'zarf', 'core_sw', 'south_africa', 'sa', 'company_eu', 'zarf', 'access_sw', 'since_pm_et'] ['unable', 'sync', 'mail', 'calendar', 'mobile_device'] ['unable_connect', 'network', 'printer', 'ticket', 'update', 'inplant', 'unable_connect', 'network', 'printer'] ['name', 'mexico', 'unfortunate', 'password_expire', 'forgot', 'update', 'can_not', 'enter', 'company', 'system', 'distributor_tool', 'crm', 'today', 'change_password', 'web', 'site', 'give', 'access', 'say', 'password', 'update'] ['check', 'see', 'printer', 'connect', 'network', 'sent', 'several', 'document', 'sit', 'queue', 'printer', 'turn', 'say', 'ready', 'nothing_happens', 'network', 'printer', 'work'] ['folder', 'delete', 'hostname', 'folder', 'need', 'restore', 'beyond', 'machining', 'gtc', 'folder', 'delete', 'hostname'] ['unable', 'log', 'erp', 'netweaver'] ['unlock', 'user', 'account', 'user', 'request', 'unlock', 'user', 'account'] ['add', 'company_center', 'account', 'account', 'accidently', 'delete', 'order', 'section', 'restore', 'company_center', 'account', 'add', 'delete', 'item'] ['kristi', 'usa', 'site', 'business', 'can_not', 'create_delivery', 'fix', 'apod'] ['create', 'telephony_software', 'id', 'new', 'hire'] ['need', 'save', 'ex', 'file', 'analyst', 'attempt', 'today', 'ask', 'put', 'desk', 'ticket', 'problem', 'pc', 'file', 'attempt', 'save', 'attach', 'unable', 'save', 'ex', 'file'] ['vip', 'user', 'unable', 'join', 'skype_meeting', 'external', 'vendor'] ['install', 'analysis_office', 'agao', 'tool', 'laptop', 'analysis_office', 'agao', 'tool'] ['error', 'no', 'stop', 'possible', 'combination', 'error', 'enter', 'stock_transfer', 'material', 'plant_plant', 'error', 'no', 'stop', 'possible', 'combination'] ['format', 'reinstall', 'laptop', 'system', 'get', 'hang', 'suddenly', 'slow', 'run', 'system', 'hang', 'slow'] ['update', 'java', 'ver', 'internet', 'explore', 'java', 'error'] ['unable', 'install_software', 'ask', 'administrator', 'access', 'access', 'issue'] ['link', 'user', 'need', 'access', 'access_deny', 'collaboration_platform', 'finance', 'link'] ['include', 'email', 'list', 'receive_remails', 'come', 'address', 'receive_remails'] ['phone', 'issue'] ['generic', 'information'] ['click', 'download', 'pdf', 'get', 'pop', 'allows', 'download', 'pdf', 'see_attachment', 'throb', 'ducula', 'put', 'crm_dynamic', 'com', 'propupa', 'blocker', 'work', 'know', 'thing', 'need', 'pop', 'blocker', 'also', 'put', 'company', 'collaboration_platform', 'com', 'pop', 'blocker', 'mine', 'close', 'ticket', 'need', 'do', 'click', 'download', 'pdf', 'get', 'pop', 'allows', 'download', 'pdf', 'see_attachment'] ['outlook', 'issue', 'unable_open', 'new', 'email', 'go', 'respond', 'outlook', 'issue'] ['lose', 'connection', 'personal', 'drive', 'share', 'between', 'desktop', 'laptop', 'able', 'access', 'desktop', 'no_longer', 'laptop', 'map', 'location', 'unsuccessful', 'lose', 'connection', 'personal', 'drive', 'share', 'between', 'desktop', 'laptop'] ['outlook', 'see', 'archive', 'remails', 'outlook', 'leave', 'today', 'nattle', 'need', 'see', 'archive', 'remails'] ['browser_microcoat_internet_explorer', 'need', 'change', 'default', 'printer', 'erp', 'transaction', 'co', 'co', 'despite', 'change', 'default', 'su', 'still', 'printing', 'wrong', 'printer', 'erp', 'printer', 'rerouting'] ['interface', 'cisco', 'haircap', 'company_usa_usa', 'dif', 'access_sw_since_et', 'interface', 'cisco', 'haircap', 'company_usa_usa', 'dif', 'access_sw'] ['unable_open', 'sid', 'password', 'issue', 'sid'] ['difficulty', 'obtain', 'data', 'obj', 'must', 'issue', 'report', 'someone', 'call', 'obj'] ['everything', 'else', 'work', 'erp_sid', 'lock', 'erp', 'password', 'lock', 'after', 'update', 'password', 'password_management_tool', 'password'] ['unable_login', 'hub', 'check', 'pay', 'statement'] ['hostname', 'window_disk_space', 'utilization_alert', 'free', 'space_available', 'glb'] ['trouble', 'get', 'erp', 'sale', 'info', 'no', 'figure', 'field', 'pull', 'report', 'comp_sr', 'application_eng', 'problem', 'erp', 'sale', 'info'] ['unable', 'create', 'skype_meeting', 'behalf', 'unable', 'create', 'skype_meeting', 'behalf'] ['interface', 'switch', 'company_eu_deul', 'germany', 'access_sw_since_et'] ['issue', 'view_drawing', 'see_attach', 'document', 'error_message', 'issue', 'view_drawing'] ['effective_approve', 'click_link', 'view', 'effective_approve'] ['unable', 'see', 'tab', 'es'] ['let', 'talk', 'video', 'play'] ['recently', 'switch', 'account', 'whilst', 'able', 'log_into', 'hub', 'new', 'credential', 'try', 'log_into', 'ethic', 'portal', 'get', 'message', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'bering', 'can_not', 'access', 'ethic', 'portal'] ['enclose', 'screen_shot', 'say', 'copy', 'microcoat', 'office', 'professional', 'activate', 'suggest', 'do', 'key', 'entry', 'activation', 'propupa', 'come', 'automatically', 'after', 'login', 'outlook', 'issue', 'microcoat', 'office', 'key', 'entry'] ['user', 'call', 'inform', 'kick', 'eu', 'remote', 'after', 'minute', 'connect', 'work_fine', 'ticket', 'update', 'ticket'] ['mather', 'engineering_tool', 'client', 'open', 'get_error_message', 'can_not', 'continue', 'application', 'improperly', 'contact', 'application', 'vendor', 'assistance', 'uninstalled', 'instal', 'several_time', 'engineering_tool', 'open'] ['need', 'access', 'vpn', 'computer', 'name', 'need', 'access', 'vpn'] ['error_message', 'try', 'log_into', 'purchasing', 'order', 'user_id', 'attach', 'email', 'show', 'error', 'receive_error_message', 'try', 'log_into', 'purchasing', 'order'] ['block', 'expense_report'] ['confidential', 'document', 'share', 'hub', 'everyone', 'access', 'link', 'issue', 'sent', 'iphone', 'begin', 'forward', 'message', 'confidential', 'document', 'share', 'hub', 'everyone', 'access'] ['request', 'reset', 'erp', 'password'] ['usa', 'backup', 'exec', 'server', 'file', 'raid', 'dd', 'physical', 'disk'] ['unable_open', 'outlook', 'mobile_device_activation'] ['reset_password', 'sid', 'user_id'] ['one', 'apprentice', 'nek', 'unable', 'view', 'salary', 'statement', 'due', 'user_id', 'password', 'fail', 'pl', 'recover', 'old', 'id', 'old', 'password', 'user_id', 'password', 'fail'] ['phone', 'defect'] ['invoice', 'error'] ['account_lock', 'ad'] ['browser_microcoat_internet_explorer', 'skype', 'account', 'login', 'problem', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'face_problem', 'signing', 'skype', 'account', 'provide', 'id', 'password', 'viewer', 'id', 'password', 'work', 'yup', 'skype', 'account', 'login', 'problem'] ['pilm', 'service', 'reporting_status_hostname'] ['swap', 'monitor'] ['password', 'get', 'synchronize'] ['company', 'apac', 'company', 'location', 'many', 'user', 'receive', 'email', 'ethic_training', 'fy', 'complete', 'ethic_training', 'fy', 'found', 'log_into', 'ethic', 'displayed', 'hint', 'change', 'user', 'ethic', 'status', 'back', 'correct', 'set', 'unable_login', 'ethic'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'global_telecomm_notify_gsc', 'no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'company_usa_usa', 'mil', 'et'] ['install', 'office'] ['quote', 'save', 'erp_sid', 'broken', 'configure', 'item', 'erp', 'vc', 'quote_engine', 'generates', 'error_message', 'line_item', 'specify', 'positive', 'value', 'seem', 'change', 'erp_sid', 'yesterday', 'between', 'pm_est', 'server', 'time', 'notice', 'break', 'material', 'number', 'sequence', 'mm', 'young', 'exists', 'sid', 'neither', 'sid_sid', 'quote', 'save', 'material', 'creation', 'process', 'configure', 'item', 'quote_engine', 'broken'] ['setup_new', 'bathman', 'guemul'] ['though', 'connect', 'reporting_engineering_tool', 'show', 'sale', 'earthwork', 'european', 'serve', 'area', 'south', 'note', 'new', 'telephone', 'number', 'company', 'address', 'effective', 'pesach_fet_hirer', 'undo', 'reporting_tool', 'appear', 'crm', 'page'] ['can_not', 'launch', 'add_lean_event', 'icon', 'collaboration_platform', 'request', 'install', 'microcoat', 'version', 'attach', 'error', 'reference', 'can_not', 'add_lean_event'] ['mail_com', 'sit', 'next', 'open', 'account', 'many', 'account', 'access', 'restore', 'urgently'] ['get', 'multiple', 'problem', 'laptop', 'instant', 'shake', 'screen', 'mail', 'before', 'can_not', 'see', 'unless', 'refresh', 'slow', 'processing', 'get', 'prom', 'problem', 'laptop', 'latitude'] ['reset_password', 'reset_password', 'erp', 'production', 'erp'] ['hell', 'next', 'issue', 'bob', 'work', 'account', 'next', 'issue', 'obj', 'account'] ['outlook_freeze', 'after', 'crm', 'update'] ['mail_com', 'time', 'outlook', 'no_longer', 'display', 'open', 'email', 'cid', 'always', 'blue', 'back', 'note', 'field', 'press', 'remails', 'see', 'connection', 'exchange', 'server', 'since', 'always', 'case', 'adjust', 'accordingly', 'read', 'remails', 'forever', 'display', 'problem', 'open', 'remails'] ['thank', 'get', 'processing', 'time', 'attendance', 'system'] ['sound', 'horrible', 'customer', 'hard', 'understand', 'ask', 'whether', 'issue', 'side', 'line', 'say', 'telephony_software', 'issue', 'bad', 'quality'] ['engineering_tool', 'erp', 'work'] ['need', 'reset_password', 'password_management_tool'] ['kindly_assist', 'need', 'extra', 'mother', 'wb', 'copy', 'closing', 'shipment', 'vendor', 'carrier', 'audit', 'purpose', 'need', 'extra', 'wb', 'copy', 'vendor'] ['observe_alert_monitoring_tool', 'since_et', 'www', 'reporting_status', 'ec', 'compute', 'amazon', 'com', 'investigate', 'www', 'reporting_status', 'ec', 'compute', 'amazon', 'com', 'investigate', 'www', 'www', 'show', 'monitoring_tool'] ['need', 'standby', 'laptop', 'hall', 'day', 'mae', 'course', 'microcoat', 'office', 'adobe', 'reader', 'lc', 'run', 'show', 'make', 'ready', 'today', 'collect', 'dept', 'thank', 'standby', 'laptop', 'mae', 'course', 'day'] ['erp', 'work', 'slow', 'since_yesterday', 'no', 'action', 'take', 'yet', 'raise', 'seve', 'ticket', 'arrange', 'resolve_issue', 'immediately', 'book', 'order', 'resolve', 'customer', 'query', 'get', 'delayed', 'due', 'await', 'immediate', 'feedback', 'erp', 'work', 'slow'] ['pl', 'provide', 'business_client', 'authorization', 'check', 'download', 'drawing', 'employee', 'id', 'business_client', 'authorisation'] ['create', 'stop', 'return', 'complain', 'good', 'plant_plant', 'found', 'error_message', 'fix', 'issue', 'advise', 'back', 'erp', 'error', 'stop', 'plant_plant'] ['able', 'change', 'condition', 'type', 'po', 'check', 'advise', 'condition', 'type'] ['show', 'text', 'write', 'email', 'quarantine'] ['someone', 'call', 'call', 'keep', 'disconnect', 'unable', 'submit_expense_report'] ['unable', 'install', 'engineering_tool'] ['order', 'ship', 'ups', 'ground'] ['impact_award', 'email'] ['expense_report', 'go', 'correct'] ['unable', 'sync', 'password', 'account'] ['can_not', 'get', 'print', 'pc', 'driver', 'load'] ['pm', 'issue', 'ie', 'upgrade', 'ie'] ['volume', 'disk_space', 'consume_space_available', 'volume', 'disk_space', 'consume'] ['reset', 'erp', 'password', 'erp', 'password_reset', 'user'] ['reset_password', 'user', 'sid', 'erp', 'company', 'sale', 'password', 'work', 'need', 'access', 'due', 'channel_partner', 'reset', 'sid', 'password'] ['approval', 'purchasing', 'work', 'properly', 'verify', 'proper', 'ad', 'lowercase', 'ethid', 'need', 'verification', 'proper', 'user_id'] ['outlook', 'issue'] ['arthel', 'shako', 'get', 'error', 'try_open', 'add_lean_event', 'button', 'pic', 'lean_tracker'] ['outlook', 'slow', 'respond', 'manually', 'refresh', 'update', 'sd', 'office', 'specifically', 'outlook'] ['vip', 'usa', 'user', 'access', 'theb', 'mullen', 'drive', 'full', 'access', 'name', 'email', 'telephone', 'summary', 'know', 'theb', 'mullen', 'retire', 'company', 'usa', 'access', 'drive', 'full', 'access', 'home', 'folder', 'share', 'delegation', 'theb', 'mullen'] ['approve', 'email', 'hear', 'nothing', 'verify', 'status', 'urgency', 'south_america', 're', 'ticket', 'register', 'ie', 'raj', 'tax_code', 'erp_sid'] ['can_not', 'download', 'print', 'drawing', 'erp', 'netweaver', 'can_not', 'download', 'print', 'drawing', 'erp', 'netweaver'] ['outlook', 'update', 'crash', 'intermittently'] ['hostname', 'dev_sid', 'space', 'use', 'hostname', 'dev_sid', 'space', 'use', 'hostname', 'dev_sid', 'space', 'use'] ['need', 'access', 'assistant', 'nix'] ['unable_login', 'collaboration_platform', 'email_address', 'password'] ['would_like', 'toothed', 'email', 'forward', 'toothed', 'accepted', 'vesp', 'assume', 'duty', 'email', 'delegation'] ['try', 'access', 'pc', 'error', 'initialization', 'fail', 'contract', 'system', 'administrator', 'detail', 'see', 'loader', 'log', 'file', 'failure', 'detail', 'pc', 'initialization', 'error'] ['static', 'issue', 'phone', 'interaction_id'] ['try', 'access', 'either', 'one', 'receive_message', 'page_displayed', 'unable', 'access', 'ap', 'remote', 'eu', 'remote', 'remote'] ['engineering_tool', 'opening'] ['email', 'activation', 'company', 'provide', 'device'] ['refer', 'able_login'] ['office', 'ask', 'license', 'key'] ['workfellow', 'group', 'visible', 'work_center', 'nr', 'pe', 'emea', 'fu', 'aerospace', 'group', 'enter', 'erp', 'inbox', 'work_center', 'nr', 'pe', 'emea', 'fu', 'aerospace', 'group', 'enter'] ['engineering_tool', 'company', 'company', 'work'] ['unable', 'save', 'doc', 'drive', 'internet', 'work'] ['browser_microcoat_internet_explorer', 'can_not', 'open', 'file', 'collaboration_platform', 'get', 'message', 'server', 'respond', 'location', 'file', 'unable_open', 'excel_file', 'collaboration_platform'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'company_usa_usa', 'andira', 'since_est', 'site_backup', 'circuit'] ['status', 're', 'ticket', 'register', 'ie', 'raj', 'tax_code', 'erp_sid'] ['sd_crm', 'propupa', 'try', 'lunch', 'outlook', 'outlook_freeze'] ['name', 'browser_microcoat_internet_explorer', 'email', 'telephone', 'summary', 'can_not', 'edit', 'unable', 'edit', 'collaboration_platform'] ['crm', 'remails', 'come', 'outlook'] ['unable_login', 'ethic'] ['try', 'initialize', 'secure', 'logion', 'get', 'message', 'undername_password', 'incorrect', 'log', 'earlier', 'work_fine', 'phone', 'secure', 'logion', 'work'] ['account_lock', 'window'] ['ticket', 'query', 'regard', 'ticket'] ['new', 'iphone', 'get', 'quarantine'] ['need', 'accuses', 'report', 'hostname_department', 'subreport', 'fy', 'file', 'hostname_department', 'subreport', 'fy', 'fielden', 'dank', 'mit_gr_en', 'need', 'access', 'link'] ['vip', 'outlook_freeze'] ['change', 'user', 'update', 'change', 'user'] ['bad', 'phone', 'connection', 'incoming', 'call', 'lot', 'crackle', 'interruption', 'telephony_software', 'phone'] ['problem', 'lan', 'computer', 'essay'] ['file', 'go', 'pdf'] ['kindly_assist', 'unable', 'reprint', 'warehouse_tool', 'sec', 'system', 'system', 'show', 'attach', 'without', 'detail', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'asia', 'regional', 'distribution', 'centre', 'bhangi', 'south', 'lane', 'building', 'apac', 'email', 'unable_print', 'warehouse_tool'] ['can_not', 'find', 'de', 'fod', 'de', 'well', 'de', 'fod', 'de', 'telephony_software', 'access', 'least', 'last_week', 'possibly', 'can_not', 'find', 'telephony_software'] ['wireless_mouse', 'miss', 'desk', 'need', 'new', 'replace', 'wireless_mouse', 'wireless_mouse', 'miss', 'desk'] ['unable', 'sync', 'contact', 'information', 'outlook', 'crm', 'address', 'note', 'field', 'sync', 'crm', 'contact', 'possible', 'put', 'company', 'name', 'customer', 'manually', 'contact', 'number', 'sd', 'unable', 'sync', 'contact', 'information', 'outlook', 'crm'] ['problem', 'portal', 'user'] ['recent', 'move', 'change', 'improve', 'performance', 'check', 'still', 'get', 'issue', 'log_into', 'miri', 'supervisor', 'result', 'error', 'pop', 'internal_server_error'] ['problem', 'wrong', 'late', 'automatically', 'create', 'stock_transfer', 'delivery_date', 'late', 'need', 'plant', 'show', 'delivery_date', 'part', 'available', 'plant', 'hosen', 'show', 'stock_transfer', 'wrong', 'delivery_date', 'problem', 'issue', 'need', 'solve', 'automatical', 'stock_transfer', 'show', 'wrong', 'tool', 'late', 'delivery_date', 'route', 'ticket', 'forward', 'supply_chain'] ['every', 'quarter', 'course', 'add', 'appear', 'current', 'learn', 'find', 'course', 'name', 'mate', 'check', 'browse', 'option', 'resolve_issue', 'permanently', 'ethic_training_course'] ['printer_em', 'make', 'random', 'spot', 'print', 'copy'] ['internal', 'power_supply', 'company_eu_deul', 'germany', 'new', 'office', 'access_sw', 'show', 'faulty', 'company_eu_deul', 'germany', 'new', 'sh', 'env', 'fan', 'ok', 'temperature', 'ok', 'power', 'faulty', 'rps', 'present', 'company_eu_deul', 'germany', 'new', 'office', 'access_sw', 'power_supply', 'issue'] ['mail_com', 'check', 'computer', 'excel', 'run', 'slowly', 'cid', 'cid', 'cid', 'analyst', 'planning', 'reporting', 'mail_com', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'computer', 'check'] ['reset_password', 'erp', 'production', 'erp'] ['problem', 'lan'] ['browser_microcoat_internet_explorer', 'no', 'vpn_connection', 'employee', 'financial', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'financial', 'no', 'financial', 'ok', 'call', 'ok', 'no', 'vpn_connection', 'employee', 'financial'] ['well', 'receive', 'reply', 'ticket', 'wireless', 'guest', 'access', 'hr_tool', 'trainer'] ['wifi', 'connection', 'intermittent', 'get', 'frequently', 'disconnect', 'india', 'contact', 'intranet', 'get', 'affected', 'wifi', 'connection', 'intermittent', 'get', 'frequently', 'disconnect', 'india'] ['production_order', 'printer', 'mp', 'need', 'rout', 'mp', 'erp', 'system', 'include', 'drawing', 'unable', 'find', 'printer', 'mp', 'ticket_tool', 'ad', 'erp', 'print', 'tool', 'rerouted', 'printer', 'name', 'work', 'erp', 'reroute', 'production_order', 'printer', 'mp', 'mp'] ['network', 'problem', 'india', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'network', 'problem', 'india', 'office'] ['reset_password', 'usa', 'feather', 'use_password_management', 'tool_password_reset'] ['punch', 'miss', 'erp', 'employee', 'end', 'night', 'shift', 'today', 'location_germany', 'germany', 'machining', 'miss', 'punch'] ['raise', 'ticket', 'upgrade', 'system', 'amenty', 'mine', 'upgrade', 'glb', 'assign', 'heritor', 'upgrade', 'pc', 'amenty'] ['credential', 'guest', 'access', 'ticket', 'wireless', 'guest', 'access', 'hr_tool', 'trainer'] ['link', 'open'] ['email', 'athymy', 'hearty', 'review', 'alternate', 'route', 'shipment', 'warehouse', 'discrepancy', 'posting', 'warehouse_tool', 'cancel', 'cancel', 'gr', 'well', 'no', 'delivery_note', 'warehouse_tool', 'cancel', 'cancel', 'gr', 'well', 'no', 'delivery_note', 'warehouse_tool', 'cancel', 'cancel', 'gr', 'well', 'no', 'delivery_note', 'geir', 'issue', 'plant', 'ice', 'alt', 'route', 'usa'] ['unlock_account', 'get', 'through', 'account', 'block'] ['no', 'data', 'transfer', 'pc', 'machine', 'possible', 'factory', 'plant', 'work_center', 'machine', 'pc', 'contact_person', 'data', 'transmission', 'possible'] ['unable', 'log', 'ibex', 'website', 'through', 'es_portal', 'es_portal'] ['usually', 'get', 'new', 'ethic_training_course', 'time', 'receive', 'ethic', 'mail', 'also', 'current', 'learn', 'empty', 'colleague', 'get', 'mail', 'complete', 'course', 'time', 'need', 'complete', 'course', 'current', 'learn', 'ethic'] ['hang', 'gong', 'computer', 'connect', 'corporate', 'network', 'use', 'normal', 'follow', 'information', 'crm', 'login', 'vpn', 'connect', 'ethic', 'connect', 'message', 'receive', 'correctly', 'solve', 'computer', 'open', 'page'] ['production_order', 'can_not', 'release', 'cera', 'active', 'business', 'ta', 'can_not', 'carry', 'see_attach', 'solve', 'erp', 'shipment', 'do', 'today', 'production_order', 'can_not', 'release'] ['usa', 'warehouse', 'long', 'distance', 'service'] ['payment', 'method', 'change', 'employee', 'vendor'] ['anti', 'update', 'long_time', 'attach', 'anti', 'update', 'long_time'] ['recent', 'past', 'face_issue', 'pricing_condition', 'get', 'change', 'book', 'order', 'though', 'override', 'pricing_condition', 'nr', 'pricing_condition', 'remains', 'lp', 'example', 'goa', 'price', 'write', 'nr', 'condition', 'nett', 'price', 'still', 'pricing_condition', 'show', 'lp', 'standard', 'discount', 'observe', 'whenever', 'sub', 'delivery', 'item', 'create', 'due', 'non', 'availability', 'stock', 'issue', 'crop', 'after', 'hallan', 'create', 'becomes', 'difficult', 'make', 'change', 'request', 'look_into', 'immediately', 'assign', 'seve', 'ticket', 'resolve', 'await', 'feedback', 'pricing_condition', 'issue', 'goa'] ['helodes', 'provide', 'network', 'connection', 'alfiona', 'edgemaker', 'hone', 'measure', 'equipment', 'instal', 'pu', 'necessary', 'software', 'update', 'also', 'relevant', 'information', 'global', 'need', 'network', 'connection', 'alfiona', 'edgemaker', 'pu'] ['printer', 'default', 'usa', 'printer', 'delivery_note', 'need', 'take', 'default', 'default'] ['pk', 'folder', 'miss', 'guest', 'hostname', 'senior', 'engineering', 'folder', 'miss'] ['window', 'account', 'frequently', 'get', 'lock'] ['backup', 'statistic', 'session', 'queue', 'time', 'hour', 'complete', 'disk_agent', 'fail', 'disk_agent', 'aborted', 'disk_agent', 'disk_agent', 'total', 'complete', 'medium_agent', 'fail', 'medium_agent', 'aborted', 'medium_agent', 'medium_agent', 'total', 'byte', 'total', 'mb', 'use', 'medium', 'total', 'disk_agent', 'error', 'total', 'job_bowpin', 'hostname', 'inc_fail_job_scheduler', 'job_bowpin', 'hostname', 'inc_fail_job_scheduler'] ['no', 'power', 'laptop'] ['frequent_account_lockout', 'window'] ['engineering_tool', 'work'] ['need', 'reset', 'one', 'member', 'hub', 'window', 'password'] ['need', 'reset', 'one', 'member', 'password', 'name', 'user_id', 'password_reset', 'instruction'] ['give', 'read_write_access', 'file', 'hostname', 'america', 'manufacturing', 'infrastructure', 'mu', 'give', 'read_write_access', 'file', 'hostname', 'america', 'manufacturing', 'infrastructure'] ['give', 'access', 'server_hostname', 'phone', 'give', 'access', 'server_hostname'] ['skype', 'load', 'phone', 'problem', 'last_week', 'skype', 'work'] ['unable_open', 'remails', 'outlook'] ['access', 'hr_tool', 'deny'] ['no', 'access', 'engineering_tool', 'see_attachment'] ['vpn', 'shut', 'clock', 'back', 'lunch', 'phone', 'say', 'bee', 'go', 'minute', 'no', 'warn', 'vpn', 'shut'] ['outlook', 'start', 'tablet_dell', 'latitude'] ['notice', 'hub', 'expire', 'schedule', 'expiry', 'date', 'notice', 'expire', 'still', 'actively', 'displayed', 'today', 'notice', 'vet', 'expire', 'review', 'notice', 'well', 'notice', 'hub', 'expire', 'schedule', 'expiry', 'date'] ['call', 'come', 'rerouting', 'show', 'miss', 'call', 'telephony_software', 'ext', 'call', 'come', 'rerouting', 'show', 'miss', 'call'] ['able', 'access', 'sid_sid', 'however', 'access', 'sid', 'reason', 'get', 'error', 'state', 'account', 'access', 'within', 'validity', 'date', 'erp_sid'] ['application', 'erp', 'miri', 'node_hostname', 'hostname'] ['office', 'word', 'issue'] ['would', 'check', 'error', 'sid', 'user', 'revel', 'erp_sid', 'also', 'need', 'reset_password', 'sid', 'error', 'access', 'sid'] ['unable', 'access', 'company', 'password_expire'] ['plant', 'keep', 'show', 'hr', 'skype_meeting'] ['mail_com_everybody', 'no', 'wifi', 'connection', 'appear', 'home', 'dial', 'thank', 'wifi'] ['client', 'pc', 'reboot', 'randomly', 'also', 'office', 'software', 'issue'] ['unable', 'see', 'previous', 'pay', 'slip'] ['wifi', 'work', 'pennsylvania', 'access', 'point', 'work', 'work', 'stoppage', 'issue', 'call', 'choristry', 'twice', 'reach', 'warehouse_tool', 'mail', 'left', 'brief', 'message', 'dial', 'able', 'reach', 'choristry', 'wifi', 'work', 'pennsylvania', 'wireless', 'issue'] ['fix', 'order', 'go', 'answer', 'question', 'skype', 'notice', 'skype', 'lose', 'connection', 'notice', 'vpn', 'shut', 'see', 'pop', 'note', 'vpn', 'before', 'shut', 'vpn', 'shut'] ['knock_vpn', 'connection', 'anything', 'particular', 'finish', 'call', 'vpn', 'connectivity', 'issue'] ['sent', 'request', 'found', 'data', 'receive', 'attach', 'email', 'ask', 'look_into', 'issue', 'look', 'warehouse_tool', 'reference', 'email', 'saw', 'sample', 'line', 'charge', 'cost', 'go_into', 'order', 'step', 'sample', 'line', 'go', 'document', 'flow', 'see', 'completely', 'different', 'warehouse_tool', 'number', 'reference', 'warehouse_tool', 'highlight', 'no', 'cost', 'look', 'document', 'flow', 'entire', 'order', 'see', 'warehouse_tool', 'understand', 'customer', 'warehouse_tool', 'twice', 'sample', 'second', 'warehouse_tool', 'cost', 'let_know', 'need', 'end', 'record', 'warehouse_tool', 'sent', 'correct', 'wrongful', 'warehouse_tool'] ['customer', 'warehouse_tool', 'sample', 'line', 'enter', 'no', 'charge', 'sample', 'erp', 'issue', 'credit', 'customer', 'amount', 'charge', 'tell', 'warehouse_tool', 'begin', 'wrongful', 'warehouse_tool'] ['search', 'quote', 'erp', 'vpn', 'shut', 'see', 'pop', 'note', 'first', 'clue', 'problem', 'erp', 'shut', 'saw', 'vpn_connection', 'shut', 'vpn', 'shut'] ['unable_connect'] ['large', 'zip', 'file', 'want', 'download', 'add', 'folder', 'hostname', 'intellectual', 'property', 'unzip', 'file', 'try', 'save', 'hostname', 'say', 'enough', 'space', 'rohuna', 'chief', 'counsel', 'vip', 'vip', 'zip', 'file'] ['need', 'find', 'old', 'remails', 'outlook'] ['make', 'urgently', 'mobile', 'tel', 'no', 'after', 'open', 'outlook', 'mail', 'clicked', 'blue', 'circle', 'rotates', 'nothing'] ['benefit', 'solver', 'application', 'single_sign_portal', 'someone', 'assist', 'get', 'add', 'benefit', 'app', 'ssp'] ['outlook', 'work', 'remails', 'opening', 'crm', 'issue', 'outlook', 'work', 'crm', 'issue'] ['lock', 'system'] ['need', 'get', 'log', 'create_new', 'sr', 'production', 'specialist'] ['erp', 'password_reset', 'sid'] ['dwt', 'print', 'job', 'error'] ['mail_com', 'printer', 'defective', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'drunker'] ['unable_login', 'impact_award', 'password_reset', 'able', 'remember', 'security', 'question', 'unable_login', 'impact_award'] ['need', 'link', 'access', 'outlook', 'web', 'mail'] ['performance_problem', 'erp', 'idea', 'eu_tool', 'especially', 'several', 'timeout', 'error', 'eu_tool', 'search', 'function', 'see_attachment', 'complete', 'day', 'performance_problem', 'different', 'application'] ['want', 'upload', 'directly', 'purchasing', 'pdf_file', 'save', 'collaboration_platform', 'file', 'do', 'told', 'open', 'ticket', 'assign', 'collaboration', 'development', 'group', 'skype', 'download', 'copying', 'collaboration_platform', 'file', 'purchasing'] ['ever', 'since', 'recent', 'workstation', 'move', 'unable_print', 'cl', 'before', 'move', 'print', 'cl', 'regularly', 'since', 'move', 'attempt', 'print', 'cl', 'prompt', 'install_driver', 'print', 'job', 'fails', 'regardless', 'can_not', 'print', 'cl'] ['use', 'amigo', 'good_receipt', 'receive', 'product', 'into', 'plant', 'batch', 'information', 'require', 'process', 'begin', 'happen', 'frequently', 'past', 'follow', 'example', 'occur', 'mm', 'receive', 'product', 'logical', 'warehouse', 'plant', 'batch', 'require'] ['need', 'create', 'active_directory', 'assign', 'group', 'let', 'warrty', 'know', 'ready', 'need', 'setup', 'sid_sid', 'active_directory'] ['hostname_volume_dev', 'sid', 'os', 'server_hostname_space_consume', 'space_available'] ['calendar', 'visible'] ['problem', 'log', 'eu_tool', 'error', 'order'] ['dace', 'basis', 'call', 'detail', 'modify', 'modify', 'place', 'location', 'collaboration_platform', 'update', 'record', 'accordingly', 'basis', 'call', 'shift', 'detail'] ['finance_app', 'system', 'still', 'need', 'system', 'retrieve', 'financial', 'information', 'quarterly', 'closing'] ['laptop', 'defective'] ['still', 'able', 'open', 'folder', 'ie', 'tb', 'project', 'mgt', 'service'] ['get_error_message', 'after', 'minute', 'think', 'update', 'do', 'correctly', 'check', 'computer', 'deployment_notification', 'net', 'business_client', 'sid', 'emea', 'issue'] ['mail_com_everybody', 'printer', 'print', 'input', 'letterhead', 'correct', 'setting', 'thank', 'advance', 'printer', 'problem', 'germany'] ['trouble', 'password', 'change_password', 'possibility', 'connect', 'mail', 'connection', 'various', 'area', 'still', 'old', 'password', 'start', 'computer', 'request', 'change_password', 'use', 'ctrl', 'alt', 'delete', 'change_password', 'work', 'need'] ['software', 'work'] ['laptop', 'display', 'link', 'work', 'pol', 'message', 'come', 'recognize', 'sb', 'device', 'byhand', 'asst', 'sale', 'company', 'india', 'td', 'india', 'display', 'link', 'work'] ['display', 'link', 'adaptor', 'work', 'kindly', 'arrange', 'replacement', 'also', 'need', 'new', 'data', 'card', 'sim', 'card', 'holder', 'laptop', 'need', 'display', 'link', 'adaptor', 'timecard', 'holder'] ['kindly', 'copy', 'desktop', 'file', 'user_id', 'local', 'folder', 'pc', 'no', 'copy', 'desktop', 'file'] ['vet', 'get', 'problem', 'call', 'work', 'remote', 'telephony_software', 'via', 'remote', 'number'] ['outlook', 'repeatedly', 'ask', 'password'] ['myth', 'problem', 'eu_tool'] ['mail_com', 'would', 'folder', 'team', 'drive', 'orth', 'create', 'hr', 'tr', 'full', 'access', 'bulk', 'many', 'bulk', 'human_resource_mail_com', 'mail_com', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'create', 'folder', 'team', 'drive', 'orth'] ['job', 'dir', 'fail_job_scheduler'] ['laptop', 'currently', 'version', 'microcoat', 'outlook', 'kindly', 'get', 'la_version', 'request', 'la_version', 'outlook', 'update'] ['latitude', 'tab', 'detect', 'telecomm_vendor', 'broadband', 'sim', 'phone', 'latitude', 'tab', 'detect', 'telecomm_vendor', 'broadband', 'sim'] ['owner', 'group', 'bhoy', 'plica', 'yhwh', 'er', 'available', 'give', 'approval', 'add', 'attach', 'approval', 'mail', 'owner', 'group', 'bhoy', 'plica', 'yhwh', 'er', 'available', 'give', 'approval'] ['hotline', 'work', 'new', 'well', 'old', 'number', 'user', 'get', 'welcome', 'message', 'after', 'blank', 'nothing', 'heard', 'hotline', 'work'] ['reset_password', 'mail'] ['machine', 'pc', 'without_function', 'check'] ['fax', 'purchase_order', 'directly', 'po', 'fails', 'since_yesterday', 'fax', 'purchase_order', 'directly', 'po', 'unsuccessful', 'since_yesterday', 'fax', 'purchase_order', 'directly', 'po', 'fails', 'since_yesterday'] ['computer', 'edam', 'machine', 'broken'] ['password', 'com', 'impact_award', 'reset', 'well', 'security', 'question', 'first', 'school', 'visit', 'answer', 'correctly', 'thank', 'reset_password', 'solstice'] ['create_new', 'customer', 'account', 'problem', 'show', 'customer', 'market', 'deletion', 'sale_area', 'select', 'handle', 'new', 'customer', 'problem'] ['outlook', 'get', 'mail', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent', 'gloving', 'ic_website_visitor_join', 'conversation', 'click_link', 'run', 'twice', 'give', 'id', 'password', 'day', 'back', 'create', 'folder', 'polarid', 'message', 'ok', 'provide_access', 'system', 'work', 'send', 'televiewer', 'try', 'link', 'tinful', 'tinful', 'outlook', 'get', 'mail'] ['archive_tool', 'instal', 'pc', 'view', 'attachment', 'erp', 'archive_tool', 'viewer'] ['unable', 'submit', 'lean_tracker'] ['mouse', 'defective'] ['mit', 'problem', 'fall'] ['briefly', 'describe', 'try', 'issue', 'encounter', 'possible', 'replace', 'original', 'file', 'follow_error_message', 'occurs', 'refer', 'attach', 'picture', 'include', 'error_message', 'engineering_tool', 'customer', 'draw', 'change', 'replace', 'file', 'possible'] ['browser_microcoat_internet_explorer', 'outlook', 'laptop', 'startup', 'anymore', 'new', 'guard', 'page', 'stack', 'can_not', 'create', 'outlook', 'laptop', 'startup', 'anymore'] ['unable', 'create', 'stop', 'mm', 'per', 'pr', 'mm', 'per', 'purr', 'found', 'error_message', 'per', 'attach', 'fix', 'error', 'advise', 'back', 'erp', 'unable', 'create', 'stop', 'mm', 'mm'] ['mail_com', 'colleague', 'female', 'colleague', 'start', 'skype', 'get_error_message', 'cid', 'adv', 'letted', 'problem', 'skype'] ['sale', 'record'] ['credit', 'limit', 'revision', 'company', 'tool', 'company', 'distributor'] ['account', 'get', 'lock', 'daily'] ['unlock', 'erp_sid', 'account', 'user_id', 'kilp', 'unlock', 'erp', 'account'] ['engineering_tool', 'pm', 'project', 'number', 'numerical', 'right', 'order', 'anymore', 'engineering_tool', 'pm', 'project', 'number', 'right', 'order'] ['lan', 'connection', 'training_room', 'work', 'also', 'need', 'mini', 'dp', 'viga', 'adapter'] ['hostname', 'disk_space', 'label_dat_hostname', 'consume', 'available', 'space', 'glb'] ['solid', 'work', 'issue', 'try', 'give', 'print', 'solid', 'work', 'crash', 'see_attachment', 'ph', 'ph', 'solid', 'work', 'issue', 'try', 'give', 'print', 'solid', 'work', 'crash'] ['request', 'support', 'configure', 'setting', 'outlook', 'mail', 'new', 'motorial', 'motor', 'plus', 'handset', 'outlook', 'configuration', 'new', 'mobile', 'handset'] ['able_login', 'ethic', 'portal', 'complete', 'course', 'kindly_needful', 'error', 'screen_shot_attach', 'reference', 'able_login', 'into', 'ethic'] ['impact_award', 'login', 'issue'] ['mm', 'pur', 'req', 'ko', 'assign', 'user', 'timothy', 'sid', 'system'] ['would_pol', 'check', 'user', 'need', 'create_delivery'] ['error', 'login', 'miri', 'system', 'verify_user', 'detail_employee', 'name', 'unlocked', 'reset', 'erp', 'id', 'caller_confirm_able_login', 'issue_resolve', 'error', 'login', 'miri', 'system'] ['user', 'forgets', 'password', 'result', 'account_lockout', 'account_lock'] ['after', 'log', 'enter', 'user', 'name', 'password', 'user', 'name', 'password', 'error', 'after', 'enter', 'user', 'name', 'password', 'display', 'error'] ['hostname_volume_label_dat', 'hostname', 'server_hostname_space_consume', 'space_available'] ['volume', 'server_space_consume_space', 'available'] ['user', 'account_lock', 'unlock', 'request', 'account_lock'] ['ticket', 'update', 'inplant', 'ticket', 'update'] ['change_password', 'through_password_management', 'attempt', 'logion', 'erp', 'password', 'recognize', 'mothlike', 'senior', 'material', 'engineer', 'erp', 'logion'] ['warehouse', 'product', 'wrong', 'lot', 'product', 'warehouse'] ['black', 'screen', 'after', 'computer', 'start', 'host', 'no', 'alarm', 'boot', 'black'] ['outlook', 'password', 'box', 'pop', 'repeatedly', 'ask', 'password', 'receive_mail', 'requirement', 'outlook', 'repeat', 'password'] ['unable', 'update', 'password', 'use_password_management', 'tool', 'link'] ['usa', 'file', 'server', 'respond', 'appear', 'crashed'] ['can_not', 'send', 'email', 'customer'] ['reset', 'pas_word', 'sannop'] ['provide', 'network', 'access', 'right', 'match', 'provide', 'network', 'access', 'right', 'match', 'access', 'like', 'person', 'name', 'hiphalt', 'name', 'user_id', 'provide', 'network', 'access', 'right', 'match'] ['unable', 'take', 'ethic', 'course'] ['monitor', 'bright', 'yellow', 'warms'] ['discount_form', 'issue', 'infopath'] ['malfunction'] ['need', 'adobe', 'professional', 'software', 'option', 'print', 'pdf', 'computer', 'name', 'need', 'print', 'pdf', 'software'] ['user', 'unable_open', 'reporting_tool'] ['finance_app', 'system', 'need', 'someone', 'database', 'admin', 'group', 'verify', 'database', 'hump', 'server_hostname', 'run', 'finance_app', 'system', 'need', 'someone', 'db', 'group', 'verify', 'oracle', 'database', 'run'] ['recently', 'receive', 'engineering', 'laptop', 'use', 'work', 'currently', 'work', 'tech', 'center', 'building', 'wire', 'docked', 'connection', 'wifi', 'company', 'secure', 'work_fine', 'two', 'meeting', 'today', 'corporate', 'center', 'building', 'can_not_connect', 'secure', 'wifi_network', 'frustrate', 'since', 'usually', 'require', 'laptop', 'internet', 'extent', 'meeting', 'assist', 'laptop', 'can_not', 'access', 'wifi', 'corporate', 'center', 'building'] ['caber', 'security', 'hish', 'report'] ['try_open', 'document', 'prompt', 'enter', 'email_address', 'password', 'process', 'repeat', 'change_password', 'today', 'know', 'anything', 'can_not', 'access', 'usa_usa', 'collaboration_platform', 'document'] ['get', 'mysterious', 'java', 'error', 'every', 'boot', 'laptop'] ['need', 'grind', 'add', 'microcoat', 'email', 'email'] ['can_not', 'print', 'paper', 'new', 'xerox'] ['password_reset', 'access', 'reporting_engineering_tool'] ['during', 'skype_meeting', 'unable', 'use', 'skype_call', 'get', 'message', 'speaker_work', 'connect', 'audio', 'happen', 'yesterday', 'one', 'call', 'work', 'later', 'day', 'today', 'able', 'join', 'via', 'skype', 'headset', 'work_fine', 'telephone', 'call', 'believe', 'headset', 'skype_meeting', 'issue'] ['synchronization_exchange', 'temporarily_block', 'device', 'access', 'administrant'] ['defect', 'scanner', 'printer', 'plant', 'control'] ['long', 'distance', 'day', 'custroun', 'cert', 'open', 'usa', 'telephone', 'system', 'outage', 'disruption'] ['supply_chain_software', 'password_reset'] ['sign', 'telephony_software', 'crm', 'use', 'soft', 'phone', 'phone', 'ring', 'select', 'pick', 'crm', 'answer', 'call', 'no', 'one', 'hear', 'telephony_software', 'extension', 'number', 'system', 'name', 'call', 'back', 'number', 'customer', 'unable', 'hear', 'user', 'telephony_software'] ['monitoring_tool', 'detect', 'event', 'window', 'event', 'log', 'id', 'host_hostname', 'monitoring_tool', 'detect', 'event', 'window', 'event', 'log', 'id', 'host_hostname', 'monitoring_tool', 'detect', 'event', 'window', 'event', 'log', 'id', 'host_hostname', 'hostname'] ['try', 'put', 'vacation', 'request', 'hr_tool', 'request', 'show', 'calendar', 'need', 'cancel', 'date', 'show', 'cancel', 'supervisor', 'can_not', 'see', 'request', 'either', 'issue', 'hr_tool'] ['since', 'outlook', 'crashed', 'yesterday', 'speaker', 'device', 'work', 'last_week', 'bios', 'upgrade', 'run', 'get', 'speaker_work', 'audio', 'issue'] ['outlook', 'issue', 'crash', 'respond'] ['help', 'user', 'crm', 'site', 'also', 'help', 'user', 'vendor', 'number', 'help', 'user', 'crm', 'site'] ['find', 'password_management_tool', 'password', 'password_management_tool', 'password'] ['vip', 'window', 'account_unlock'] ['unable', 'reply_remails'] ['outlook', 'unable_connect', 'happen', 'after', 'renew', 'password', 'password_management_tool', 'password', 'upon', 'email', 'notification', 'problem', 'connect', 'remails', 'office', 'web', 'skype_business', 'take', 'look', 'user', 'computer', 'outlook', 'unable_connect'] ['underpen', 'kim', 'sal', 'skime', 'kongu', 'outlook', 'unable_connect', 'outlook', 'unable_connect', 'happen', 'after', 'renew', 'password', 'password_management_tool', 'password', 'upon', 'email', 'notification', 'problem', 'connect', 'remails', 'office', 'web', 'skype_business', 'take', 'look', 'user', 'computer', 'lt', 'outlook', 'unable_connect'] ['password_management_tool', 'password', 'query', 'password_reset'] ['white', 'ben', 'eva', 'li', 'patience', 'rob', 'company', 'plan', 'eva', 'work', 'local', 'determine', 'desktop', 'vip_address', 'provide', 'eva', 'locate', 'apac', 'office', 'check', 'rout', 'place', 'network', 'connect', 'vpn', 'hr_tool', 'provide', 'vip', 'user'] ['unable_open', 'remails'] ['unable', 'make', 'outbound_call', 'usa', 'use', 'siemens', 'hath'] ['delegate', 'finance', 'vip', 'email', 'set', 'send_remails', 'behalf', 'finance', 'vip', 'recipient', 'receives', 'mail', 'say', 'behalf', 'finance', 'vip', 'want', 'say', 'jak', 'name', 'like', 'sent', 'theb', 'mullen', 'ethylin', 'remails', 'set', 'way', 'vip', 'send', 'email', 'behalf', 'finance', 'vip'] ['outlook_freeze'] ['ask', 'download', 'new', 'browser', 'continue', 'receive_message', 'try_open', 'website', 'unsupported', 'browser'] ['erp', 'inbox', 'update', 'since'] ['get', 'virus', 'prompt'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'company', 'mil', 'router', 'since_et', 'site', 'vpn', 'circuit'] ['hand_scanner', 'pc', 'work', 'exchange', 'still', 'check', 'replace', 'require', 'hand_scanner', 'pc', 'work', 'after', 'still', 'exchangeable'] ['support', 'need', 'vision', 'pc', 'install_software', 'request', 'approval', 'attach', 'wg', 'vision', 'software', 'request'] ['setup'] ['defet', 'lure'] ['create', 'hip', 'without', 'replacement', 'disk'] ['mail_com', 'create', 'eu_tool', 'info', 'new', 'path', 'cid', 'cid', 'cid', 'impact_award', 'create_new', 'directory', 'use', 'designation', 'erp', 'pm', 'visualize', 'file', 'manual', 'erp', 'pm', 'file', 'hostname', 'info', 'manual', 'erp', 'pm', 'cid', 'reason', 'pm', 'create', 'shopfolk', 'worker', 'new', 'erp', 'system', 'create', 'pm', 'breakdown', 'notification', 'theyll', 'chance', 'look_into', 'want', 'notification', 'people', 'quietly', 'start', 'erp', 'pm', 'old', 'system', 'part', 'eu_tool', 'call', 'create', 'info', 'eu_tool', 'new', 'folder', 'create_new', 'folder'] ['desk', 'check', 'account', 'supply_chain_software', 'password'] ['mail_com', 'unfortunately', 'laptop', 'replicates', 'rudimentary', 'company', 'network', 'iphone', 'get', 'late', 'remails', 'problem', 'also', 'colleague', 'site', 'cid', 'replicate'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_engineering', 'warehouse', 'company', 'network', 'since_et'] ['hostname_oracle_finance_app', 'financial_management', 'web_tier', 'service_monitor'] ['unable_launch', 'citril', 'error_message', 'attach', 'unable_launch', 'citril'] ['personnel', 'guserid', 'lose', 'delete', 'mistake', 'open', 'opportunity', 'week', 'ago', 'someone', 'check', 'open', 'opportunity', 'restore', 'crm_dynamic', 'open', 'opportunity'] ['sarcode', 'scanner', 'defective', 'paternoster'] ['admin', 'request', 'reset', 'erp', 'password', 'follow', 'user', 'reset', 'erp', 'password'] ['desk', 'check', 'account', 'supply_chain_software', 'check', 'account', 'supply_chain_software'] ['roller', 'blind', 'matico', 'alfa', 'set', 'meter', 'must', 'checked', 'setting', 'accord', 'instruction', 'check', 'setting', 'alfa', 'set', 'gauge'] ['password', 'defer', 'user', 'enter', 'incorrectly', 'multiple', 'time', 'thank', 'reset_password', 'erp', 'production', 'erp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power', 'outage_india', 'plant', 'india', 'telecomm_vendor', 'mbps', 'secondary_circuit', 'since_et'] ['po', 'number', 'post', 'gr', 'incorrect', 'gl', 'account'] ['check', 'brook', 'account', 'supply_chain_software'] ['erp', 'training_room', 'connect', 'beamer'] ['mail_com', 'change_password', 'via', 'password', 'lock', 'totally', 'would', 'unlock', 'change', 'logistics', 'analyst', 'mail_com_mail_com', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language'] ['interface', 'switch', 'company_eu_deul', 'germany', 'core', 'since_et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'germany', 'company_eu_deul', 'proheim', 'vpn', 'since_et'] ['monitor', 'defective', 'hr', 'new', 'construction', 'floor', 'hurry', 'monitor', 'defective'] ['erp_gumi', 'login', 'profile', 'miss', 'erp', 'can_not', 'login', 'erp_gumi', 'login', 'profile', 'miss'] ['device', 'properly', 'boot', 'window', 'system', 'hang', 'before', 'user', 'login'] ['get', 'stock', 'recall', 'return', 'material', 'plant', 'create', 'base', 'recall', 'create', 'stop', 'pol', 'run_dn', 'rest', 'tx', 'lot', 'gd_company_handprint_apac', 'wg_dc', 'pol', 'run_dn', 'tx'] ['provide_detail_issue', 'able', 'view', 'attachment', 'customer', 'yesterday', 'receive', 'hourglass', 'longing', 'solve', 'issue', 'today', 'follow_message', 'display', 'bottom', 'void', 'sd_crm'] ['jay', 'plant_plant', 'receives', 'airwaybill', 'label', 'erp', 'whenever', 'gi', 'export', 'sometimes', 'zebra_printer', 'print', 'label', 'plant', 'cancel', 'shipment', 'gi', 'another', 'way', 'label', 'cancel', 'gi', 'gi', 'kris', 'zebra', 'print'] ['job', 'pp_eu_tool', 'noh', 'eheu', 'fail_job_scheduler'] ['wifi', 'online'] ['create', 'skype', 'conference', 'no', 'skype', 'online', 'meeting', 'add', 'outlook', 'calendar'] ['outlook', 'print', 'mail', 'setting', 'longitudinal', 'lateral', 'play', 'look', 'ap', 'accountant', 'mail_com', 'outlook', 'print', 'mail', 'setting', 'longitudinal', 'lateral', 'play', 'look'] ['pose', 'miro', 'erp', 'issue', 'no', 'however', 'voucher', 'no', 'exist', 'fb', 'attachment', 'show', 'men', 'ir', 'can_not', 'found', 'after', 'make', 'gr', 'blin', 'transaction', 'still', 'exist', 'mir', 'no', 'show', 'pose', 'warehouse_tool', 'tell', 'resolve', 'problem', 'pose', 'warehouse_tool', 'no', 'can_not', 'show', 'erp'] ['carrier', 'order', 'processing', 'label', 'through', 'shipping', 'system', 'erp', 'get', 'follow_error_message', 'server', 'unable', 'process', 'request', 'carrier', 'order', 'processing'] ['assign', 'ticket', 'gloria', 'database', 'unable_connect', 'glogg', 'old', 'search', 'old', 'data'] ['reference', 'start', 'email', 'call', 'company', 'spoke', 'confirm', 'item', 'route', 'germany', 'schedule', 'get', 'turn', 'around', 'ship', 'new', 'delivery_date', 'sure', 'date', 'company_center', 'after', 'investigate', 'look', 'screen_shot', 'provide', 'heidi', 'happen', 'manufacturing', 'update', 'information', 'system', 'sr', 'ran', 'apod', 'availability', 'check', 'art', 'see', 'update', 'date', 'update', 'delivery_date', 'order', 'go_into', 'order', 'manually', 'ran', 'apod', 'stock', 'update', 'order', 'update', 'delivery_date', 'customer', 'look', 'through', 'company_center', 'would', 'see', 'delivery_date', 'manufacturing', 'update', 'delivery', 'time', 'order', 'update', 'open', 'order', 'item', 'case', 'loose', 'order', 'issue', 'go', 'time', 'first', 'time', 'document', 'screen_shot', 'go', 'cr', 'run', 'apod', 'every_time', 'date', 'change', 'erp', 'automate', 'anything', 'less', 'unacceptable', 'sale_order', 'update', 'correct', 'delivery_date'] ['item', 'manufacture', 'plant', 'receive', 'into', 'plant', 'receive', 'into', 'stock', 'plant', 'point', 'would', 'expect', 'system', 'automatically', 'move', 'product', 'plant', 'safety', 'stock', 'forecast', 'advise', 'process', 'work', 'work', 'advise', 'item', 'move', 'supply_chain', 'planner', 'strategic', 'sour', 'supply', 'planning', 'technology', 'way', 'usa_pa', 'www', 'need', 'ticket'] ['contact', 'unable', 'save', 'download', 'def', 'file', 'use', 'business_client', 'attach', 'error_message', 'persists', 'attempt', 'download', 'def', 'engineering_draw', 'tool', 'file', 'business_client', 'web_base', 'format', 'path', 'business_client', 'product_engineering', 'draw', 'search', 'display', 'document', 'select', 'document', 'xd', 'def', 'copy', 'select', 'directory', 'user', 'mazur', 'document', 'drawing', 'result', 'certificate', 'exist', 'problem', 'download', 'def', 'file', 'error', 'certificate', 'exist', 'business_client', 'product_engineering'] ['unable', 'take'] ['need', 'password', 'rest', 'phone', 'office', 'vip', 'reset_password', 'phone', 'system', 'interaction_desktop'] ['unable_open', 'website'] ['bit', 'printer_driver', 'installation', 'new_laptop', 'printer', 'configure'] ['receive', 'call', 'sale', 'person', 'st', 'louis', 'mo', 'state', 'call', 'toll', 'free', 'number', 'time', 'receive_message', 'number', 'service', 'checked', 'number', 'dial', 'dial', 'correct', 'number', 'customer', 'able', 'call', 'into', 'company', 'toll', 'free', 'number'] ['issue', 'outlook', 'respond'] ['outlook', 'work_correctly', 'freeze', 'outlook', 'work_correctly'] ['ensure', 'impv', 'unchecked', 'network', 'connection', 'good', 'limited', 'initially', 'go', 'normal', 'disconnect', 'vpn', 'checked', 'outlook', 'work', 'okay', 'safe_mode', 'reduce', 'offline', 'folder', 'setting', 'month', 'month', 'uninstalled', 'reinstall', 'crm_dynamic', 'repair', 'im', 'issue', 'task', 'reminder', 'crm', 'sd_crm', 'outlook', 'stop', 'respond'] ['issue', 'outlook', 'vpn'] ['open', 'vpn'] ['engineering_tool', 'download', 'report', 'bkpr', 'format', 'engineering_tool', 'crash', 'reinstall', 'engineering_tool', 'crash', 'unable_open', 'record', 'engineering_tool'] ['knock_vpn', 'unable', 'log', 'back', 'via', 'remote', 'knock_vpn', 'unable', 'get', 'remote'] ['browser_microcoat_internet_explorer', 'time', 'populate', 'name', 'employee', 'etime', 'work'] ['want', 'check', 'login', 'hr_tool', 'phone'] ['notice', 'erp', 'front', 'end', 'seem', 'go', 'reason', 'need', 'return', 'immediately', 'desktop', 'prior', 'level', 'access', 'set', 'erp', 'front', 'end', 'miss'] ['unable', 'access', 'erp', 'user', 'contact', 'issue', 'unable', 'access', 'erp', 'after', 'id', 'get', 'change', 'last', 'checked', 'password_management_tool', 'show', 'erp', 'account', 'name', 'show', 'active_directory', 'server', 'check', 'user', 'early', 'need', 'access', 'erp_sid', 'erp', 'production', 'old', 'user_id', 'new', 'user_id', 'unable', 'access', 'erp'] ['unable', 'share', 'calendar'] ['outlook_launch'] ['browser_microcoat_internet_explorer', 'after', 'automatic', 'upgrade', 'can_not', 'print', 'zebra_printer', 'anymore', 'error_message', 'runtime_error', 'type', 'mismatch', 'give', 'support', 'zebra', 'pinxter', 'work'] ['browser_microcoat_internet_explorer', 'telephone', 'way', 'access', 'hr_tool', 'time', 'mobile_device', 'way', 'access', 'hr_tool', 'time', 'mobile_device'] ['several', 'company_center', 'account', 'pull', 'information', 'erp', 'checked', 'make_sure', 'create', 'correctly', 'effect', 'channel_partner', 'ability', 'use', 'company_center', 'company_center', 'pull', 'information', 'erp'] ['vpn', 'vpn', 'work', 'vpn'] ['erp_sid', 'erp_sid', 'password_reset'] ['ethic', 'flash_player', 'issue'] ['extend', 'user', 'validation', 'development', 'environment', 'sid', 'still', 'expire', 'user'] ['plant', 'server_hostname', 'connect', 'see', 'light', 'front', 'server', 'blinking', 'plant_plant', 'server', 'connect'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'usa', 'zebra', 'label_printer', 'sm', 'model', 'detailed_description_problem', 'zebra', 'print', 'software', 'connect', 'erp', 'see_attach', 'photo', 'error', 'receive', 'type_document_printing', 'product', 'label', 'system', 'application', 'use', 'time', 'problem', 'zebra', 'print', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'printer', 'able', 'print', 'window', 'page', 'appear', 'pc', 'network', 'printer', 'issue', 'erp', 'system', 'system', 'sid', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily', 'no', 'printer_rerouted_document_printing', 'correctly_scan_copy_document', 'attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information', 'zebra', 'label_printer'] ['reset_password', 'interaction_desktop'] ['drive', 'miss'] ['unlock', 'erp_sid'] ['error', 'information', 'contact', 'support', 'include', 'technical_detail', 'correlation', 'id', 'bleb', 'url', 'seepage', 'home', 'apx', 'user', 'issue', 'type', 'user', 'directory', 'unable', 'reach', 'collaboration_platform', 'crm'] ['password_reset', 'erp', 'unlock', 'password_reset'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'germany_germany', 'site_hard_since_et'] ['unable', 'send', 'email', 'no', 'problem', 'last_week', 'see', 'error', 'outlook', 'send', 'receive', 'progress', 'error'] ['try', 'print', 'zebra', 'error_message', 'appair', 'see_screen_shot', 'message', 'seem', 'problem', 'erp', 'connection', 'zebra_printer', 'work', 'after', 'update'] ['problem', 'laser'] ['problem', 'mit', 'ashplant'] ['archive_tool', 'archive', 'open', 'warehouse_tool', 'repair', 'archive_tool', 'client', 'log', 'file'] ['get', 'error', 'try', 'print', 'label', 'use', 'zebra_printer', 'shipping', 'plant', 'erp', 'error'] ['user', 'block', 'citril', 'access', 'unlock', 'user', 'block', 'citril'] ['reset_password', 'account'] ['lean_event', 'add'] ['supply_chain_software', 'scam', 'software', 'password', 'lock', 'reset', 'log', 'dhyana_sale_gl', 'scam', 'software'] ['om', 'sensor', 'chassis', 'internal', 'power_supply', 'reporting_non_critical', 'alert', 'investigate', 'advise', 'usa', 'dell', 'rack', 'system', 'hardware', 'component', 'warn', 'critical', 'state', 'detect'] ['label_printer', 'work', 'error', 'connection', 'erp', 'make', 'vip', 'error', 'attachment', 'label', 'get', 'print', 'zebra_printer', 'issue'] ['label_printer', 'work', 'error', 'connection', 'erp', 'make', 'printer', 'name', 'protoplanet', 'multiple', 'location', 'affected', 'usa', 'germany', 'also', 'issue', 'zebra_printer', 'issue'] ['create', 'engineering_tool', 'fill', 'patas', 'click', 'submit', 'button', 'give', 'error_message', 'see', 'message', 'detail', 'submit', 'fill', 'engineering_tool', 'system'] ['user', 'issue', 'work', 'erp', 'crm', 'user', 'encounter', 'instant', 'timeouts', 'resolve', 'advise', 'resolve', 'erp', 'crm', 'instant', 'timeout'] ['label_printer', 'work', 'error', 'connection', 'erp', 'make', 'printer', 'name', 'label', 'get', 'print', 'zebra_printer', 'issue'] ['set', 'abc', 'code', 'erp', 'crm', 'erp', 'ok', 'set', 'abc', 'code', 'erp', 'crm'] ['reset_password', 'login', 'password', 'lock', 'account'] ['run', 'outlook', 'computer', 'simultaneously', 'connect', 'even', 'collaboration_platform', 'want', 'go', 'business', 'sign', 'school', 'account', 'get', 'email_address', 'password', 'enter', 'nothing_happens', 'constant', 'show', 'disturb', 'ask', 'remedy', 'phone_number', 'automatic', 'registration'] ['can_not', 'access', 'dob', 'report', 'able', 'access', 'before', 'need', 'report', 'global', 'business'] ['support', 'printer_ag', 'need', 'printing', 'ink', 'get', 'paper', 'printer', 'ask', 'support', 'printer_ag', 'printing', 'ink', 'empty'] ['able', 'connect', 'vpn'] ['kindly_assist', 'unable', 'close', 'break', 'bulk', 'stop', 'sec', 'system', 'due', 'nothing', 'system', 'completely', 'bulk', 'plant_plant', 'stop', 'sec', 'system', 'nothing', 'show', 'attach', 'reference', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'asia', 'regional', 'distribution', 'centre', 'email', 'unable', 'process', 'break', 'bulk', 'stop'] ['pick', 'old', 'equipment', 'cad', 'nd', 'monitor'] ['good_day', 'assist', 'reset', 'erp', 'password', 'user', 'name', 'reset_password'] ['find_attachment', 'issue', 'detail', 'bug', 'list', 'operator'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'jurare', 'vpn', 'since_et'] ['try', 'connect', 'eu', 'remote', 'get', 'session', 'finish', 'log', 'successfully', 'eu', 'remote', 'fails', 'connect', 'remote', 'terminates', 'automatically'] ['renew', 'password', 'erp', 'password_management_tool', 'password', 'doesnt', 'work', 'error_message', 'error', 'password', 'change', 'fail', 'old', 'password', 'invalidate', 'try', 'use', 'different', 'password', 'fail', 'perform', 'operation', 'reset', 'reset_password', 'erp', 'password', 'change', 'password_management_tool', 'error', 'password', 'change', 'fail', 'old', 'password', 'invalidate'] ['install', 'hardcopy'] ['use', 'vpn', 'european', 'one', 'reach', 'ghana', 'box', 'connect', 'machine', 'network', 'attach', 'reporting_tool', 'failure', 'tracer', 'box', 'reboot', 'machine', 'broadband', 'connect', 'ghana', 'server', 'via', 'vpn'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'germany', 'proheim', 'vpn', 'since_et'] ['problem', 'print', 'queue', 'currently', 'run'] ['paper', 'jam', 'insert', 'printer'] ['different', 'problem', 'reinstall', 'current', 'fy', 'company', 'image', 'upgrade', 'amenty', 'glb'] ['need', 'enter', 'edit', 'link', 'dd', 'cd', 'bandfile', 'apac', 'approve', 'exception', 'list', 'default', 'enter', 'edit', 'link'] ['mithra', 'browser_microcoat_internet_explorer', 'vpn', 'get', 'log', 'vpn', 'get', 'log'] ['preview', 'picture', 'explorer', 'see', 'icon'] ['host_hostname', 'disconnect', 'sphere'] ['can_not', 'access', 'vpn', 'click', 'open', 'new', 'session', 'nothing_happens', 'vpn_connection', 'issue'] ['user_id', 'give', 'password', 'india', 'im', 'unable_login', 'erp', 'request', 'reset_password', 'send', 'erp', 'password', 'password', 'reg'] ['india', 'since_et', 'india', 'pbx', 'since_et'] ['add', 'user', 'active_directory', 'remove', 'user', 'thru', 'manchu', 'ad', 'add', 'user', 'active_directory'] ['germany_germany', 'germany', 'stack', 'go', 'et'] ['kindly', 'reset_password', 'erp_sid', 'reset_password', 'erp_sid'] ['rebeset', 'password'] ['skype', 'browser', 'load', 'even_after', 'long', 'wait', 'skype', 'load', 'pc'] ['unlock', 'erp_sid', 'liz', 'unlock', 'erp_sid'] ['skype', 'work', 'skype', 'work'] ['helodes', 'try', 'access', 'vpn', 'follow_message', 'appear', 'unable', 'get', 'click', 'click', 'pol', 'ppm', 'review', 'outside', 'company', 'office', 'today', 'need', 'access', 'data', 'company', 'folder', 'tx', 'michelia', 'gyrus', 'vice', 'president', 'www', 'no', 'vpn', 'access', 'pol'] ['phone_email', 'germany', 'connect', 'local', 'network', 'use', 'vpn_connection', 'work', 'get', 'screen', 'logoff', 'successfully', 'call', 'phone', 'support', 'fix', 'after', 'logion', 'reach', 'erp', 'server', 'plant', 'ping', 'fail', 'fix', 'external', 'employee', 'work', 'germany', 'connect', 'use', 'vpn', 'network'] ['connect', 'network', 'mobile', 'hot', 'spot', 'also', 'connect', 'telecomm_vendor', 'checked', 'network', 'connection', 'setting', 'restart', 'system', 'connect', 'get', 'limited', 'ph', 'connect', 'network', 'mobile', 'hot', 'spot', 'also', 'connect', 'telecomm_vendor'] ['system', 'eu_tool', 'batch', 'management', 'adv', 'run', 'absolutely', 'bad', 'really', 'work', 'way', 'eu_tool', 'charge', 'administration', 'adv'] ['user', 'zirak', 'ping', 'hostname_pandy_com', 'ping', 'hostname_pandy_com', 'byte', 'data', 'request', 'time', 'request', 'time', 'request', 'time', 'request', 'time', 'ping', 'statistic', 'packet', 'sent', 'receive', 'lose', 'loss', 'server_hostname'] ['unable', 'generate', 'stop', 'per', 'purr', 'find', 'error_message', 'attach', 'file', 'fix', 'issue', 'erp', 'unable', 'generate', 'stop', 'per', 'purr'] ['vpn', 'page', 'respond', 'unable_connect', 'vpn', 'issue'] ['since_yesterday', 'laptop', 'unable', 'start', 'outlook', 'mail', 'use', 'web', 'mail', 'assistance', 'resolve', 'appreciate', 'can_not', 'start', 'outlook', 'email'] ['laptop', 'can_not_connect', 'wifi_network'] ['user', 'zirak', 'ping', 'hostname', 'ping', 'hostname_pandy_com', 'byte', 'data', 'request', 'time', 'request', 'time', 'request', 'time', 'request', 'time', 'ping', 'statistic', 'packet', 'sent', 'receive', 'lose', 'loss', 'server_hostname', 'reachable'] ['browser_microcoat_internet_explorer', 'vpn_connection', 'try', 'contact', 'vpn_connection', 'try', 'contact'] ['stott', 'browser_microcoat_internet_explorer', 'dell_latitude', 'use', 'home', 'office', 'remotely', 'laptop', 'stay', 'connect_internet', 'assist', 'dell', 'laptop', 'stay', 'connect_internet'] ['provide_detail_issue', 'outlook', 'continue', 'display', 'start', 'enter', 'normal', 'interface', 'sd_crm', 'outlook', 'continue', 'display', 'start', 'enter', 'normal', 'interface'] ['reset_password', 'erp_sid', 'password'] ['try', 'install', 'pc', 'travel', 'tool', 'ing', 'window', 'user', 'name', 'password', 'follow_error_message', 'pc', 'installation'] ['ok', 'bring', 'notepad', 'name', 'vpn', 'work'] ['node_hostname', 'locate_usa', 'since', 'node', 'due', 'power', 'flap', 'check', 'site', 'admin', 'during', 'business', 'hour', 'node_hostname', 'locate_usa', 'since'] ['hostname', 'application', 'pilm', 'disc', 'file', 'node_hostname', 'unreachable'] ['hostname', 'application', 'pilm_conversion', 'server', 'node_hostname', 'warn', 'action'] ['request', 'reset', 'erp', 'password_reset', 'erp', 'password'] ['unlock_account', 'erp', 'account_lock'] ['tax_interface', 'webpage', 'reporting_status_hostname', 'application', 'tax_interface', 'proc', 'count', 'node_hostname', 'critical', 'application', 'tax_interface', 'prod', 'app', 'server', 'node_hostname', 'dow', 'hostname', 'application', 'tax_interface', 'proc', 'count', 'node_hostname', 'critical'] ['name', 'email', 'telephone', 'summary', 'problem', 'engineering_tool', 'impossible', 'create_new', 'customer', 'unable', 'create', 'customer', 'engineering_tool'] ['put', 'notebook', 'reinstall', 'system', 'replace', 'system', 'notebook'] ['link', 'file', 'open', 'suggest', 'low', 'version', 'link', 'file', 'open'] ['last', 'worklist', 'create', 'eu_tool', 'worklist', 'available', 'confirmation', 'also', 'possible'] ['pm', 'unable', 'allocate', 'processing', 'resource', 'error', 'backup', 'proxy', 'offline', 'outdated', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['issue', 'contact', 'designate', 'track', 'crm', 'show', 'crm', 'sure', 'see_screen_shot', 'bill', 'sale_engineer', 'wc', 'customer', 'account', 'contact', 'list', 'populate', 'crm_dynamic'] ['password', 'cresset', 'request'] ['email', 'screen_shot', 'error', 'duane', 'say', 'remember', 'see', 'similar', 'error', 'during', 'ing', 'resolve', 'customer_master', 'think', 'request', 'use', 'actual', 'customer', 'rather', 'requester', 'tandy', 'customer', 'pr', 'quote', 'tandy', 'order', 'distributor_tool', 'pr', 'error', 'code'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'erp', 'password_reset'] ['hostname_volume', 'space_consume_space_available'] ['during', 'ongoing', 'internal', 'audit', 'conduct', 'andy', 'observe', 'list', 'warehouse_tool', 'attach', 'tax_rate', 'different', 'one', 'update', 'product', 'hierarchy', 'request', 'look_into', 'reason', 'sample', 'identify', 'reason', 'incorrect', 'tax_rate', 'capture', 'warehouse_tool', 'tax', 'per', 'product', 'hierarchy', 'also', 'let_know', 'whether', 'system', 'error', 'tax_rate', 'mismatch'] ['erp', 'lock', 'reset'] ['unable', 'see', 'remails', 'old', 'day'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_india', 'oerlikon', 'blazer', 'coat', 'india', 'limited', 'site_hard_since_et'] ['request', 'depute', 'telephone', 'repair', 'person', 'pu', 'shop_floor', 'shop_floor', 'connection', 'work', 'assistant', 'manufacturing', 'telephone', 'repair', 'pu', 'shop_floor', 'connection'] ['usa_plant', 'company_usa_usa', 'plant', 'bld', 'qaf', 'carbo', 'access_sw', 'switch_since_et'] ['account', 'get', 'lock'] ['since', 'possible', 'send', 'mail', 'user', 'detail', 'dialog', 'anymore', 'mail_address', 'use', 'work', 'before', 'function', 'helpful', 'end', 'user', 'contact', 'designer', 'issue', 'question', 'directly', 'engineering_tool', 'without', 'leave', 'engineering_tool', 'see_attachment', 'dialog', 'error_message', 'send', 'mail', 'engineering_tool', 'work', 'anymore'] ['provide_detail_issue', 'always', 'show', 'start', 'display', 'properly', 'interface', 'always', 'show', 'start', 'display', 'properly', 'interface'] ['pol_check', 'dn', 'unable', 'kris', 'dn', 'unable', 'kris', 'dn'] ['job_backup', 'tool', 'reporting_tool', 'prod_full', 'fail_job_scheduler'] ['unlock', 'reset_password', 'also', 'send', 'password', 'uji', 'erp_sid', 'account'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'engineering_warehouse', 'company', 'network', 'since_et'] ['account_expire', 'extend_account', 'date', 'jacky', 'licht', 'sponsor', 'jacky', 'licht', 'account_expire'] ['mail_com', 'reset_password', 'sid', 'enter', 'error', 'time', 'user', 'daily', 'business', 'send', 'send', 'public', 'mailbox', 'reply', 'password_management_tool'] ['computer', 'login', 'password', 'forget', 'reset_password'] ['password_reset', 'use_password_management', 'tool'] ['node', 'usa', 'pbx', 'locate_usa', 'since_pm_et'] ['unable', 'save', 'excel', 'document'] ['unable', 'log', 'engineering_tool'] ['blue_screen', 'start'] ['unable', 'sign', 'skype_meeting'] ['outlook', 'opening', 'stuck', 'load', 'screen'] ['can_not', 'get', 'vpn', 'connect', 'computer', 'vpn', 'issue'] ['call', 'issue', 'unable_launch', 'engineering_tool', 'unable', 'fill', 'discount_form', 'engineering_tool', 'infopath', 'issue'] ['unable', 'view', 'mail', 'day'] ['need', 'hand', 'set', 'sabra', 'pro', 'headset', 'skype_call', 'instal', 'driver', 'sure', 'else', 'need', 'do', 'contact', 'sabra', 'headset', 'issue'] ['unlock_account_email_cell', 'phone', 'user_id', 'unlock_account_email_cell', 'phone', 'user_id'] ['call', 'want', 'speak', 'ainhum'] ['unable', 'log', 'supply_chain_software'] ['call', 'upload', 'group', 'contact', 'crm', 'issue', 'contact', 'synchronize', 'contact', 'outlook', 'crm', 'synchronize', 'complete', 'list', 'contact', 'move', 'contact', 'outlook', 'keep', 'crm', 'call', 'upload', 'group', 'contact', 'crm'] ['access', 'prerequisite', 'must', 'infopath', 'filler', 'client', 'complete', 'submit', 'lira', 'form', 'contact', 'gsc', 'open', 'remedy', 'ticket', 'pc', 'support', 'group', 'infopath', 'filler', 'client', 'determine', 'infopath', 'filler', 'client', 'click', 'start', 'button', 'choose', 'click', 'microcoat', 'office', 'group', 'see', 'microcoat', 'infopath', 'filler', 'client', 'dhyana_sale_gl', 'need', 'fix'] ['unable_open', 'engineering_tool', 'application'] ['engineering_tool', 'issue'] ['business_client', 'net', 'error_message'] ['unable', 'enter', 'mileage', 'detail', 'unable', 'enter', 'mileage', 'detail', 'site', 'load'] ['ticket_tool', 'issue', 'can_not', 'seem', 'create_new', 'subtask', 'ticket_tool', 'console', 'area', 'create_new', 'sub', 'task', 'seem', 'miss', 'ask', 'create', 'separate', 'task', 'server', 'decommission', 'neither', 'ron', 'emcee', 'seem', 'create', 'sub', 'task', 'ticket', 'ticket_tool', 'issue', 'can_not', 'seem', 'create_new', 'subtask', 'ticket_tool', 'console'] ['client', 'issue', 'excel', 'crash'] ['need', 'download', 'application', 'someone', 'take', 'screen', 'pc', 'installation'] ['company', 'provide', 'phone', 'activation'] ['unable', 'access', 'map', 'view', 'builder'] ['attempt', 'email', 'voucher', 'follow', 'standard', 'procedure', 'enter', 'email_address', 'press', 'send', 'email', 'page', 'go', 'completely', 'blank', 'need', 'resign', 'onto', 'sid', 'email', 'sent', 'review', 'correct', 'erp', 'crm', 'voucher', 'email', 'resend', 'issue'] ['mail_com', 'turn', 'password', 'free', 'unlook', 'password', 'password'] ['external', 'recipient', 'unable', 'share', 'screen', 'internal', 'company', 'employee', 'during', 'pptn', 'conference_call', 'error_message', 'company', 'user', 'saw', 'message', 'read', 'something', 'like', 'presentation', 'fail', 'since', 'presenter', 'left', 'meeting', 'even_though', 'still', 'meeting', 'agree', 'end', 'meeting', 'join', 'issue', 'go', 'away', 'external', 'recipient', 'unable', 'share', 'screen', 'internal', 'company', 'employee', 'during', 'pptn', 'conference_call'] ['general', 'query'] ['saw', 'pdf', 'option', 'possible', 'export', 'pdf', 'into', 'excel', 'know', 'contact', 'company', 'get', 'conversion', 'tool', 'need', 'conversion', 'tool', 'export', 'pdf', 'into', 'excel'] ['browser', 'issue', 'etime', 'flash_player', 'issue', 'add', 'issue'] ['look', 'sale_order', 'sr', 'release', 'order', 'workfellow', 'qty', 'go', 'pc', 'show', 'sr', 'change', 'qty', 'sr', 'change', 'qty', 'review', 'possible', 'issue', 'maybe', 'wf', 'batch', 'issue', 'erp', 'change', 'order', 'qty', 'issue'] ['excel', 'keep', 'exit'] ['unable', 'update', 'mileage', 'detail', 'site', 'load'] ['assist', 'get', 'skype_meeting', 'back', 'run', 'come', 'before', 'no_longer', 'option', 'skype_meeting'] ['skype', 'issue', 'personal_certificate', 'error'] ['po', 'data', 'update'] ['hr_tool_etime', 'issue'] ['error', 'window', 'build', 'copy', 'window', 'genuine', 'next', 'week', 'usa', 'contact', 'error', 'window', 'build', 'copy', 'window', 'genuine'] ['audio', 'issue', 'skype'] ['allow', 'access', 'use', 'printer', 'india', 'office', 'refer_attachment', 'allow', 'access', 'use', 'printer', 'india', 'office'] ['provide_access', 'dolman', 'environment', 'dolman', 'sid', 'production', 'user', 'need', 'access', 'open', 'request', 'thesis', 'charm', 'provide_access', 'dolman', 'environment', 'user'] ['outlook', 'opening'] ['unable', 'see', 'workfellow', 'erp_sid'] ['instruction', 'password_management_tool'] ['desk', 'access', 'hr_tool_etime', 'see', 'error', 'page', 'try', 'reach', 'available', 'internal_server_error', 'raise', 'senior', 'staff', 'engineer', 'access', 'hr_tool_etime'] ['wifi', 'work', 'webpage', 'load'] ['call', 'come', 'first', 'present', 'computer', 'screen', 'sec', 'later', 'phone', 'start', 'ring', 'time', 'between', 'around', 'sec', 'delay', 'present', 'cal', 'polycot', 'phone'] ['example', 'give', 'report', 'reporting', 'ron', 'like', 'wise', 'manage_director', 'reporting', 'happen', 'record', 'update', 'today', 'see_attach', 'user', 'point', 'wrongly'] ['call', 'vendor', 'crm'] ['hand_scanner', 'pc', 'without_function', 'rep', 'replace', 'pc', 'hall', 'erp', 'terminal', 'hand_scanner', 'pc', 'without_function', 'rep', 'replace'] ['usa', 'skype', 'work', 'get', 'log_into', 'outlook', 'problem', 'start', 'around', 'pm'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'heller', 'transaction_code_user', 'need_work_describe', 'issue', 'authorize', 'transaction', 'sid', 'find', 'attach', 'error_message', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'authorize', 'transaction', 'sid'] ['emp', 'defet', 'code', 'blue_screen', 'pc', 'processor'] ['recently', 'upgraded', 'calendar', 'outlook', 'crm', 'software_upgrade', 'track', 'set', 'regard', 'tollbar', 'selection', 'see', 'snap', 'shot', 'install', 'complete', 'need', 'server', 'side', 'synchronization', 'incoming', 'remails', 'correct', 'crm', 'application', 'permission', 'correct', 'believe', 'another', 'issue', 'let_know', 'phone', 'issue', 'thus', 'notebook', 'issue', 'review', 'snap', 'shot', 'sent', 'advise', 'crm', 'button'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'russia', 'engineering', 'site', 'et'] ['install', 'rucker'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make', 'model', 'hp_laserjet', 'detailed_description_problem', 'wrong', 'character', 'printing', 'reporting', 'error_message', 'pl', 'enter', 'language', 'cl', 'type_document_printing', 'sa', 'reporting', 'tax', 'isls', 'curch', 'advanced', 'return', 'system', 'application', 'use', 'time', 'problem', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'print', 'wrong', 'language', 'character', 'erp', 'system', 'system', 'sid', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily', 'no', 'another', 'erp', 'printer', 'issue', 'persists', 'printer_rerouted', 'applicable', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'file', 'attach', 'nina', 'pereira', 'accounting', 'report', 'analyst', 'finance', 'printing', 'language', 'sa', 'reporting'] ['kindly', 'install_software', 'paint', 'shop', 'wingtip'] ['install', 'printer'] ['need', 'numeric', 'keypad', 'keyboard', 'left', 'hand', 'need', 'numeric', 'keypad', 'keyboard', 'left', 'hand'] ['currently', 'no', 'feedback', 'signal', 'input', 'eu_tool', 'error', 'runtime_error', 'eu_tool', 'run', 'slowly', 'germany', 'factory', 'enter', 'feedback', 'signal', 'runtime_error'] ['ist', 'possible', 'create_delivery_note', 'go', 'mm'] ['able_login', 'ethic', 'website', 'find', 'kindly', 'regard', 'issue', 'ethic', 'login', 'issue'] ['work_correctly', 'either', 'run_slow', 'crash', 'error_message', 'time', 'eu_tool', 'also', 'run_slow', 'work_correctly'] ['automatic', 'data', 'treatment', 'work', 'automatic', 'data', 'treatment', 'qaf', 'go'] ['yesterday', 'start', 'outlook', 'every', 'start', 'quick', 'tyred', 'open', 'mail', 'receive', 'white', 'screen', 'several', 'new', 'computer', 'start', 'nothing', 'change', 'decide', 'work', 'via', 'collaboration_platform', 'right', 'well', 'today', 'negative', 'result', 'outlook', 'start', 'quick', 'no', 'chance', 'read', 'email', 'write', 'one', 'look_into', 'work', 'via', 'collaboration_platform', 'less', 'comfortable', 'slow', 'outlook', 'work'] ['ba', 'job', 'processor', 'egg', 'application', 'stop', 'restart', 'soon_possible', 'ba', 'processor', 'stop', 'restart'] ['plant_plant', 'eu_tool', 'system', 'run', 'slowly', 'big', 'problem', 'enter', 'production', 'plan'] ['job_bowpin_tax_interface', 'qaf', 'daily', 'abend', 'job_bowpin_tax_interface', 'qaf', 'daily'] ['purchasing', 'online', 'catalog', 'de', 'technical', 'commercial', 'problem', 'solve'] ['add', 'static', 'route', 'lan', 'switch', 'germany', 'ensure', 'access', 'shop_floor', 'network', 'disrupt', 'during', 'downtime', 'vpn_router', 'company_eu_deul', 'germany', 'core_sw', 'conf', 'vip', 'route', 'exit', 'copy', 'run', 'confix', 'startup', 'confix', 'rout', 'fix', 'germany'] ['need', 'access', 'email_address', 'modify', 'require', 'provide_access', 'mention', 'mail_address', 'bathyal', 'pudu', 'hadj', 'er', 'bratty', 'sdlc', 'yhwh', 'er', 'need', 'access'] ['hurt', 'archive', 'job_fail', 'error', 'os', 'account_lock', 'connect', 'database', 'instance', 'hurt', 'fail', 'hurt', 'archive', 'job_fail'] ['job_bowpin_tax_interface', 'dev', 'daily_fail_job_scheduler'] ['mail_com_cid', 'controller', 'mail_com_mail_com', 'cid', 'communication', 'shall', 'use', 'target', 'person', 'list', 'include', 'privileged_confidential', 'information', 'shall', 'exclude', 'information', 'disclosure', 'base', 'applicable_law', 'distribution', 'communication', 'third', 'party', 'legitimate', 'recipient', 'distribution', 'resale', 'strictly_prohibit', 'communication', 'sent', 'mistake', 'also', 'top', 'contact', 'sender_delete', 'communication', 'company_post', 'can_not', 'extract', 'finance_app', 'data', 'pol', 'resolve', 'immediately'] ['unable', 'install', 'crm', 'outlook'] ['outlook', 'take', 'min', 'load'] ['need', 'access', 'quality', 'folder', 'lan', 'drive', 'usa', 'need', 'access', 'folder'] ['engineering_tool', 'page', 'opening'] ['analysis_add', 'keep_get', 'remove'] ['sale_order', 'generate', 'delivery_date', 'despite', 'order', 'market', 'day', 'air'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'min', 'no_start_pm', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa', 'vpn', 'since_pm', 'primary'] ['unlock', 'user', 'environment', 'sid', 'seem', 'still', 'lock', 'sid', 'everything', 'fine', 'unlock', 'user', 'environment', 'sid'] ['need', 'access', 'pc', 'skype', 'request', 'viewer'] ['pc', 'installation'] ['change', 'offline', 'cache', 'mode', 'outlook', 'month'] ['erp', 'close', 'opening', 'attachment', 'md'] ['log', 'purchasing', 'choose', 'company', 'catalog', 'window', 'never', 'load', 'purchasing', 'purchasing', 'add', 'user', 'ad', 'group'] ['dynamic', 'synched', 'outlook'] ['issue', 'opening', 'outlook', 'skype_business', 'reach', 'pc', 'service', 'investigate', 'issue', 'issue', 'outlook', 'profile', 'skype_business', 'ambas'] ['unable_login', 'erp', 'distributor_tool'] ['create', 'dn', 'warehouse', 'today', 'before', 'cut', 'time', 'dn', 'require', 'oclock', 'est'] ['installation', 'skype'] ['amenty', 'think', 'workfolks', 'need', 'look', 'nuda', 'several', 'template', 'work', 'note', 'during', 'outage', 'several', 'workfolks', 'lose', 'setting', 'redo', 'case', 'nuda', 'nuda', 'remails', 'get', 'sent'] ['add', 'user', 'distribution', 'group', 'empiry', 'add', 'user', 'distribution', 'group'] ['software', 'read', 'text', 'scan', 'page'] ['unable', 'view', 'subject', 'option', 'outlook'] ['skype_call', 'join', 'end', 'bad', 'call', 'blank', 'during', 'multiple', 'attempt'] ['after', 'netweaver', 'instal', 'possible', 'log', 'erp', 'user', 'no', 'login', 'option', 'erp'] ['mail_com', 'password', 'unlock_account', 'password'] ['skype', 'log', 'turn', 'computer', 'phone', 'skype', 'work'] ['unable_login', 'erp_sid', 'error', 'user', 'account', 'validity', 'date', 'user', 'account', 'validity', 'date'] ['reason', 'go', 'folder', 'get', 'message', 'can_not', 'open', 'folder', 'appear', 'message', 'appreciate', 'support', 'issue'] ['add', 'user', 'delthyria', 'collaboration_platform', 'table', 'crm', 'collaboration_platform', 'table', 'crm'] ['account_lock', 'ad', 'account'] ['able', 'print', 'hr_tool'] ['analysis_microcoat', 'excel', 'no_longer', 'available', 'attach', 'find', 'note', 'analysis_microcoat', 'excel', 'no_longer', 'available'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'describe_issue', 'unlock', 'password', 'logion', 'erp', 'access', 'issue'] ['need', 'vpn', 'provision', 'access', 'drive', 'away', 'office', 'vpn', 'access', 'computer'] ['never', 'receive', 'access', 'thyris', 'person', 'folder', 'network_drive', 'get', 'access', 'collaboration_platform', 'drive', 'network', 'folder', 'know', 'network', 'folder', 'save', 'lot', 'information', 'really', 'need', 'access', 'folder', 'access', 'document', 'sure', 'communication', 'receive', 'regard', 'ago', 'collaboration_platform', 'collaboration_platform', 'german', 'final', 'extinction', 'collaboration_platform', 'business', 'plan', 'seven', 'day', 'still', 'time', 'copy', 'important', 'document', 'different', 'memory', 'location', 'day', 'after', 'finally', 'drop', 'collaboration_platform', 'business', 'change', 'collaboration_platform', 'business', 'term', 'date', 'network', 'folder', 'access'] ['problem', 'com', 'port', 'machine', 'st', 'hr', 'man'] ['recently', 'receive', 'new', 'machine', 'work', 'download', 'collaboration_platform', 'designer', 'access', 'workfellow', 'product', 'move', 'system', 'after', 'link', 'site', 'open', 'workfellow', 'give', 'error', 'say', 'can_not', 'access', 'restart', 'designer', 'try', 'restart', 'multiple', 'time', 'assist', 'can_not', 'access', 'workfellow', 'collaboration_platform', 'designer'] ['browser_microcoat_internet_explorer', 'unable', 'share', 'screen', 'skype', 'unable', 'share', 'screen'] ['company', 'can_not', 'add', 'new', 'customer', 'engineering_tool', 'application', 'happen', 'after', 'download', 'new', 'update', 'application', 'can_not', 'add', 'new', 'customer', 'engineering_tool', 'application'] ['inter', 'company', 'stop', 'compute', 'transfer', 'price', 'material', 'price', 'euro', 'per', 'pc', 'order', 'pc', 'change', 'order', 'pc', 'transfer', 'pricing', 'stop'] ['browser_microcoat_internet_explorer', 'earlier', 'week', 'try', 'put', 'expense_report', 'let', 'change', 'cost_center', 'suppose', 'ticket', 'wonder', 'go', 'receive', 'notification', 'issue', 'unable', 'make', 'change', 'expense_report'] ['mail_com', 'turn', 'password', 'free', 'password'] ['server', 'available', 'production', 'sid', 'error_message', 'service', 'available'] ['engineering_tool', 'distributor_tool', 'error', 'unable', 'see', 'customer', 'detail', 'engineering_tool', 'distributor_tool', 'error'] ['frequent_account', 'lock'] ['telephony_software', 'allow', 'pick', 'call', 'make', 'call', 'phone', 'telephony_software', 'allow', 'pick', 'call', 'make', 'call'] ['check', 'delivery_note', 'create', 'total', 'pic', 'plant_plant', 'plant', 'customer', 'order', 'pic', 'no', 'order', 'plant', 'wait', 'material', 'appear', 'plant', 'stock', 'dn', 'company', 'europe', 'gambs', 'plant', 'create', 'ask', 'plant', 'cancelation', 'creation', 'dn', 'order', 'many', 'delivery_note', 'create', 'total', 'pic', 'plant_plant', 'plant', 'customer', 'order'] ['upload', 'monthly', 'report', 'sid', 'ghana', 'table', 'mc'] ['ticket', 'usa', 'query', 'ticket', 'status', 'ticket', 'usa'] ['wifi', 'work', 'conference_room', 'usa', 'oh'] ['system', 'pc', 'high', 'pressure', 'system', 'inter', 'hip', 'start'] ['vip', 'upgrade', 'ie'] ['able', 'see', 'remails', 'outlook'] ['punch', 'hr', 'engineering_tool', 'show', 'hr', 'pm_pm', 'hour'] ['user', 'able', 'access', 'report', 'via', 'ie', 'hence', 'instal', 'chrome', 'access', 'report', 'via', 'portal', 'after', 'user', 'able', 'open', 'report', 'via', 'chrome', 'well', 'tab', 'disappear', 'user', 'able', 'connect', 'vpn', 'via', 'chrome', 'related', 'business', 'analytics', 'tech', 'erp', 'bi', 'lbw', 'something', 'related', 'browser', 'set', 'able', 'access', 'obj', 'via', 'ie', 'tab', 'miss', 'open', 'chrome'] ['latitude', 'battery', 'issue', 'battery', 'light', 'constantly', 'blinking', 'red', 'charge', 'user', 'constantly', 'connect', 'ac', 'adapter', 'might', 'require', 'battery', 'replacement', 'phone', 'latitude', 'battery', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_south_america', 'rc', 'site_hard_since_et'] ['browser_microcoat_internet_explorer', 'no', 'obj', 'access', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'log', 'obj', 'error_message', 'get', 'io', 'error', 'error', 'get', 'well', 'understand', 'issue', 'would_like', 'take', 'look', 'computer', 'through', 'televiewer', 'click', 'id', 'pwr', 'sire', 'still', 'see', 'issite', 'let', 'take', 'screen_shot', 'assign', 'erp', 'lbw', 'bi', 'look_into', 'no', 'access', 'obj'] ['print', 'problem', 'substantial', 'evidence'] ['ing', 'email', 'notification'] ['problem', 'wireless', 'laptop'] ['select', 'crm', 'advanced', 'find', 'next', 'screen', 'scroll', 'symbol', 'move', 'into', 'query', 'nearly', 'impossible', 'create', 'view', 'crm', 'screen', 'advanced', 'find', 'create', 'view'] ['infopath', 'work'] ['time', 'laboratory', 'check', 'back', 'monitor', 'fa', 'analysis', 'device', 'defective', 'contact_person', 'monitor', 'fa', 'analysis', 'device', 'defective'] ['try', 'change_password', 'problem', 'change_password'] ['need', 'send', 'video', 'machine', 'customer', 'basis', 'file', 'size', 'mb', 'kindly', 'let_know', 'send', 'file', 'require'] ['desk', 'today', 'open', 'add_lean_event', 'tracker', 'link', 'enter', 'new', 'project', 'detail', 'get_error_message', 'screen_shot_attach', 'reference', 'go', 'through', 'needful', 'enter', 'detail', 'lean_tracker', 'clarification', 'revert_back', 'issue', 'add_lean', 'tracker', 'collaboration_platform', 'issue'] ['madam', 'pl', 'add', 'name', 'distribution_list', 'warm', 'add', 'name', 'distribution_list'] ['pol', 'unlock', 'window', 'account', 'user'] ['need', 'skype_business', 'work', 'laptop', 'print', 'screen', 'attach', 'televiewer', 'id', 'password', 'skype_business', 'work'] ['seem', 'problem', 'log_into_vpn', 'distributor_tool', 'can_not', 'access', 'change_password', 'need', 'vpn', 'advice', 'would', 'greatly', 'appreciate', 'password', 'vpn', 'distributor_tool', 'sync'] ['user', 'unable', 'log', 'telephony_software', 'follow', 'reason', 'authentication_fail', 'remote', 'party', 'close', 'transport', 'stream', 'see_attachment', 'well', 'telephony_software', 'log', 'issue', 'window', 'update', 'issue'] ['can_not', 'login', 'sid', 'system', 'check', 'user', 'sid', 'system'] ['computer', 'mouse', 'pc', 'malfunction', 'need', 'new', 'mouse', 'pc'] ['offline', 'since', 'hostname', 'australia', 'patch_antivirus_sw', 'site', 'server_offline'] ['offline', 'since', 'india', 'patch_antivirus_sw', 'desktop', 'site', 'server_offline'] ['unable', 'log_into_skype', 'certificate', 'error'] ['request', 'reset', 'sid', 'password', 'send', 'across', 'reset', 'sid', 'password'] ['seem', 'transfer', 'eu_tool', 'erp', 'stop', 'delay', 'since', 'clock', 'german', 'time', 'attachment', 'miss', 'confirmation', 'erp', 'since', 'clock'] ['create_new', 'document', 'engineering_tool', 'see', 'three', 'ectypes', 'previously', 'show', 'someone', 'add', 'recently', 'show', 'sid_sid', 'sid', 'new', 'document', 'type', 'show', 'list'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'procacity', 'vpn_router', 'since_et'] ['provide_detail', 'template', 'multiple_application', 'impact', 'use_quick_ticket', 'template', 'operation', 'folder', 'site', 'location_germany', 'user_id', 'ad', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'transaction_slow_va', 'create', 'order', 'erp_sid', 'slow', 'take', 'second', 'build', 'page', 'area_belongs_sale', 'finance', 'issue', 'replicate_support_group', 'user', 'see_attach', 'relevant_exact', 'time', 'issue', 'occur', 'application_response_time', 'network_resource_work_normally'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'germany', 'fine', 'machining', 'company', 'secondary', 'vpn', 'circuit', 'server', 'show', 'since'] ['erp', 'work', 'multiple', 'user', 'server_hostname', 'ping', 'erp', 'work', 'multiple', 'user'] ['reference', 'ticket', 'data', 'entry', 'affected', 'receive', 'several', 'report', 'currently', 'possible', 'close', 'complete', 'order', 'order', 'currently', 'miss', 'eu_tool', 'germany', 'currently', 'possible', 'close', 'order'] ['no', 'data', 'reconciliation', 'between', 'eu_tool', 'erp', 'germany'] ['pc', 'access', 'internal', 'hard_drive', 'print', 'work', 'no', 'access', 'example', 'printer', 'server', 'no', 'network', 'access'] ['reset_password', 'user', 'quality', 'erp', 'user', 'password_reset'] ['unable', 'take', 'ethic_training_course', 'ie', 'show', 'show', 'error', 'error', 'show', 'even_after', 'update', 'flash_player', 'ie', 'flash_player', 'issue'] ['problem', 'create_new', 'lean_tracker', 'click', 'save', 'upgrade', 'option', 'resolve', 'problem', 'lean_tracker'] ['usa', 'access', 'add', 'dirty', 'share', 'mail_box', 'investor', 'relation', 'kindly_needful', 'access', 'share', 'mail_box', 'investor', 'relation'] ['oracle', 'listener', 'monitor', 'reporting', 'warn', 'status', 'hostname', 'investigate'] ['user', 'get', 'crm', 'outlook', 'configure', 'yesterday', 'outlook', 'version', 'earlier', 'old', 'after', 'new', 'version', 'instal', 'along', 'crm', 'mail', 'get', 'download', 'every_time', 'specially', 'one', 'folder', 'outlook'] ['net_instal'] ['sid', 'erp', 'incident', 'status', 'change'] ['browser_microcoat_internet_explorer', 'get', 'audio', 'skype', 'need', 'urgently', 'meeting', 'today', 'get', 'audio', 'skype', 'need', 'urgently', 'meeting', 'today'] ['hostname_volume_dev', 'sid', 'space_consume_space_available', 'volume_dev', 'sid', 'space_consume_space_available', 'hostname_volume_dev', 'sid', 'space_consume_space_available'] ['unable_open', 'attachment', 'outlook'] ['new', 'plant', 'usa_facility', 'need', 'access', 'server', 'drive', 'ldg', 'drive', 'drive', 'access', 'similar', 'previous', 'plant', 'fishet', 'ailsyte', 'access', 'server', 'file', 'ldg'] ['unable', 'update', 'password'] ['node_locate_usa', 'since_pm_et', 'node_locate_usa'] ['able_login', 'window', 'vip', 'able_login', 'window'] ['come', 'folder', 'update', 'since', 'exit', 'get', 'back', 'open', 'outlook', 'frozen', 'unable_open'] ['system', 'slow', 'processing', 'shipment', 'plant', 'every', 'even', 'between', 'pm_pm', 'sometimes', 'chok', 'process', 'sometimes', 'during', 'kris', 'shipping', 'tool', 'shipping', 'system', 'process', 'go', 'last', 'couple', 'month', 'shipping', 'supervisor', 'during', 'shift', 'contact', 'additional_information', 'need', 'ticket', 'enter', 'last', 'night', 'close', 'system', 'slow', 'happens', 'night', 'system', 'slow', 'processing', 'shipment', 'plant', 'every', 'even', 'between', 'pm_pm'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'kuttar', 'transaction_code_user', 'need_work_describe', 'issue', 'guserid', 'kuttar', 'need', 'validation', 'ing', 'sid', 'extend_account', 'month', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'guserid', 'kuttar'] ['unable', 'schedule', 'skype_meeting', 'option', 'no_longer', 'outlook'] ['key_figure', 'take', 'ibex_analyzer', 'sale', 'revenue', 'key_figure', 'get', 'remove', 'automatically', 'key_figure', 'take', 'ibex_analyzer'] ['call', 'rout', 'laptop', 'telephony_software', 'phone', 'phone_call', 'rout', 'laptop', 'telephony_software', 'phone'] ['attachment', 'connection', 'available', 'need', 'wireless', 'review', 'figure', 'wireless', 'available', 'company', 'usa', 'also', 'hotel', 'no', 'access', 'available', 'connect_wireless', 'outside', 'company', 'usa', 'wireless'] ['access', 'collaboration_platform', 'link'] ['file', 'share_mailbox', 'disappear', 'left', 'side', 'screen', 'add', 'share_mailbox', 'outlook'] ['check', 'feasibility', 'add', 'additional', 'space', 'hostname', 'dev', 'justification', 'lbw', 'report', 'fail', 'due', 'space', 'issue', 'mention', 'mount', 'point', 'housekeep', 'core', 'file', 'hostname'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'sid', 'describe_issue', 'forgot', 'password', 'sid', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['crm', 'add', 'miss'] ['vpn', 'disconnect', 'during', 'incoming', 'call', 'knock_vpn'] ['skype_audio_work'] ['crm_dynamic', 'outlook', 'issue'] ['appear', 'po', 'file', 'submit', 'channel_partner', 'processing', 'see_attach', 'log', 'appear', 'last', 'time', 'file', 'process', 'appear', 'po', 'file', 'processing', 'work', 'lapp', 'devot', 'maint', 'debus'] ['unable', 'access', 'obj', 'explorer', 'report', 'get', 'error', 'look_into', 'unable', 'access', 'obj', 'explorer', 'report'] ['contact', 'ibex', 'show', 'result', 'soon', 'limit', 'time', 'period', 'sind', 'approx', 'min', 'general', 'ibex', 'issue', 'moment', 'need', 'create', 'reporting', 'upper', 'management', 'get', 'no', 'sale', 'information', 'soon', 'select', 'financial', 'foolscap', 'year', 'financial', 'topical', 'month', 'company', 'overall', 'value', 'get', 'no', 'data', 'found', 'start', 'ibex', 'several_time', 'even', 'reboot', 'pc', 'note', 'issue', 'finally', 'review', 'data', 'tomorrow', 'time', 'upper', 'management', 'need', 'pull', 'bunch', 'sale', 'data', 'checked', 'another', 'colleague', 'appear', 'issue', 'soon', 'select', 'financial', 'foolscap', 'year', 'financial', 'topical', 'month', 'company', 'overall', 'value', 'get', 'no', 'data', 'found'] ['mail_com', 'port', 'pf', 'port', 'provide', 'no', 'real', 'vip', 'check', 'problem', 'pf', 'port'] ['unable_connect', 'outlook', 'home', 'network'] ['system', 'disk_server_hostname', 'full', 'check', 'issue', 'week', 'ago', 'ticket', 'week', 'ago', 'ticket', 'identify', 'solve', 'cause', 'problem', 'impact', 'virtual', 'center', 'server', 'system', 'disk_server_hostname', 'full'] ['printer', 'issue', 'delivery_note', 'window', 'printer', 'contact', 'error_message', 'install_driver', 'access_deny', 'printing', 'window', 'erp', 'printer', 'issue', 'delivery_note', 'window', 'printer', 'gt', 'gt'] ['access', 'report', 'reporting_tool', 'however', 'go_into', 'report', 'none', 'lookup', 'sort', 'feature', 'available', 'field', 'upper', 'right', 'corner', 'allow', 'manipulate', 'report', 'however', 'show', 'available', 'show', 'blank_screen', 'shot', 'refer_attachment', 'report', 'none', 'lookup', 'sort', 'feature', 'available'] ['contact', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['open', 'incident', 'request', 'resolve', 'ticket', 'follow', 'inplant'] ['need', 'germany_germany', 'preparation', 'technology', 'town', 'hall', 'meeting', 'begin', 'meeting', 'clock', 'downfall', 'meeting'] ['unable', 'access', 'obj', 'report'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'vpn_router', 'et', 'site', 'retrot'] ['hit', 'wrong', 'button', 'mess', 'mail', 'format', 'delete', 'anything', 'go_into', 'home', 'button', 'delete', 'email', 'setting', 'issue'] ['user', 'call', 'speak', 'nicholas', 'hights', 'ask', 'user', 'send', 'email', 'skype', 'available'] ['static', 'noise', 'interaction_id'] ['need', 'new', 'computer', 'name_service_tag', 'computer', 'name'] ['feel', 'say', 'late', 'face', 'lot', 'issue', 'engineering_tool', 'system', 'note', 'name', 'appear', 'ascend', 'order', 'alphabet', 'look', 'particular', 'name', 'become', 'nightmare', 'name', 'issue', 'engineering_tool', 'system'] ['work', 'create', 'inspection', 'plan', 'seem', 'work', 'create', 'able', 'view', 'batch_number', 'inspection', 'plan', 'qaf', 'create', 'lot', 'well', 'work', 'either', 'no', 'valid', 'inspection', 'type', 'material', 'found', 'select', 'warn', 'assist', 'material', 'alloy', 'mm', 'need', 'ship', 'today', 'contact', 'phone_number', 'create', 'inspection', 'plan'] ['able', 'make', 'outbound_call', 'siemens', 'phone', 'system'] ['halo', 'prepares', 'printer', 'problem', 'print', 'check', 'setting', 'thank', 'suwe', 'wk'] ['pl', 'provide', 'pm', 'supervisor', 'role', 'user', 'plant_plant', 'system', 'sid', 'sent', 'iphone', 'authorisation'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'site', 'engineering', 'russia', 'since_et'] ['problem', 'vpn'] ['myth', 'problem', 'portal', 'franz', 'righty'] ['russia', 'interface', 'volans', 'russia', 'engineering_tool', 'warehouse', 'lan', 'company_eu', 'ru', 'engineering', 'vpn'] ['problem', 'outlook', 'client', 'database', 'synchronize'] ['unable', 'get', 'mail', 'intermittently', 'during', 'time', 'need', 'update', 'folder', 'get', 'mail', 'sometimes', 'work', 'like', 'look_into', 'issue', 'microcoat', 'outlook', 'issue'] ['currently', 'two', 'version', 'office', 'computer', 'instal', 'office_bit', 'folder', 'office_bit', 'folder', 'pol', 'delete', 'old', 'repair', 'new', 'one', 'upgrade', 'office'] ['erp', 'intercompany', 'warehouse_tool', 'issue', 'stop'] ['mail_com', 'fellow', 'colleague', 'check', 'colleague', 'diem', 'get', 'ask', 'question', 'no', 'click', 'log', 'cid', 'hardcopy', 'cid', 'login', 'possible'] ['madam', 'pl', 'needful', 'regard', 'subject', 'message', 'show', 'wrong', 'user_id', 'password', 'yi', 'warm', 'erp', 'user_id', 'password', 'work'] ['error_message', 'system_sid_sid', 'partner', 'reach', 'error', 'no', 'connection', 'refuse', 'logion', 'erp', 'via', 'vpn'] ['create', 'create', 'dn', 'plant_plant', 'pc', 'shipping', 'point', 'dun', 'create', 'dn', 'plant_plant', 'pc'] ['today', 'create', 'another', 'lean_event', 'still', 'certificate', 'sent', 'automatically', 'recipient', 'see', 'certificate', 'certificate', 'list', 'section', 'also', 'co', 'facilitator', 'name', 'appear', 'certificate', 'happen', 'past', 'event', 'request', 'kindly', 'fix', 'issue', 'priority', 'lean', 'certificate', 'get', 'sent', 'automatically'] ['problem', 'alfiona', 'update'] ['setup', 'wu'] ['receive', 'ten', 'mail', 'far', 'approval', 'ticket', 'sample', 'mail', 'attach', 'pl', 'take', 'immediate', 'step', 'stop', 'reminder', 'approve', 'ticket', 'stop', 'reminder'] ['reset_password', 'immediately', 'let_know', 'reset_password'] ['able', 'see', 'option', 'create_new', 'customer', 'new', 'dealer', 'name', 'engineering_tool', 'software', 'resolve_issue', 'issue', 'engineering_tool', 'software'] ['mail_com', 'colleague', 'open', 'netweaver_business', 'clint', 'click', 'appropriate', 'app', 'press', 'via', 'vpn', 'connect', 'follow', 'note', 'cid', 'ask', 'support', 'problem', 'access', 'drawing', 'netweaver_business', 'clint'] ['outlook', 'crm', 'get', 'sync'] ['able', 'access', 'erp', 'file', 'through', 'network', 'face_problem', 'past', 'week', 'daily', 'basis', 'issue', 'address', 'local', 'get', 'resolve', 'case', 'case', 'basis', 'cause', 'lot', 'disturbance', 'seek', 'support', 'resolve_issue', 'error_message', 'log', 'sid', 'day', 'connect', 'network', 'connect', 'network', 'need', 'change', 'after', 'also', 'face_problem', 'seek', 'support', 'network', 'related', 'issue'] ['interface', 'clr', 'coolant', 'since'] ['mail_com', 'login', 'erp_sid', 'home', 'vpn', 'error_message', 'cid', 'jehu', 'ap', 'logistics', 'mail_com_mail_com', 'message', 'designate_recipient', 'use_contain', 'privileged', 'applicable_law', 'confidentiality', 'non', 'disclosure', 'content', 'addition', 'designate_recipient', 'person', 'strictly_prohibit', 'dissemination_distribution', 'copying', 'message', 'receive_message', 'mistake', 'notify_sender_delete_message', 'access', 'erp', 'vpn'] ['ey', 'consultant', 'unable_login', 'citril', 'attach', 'error', 'kindly_needful', 'ey', 'consultant', 'unable_login', 'citril', 'attach', 'error'] ['elitist', 'browser_microcoat_internet_explorer', 'bahutu', 'australia', 'australia', 'currently', 'experience', 'long', 'load', 'time', 'erp', 'look_into', 'australia', 'australia', 'currently', 'experience', 'long', 'load', 'time', 'erp'] ['erp', 'run', 'incredibly', 'slow', 'try', 'load', 'page', 'kick', 'erp'] ['browser_microcoat_internet_explorer', 'erp', 'slow', 'happens_every', 'night', 'start_pm', 'erp', 'slow', 'happens_every', 'night', 'start_pm'] ['vip', 'process', 'payment', 'contentional', 'security', 'attempt'] ['desk', 'window', 'id', 'lock', 'assist', 'unlock', 'immediately', 'window', 'lock', 'user_id'] ['miss', 'one', 'person', 'gl', 'calendar', 'page', 'dhyana_sale_gl', 'miss', 'calendar', 'page'] ['unable_connect', 'vpn', 'update', 'password'] ['password_expire'] ['crm_dynamic', 'error', 'outlook', 'add'] ['user', 'want', 'crm', 'mobile_app', 'download', 'mobile'] ['can_not', 'access', 'go', 'library', 'collaboration_platform', 'need', 'access', 'application', 'support', 'call', 'mail', 'transfer', 'member', 'put', 'call', 'hold', 'someone', 'else', 'available', 'search', 'message', 'get', 'problem', 'persists', 'contact', 'support', 'include', 'technical_detail', 'correlation', 'id', 'ad', 'bd', 'pm', 'user', 'issue', 'type', 'user', 'permission', 'access_deny', 'collaboration_platform'] ['need', 'crm', 'add', 'outlook', 'ribbon', 'microcoat', 'outlook_crm_mfg', 'cooption'] ['power', 'management', 'query'] ['unable', 'load', 'collaboration_platform', 'site', 'vip', 'unable', 'load', 'collaboration_platform', 'site'] ['company', 'home_page', 'load'] ['usa', 'access', 'finance', 'partner', 'cash', 'bank', 'reconciliation', 'misc', 'cash', 'account'] ['patch_antivirus_sw', 'prod', 'node_locate_usa', 'since_pm_et'] ['unable', 'load', 'outlook'] ['collaboration_platform', 'work', 'server', 'busy', 'unavailable'] ['unable', 'access', 'crm', 'thru', 'outlook', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['change', 'owner', 'collaboration_platform', 'link'] ['coffee', 'spillage'] ['check', 'piner', 'guserid', 'get', 'crm', 'error_message', 'try_open', 'forecast_plan', 'check', 'piner', 'guserid', 'get', 'crm', 'error_message', 'try_open', 'fore'] ['accidentally', 'save', 'excel', 'spreadsheet', 'another', 'file', 'way', 'recover', 'day', 'ago', 'save', 'excel_file'] ['query', 'crm_app'] ['configure', 'id', 'printer', 'laptop', 'printer'] ['change_password', 'yesterday', 'oracle', 'fusion', 'middlewards', 'production', 'after', 'enter', 'old', 'new', 'password', 'log', 'box', 'kept', 'pop', 'let', 'log', 'somehow', 'back', 'let', 'access', 'system', 'today', 'neither', 'old', 'new', 'password', 'work', 'happen', 'past', 'would', 'unlock', 'someone', 'get', 'correct', 'lock'] ['no', 'audio', 'year'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit', 'outage_south_america', 'south_america', 'vpn_router', 'pm_et', 'site_primary'] ['user', 'profile', 'seem', 'mess', 'server', 'create', 'try', 'investigate', 'monitoring_tool', 'monitoring', 'issue', 'come', 'across', 'error_message', 'attach', 'investigate', 'issue', 'user', 'profile', 'hostname'] ['discuss', 'assist', 'renew', 'internal', 'certificate', 'password_management_tool', 'id', 'password', 'tool', 'renew', 'internal', 'certificate', 'password_management_tool', 'id', 'password'] ['ticket', 'decline', 'inplant'] ['collaboration_platform', 'issue', 'share', 'directory', 'file', 'collaboration_platform', 'external', 'user', 'tell', 'share', 'column', 'able', 'share', 'company', 'catalog', 'data', 'external', 'user'] ['user', 'usa', 'receive', 'inbound', 'external', 'call', 'internal', 'extension', 'extension', 'call', 'work', 'outbound_call', 'work', 'user', 'usa', 'receive', 'inbound', 'external', 'call'] ['previously', 'access', 'america', 'cresc', 'mail_box', 'outlook', 'no_longer', 'available', 'set', 'miss', 'email', 'access'] ['inform', 'user', 'seem', 'expire', 'password', 'sid_sid', 'sid', 'proceed', 'check', 'also', 'reset_password', 'unlock', 'reset_password', 'user'] ['outlook', 'stuck', 'processing'] ['erp_gumi', 'miss', 'login', 'option'] ['call', 'erp', 'account_unlock'] ['germany', 'office', 'move', 'main', 'warehouse_tool', 'printer', 'get', 'temporarily', 'totally', 'delete', 'accident', 'erp', 'big', 'bulk', 'warehouse_tool', 'reissue', 'billing_document', 'date', 'output', 'yet', 'see', 'list', 'attach', 'update', 'do', 'billing', 'via', 'correct', 'output', 'type', 'get', 'automatically', 'add', 'therefore', 'need', 'mass', 'update', 'do', 'go', 'change', 'mode', 'save', 'miss', 'printout', 'get', 'add', 'issue', 'appropriate', 'printer', 'billing', 'exist', 'output', 'might', 'amongst', 'list', 'good', 'no', 'action', 'require', 'important', 'mass', 'update', 'do', 'regular', 'billing', 'job', 'time', 'note', 'issue', 'document', 'erp', 'spool', 'list', 'billing', 'attach', 'might', 'also', 'document', 'output', 'assign', 'printer', 'billing', 'correct', 'accounting', 'department', 'however', 'would', 'need', 'list', 'billing', 'output', 'would', 'get', 'generate', 'customer', 'might', 'get', 'reminder', 'running', 'need', 'clearly', 'trace', 'billing_document', 'output', 'generate', 'audit', 'reason', 'need', 'get', 'print', 'out', 'soon_possible', 'support', 'request', 'soon_possible', 'customer', 'get', 'annoyed', 'wrong', 'running', 'question', 'hesitate', 'contact', 'update', 'warehouse_tool', 'document', 'list', 'sale_org'] ['client', 'laptop', 'turn'] ['sample', 'before', 'refresh', 'after', 'refresh', 'product_management', 'master', 'key_figure', 'disappear'] ['error', 'receive', 'say', 'record_indicate_log_credential', 'use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'receive', 'error', 'try', 'log', 'ethic'] ['newly', 'block', 'send', 'attachment', 'remove', 'block'] ['vet', 'receive', 'new_laptop', 'latitude', 'after', 'image', 'installation', 'erp', 'little', 'definition', 'try', 'logion', 'see', 'little', 'character', 'indication', 'erp', 'font', 'small'] ['recently_change', 'company', 'network', 'password', 'log', 'email', 'vpn', 'can_not', 'sign', 'skype_business', 'anymore', 'get', 'notification', 'say', 'problem', 'acquire', 'personal_certificate', 'assistance', 'provide', 'would', 'greatly', 'appreciate', 'skype', 'login', 'after', 'change_password'] ['second', 'monitor', 'stop', 'work', 'can_not', 'get', 'picture', 'someone', 'come', 'take', 'look', 'second', 'monitor', 'work'] ['reset_password', 'sid', 'erp', 'production', 'sid', 'lbw', 'production', 'reset_password', 'erp', 'production', 'erp'] ['update', 'profile', 'new', 'single_sign', 'yet', 'still', 'appear', 'affected', 'number', 'outlook', 'well', 'anyone', 'contact', 'list', 'number', 'associate', 'profile', 'employee', 'search', 'outlook', 'see', 'number', 'need', 'remove', 'profile'] ['request', 'reset', 'user', 'password', 'follow', 'user', 'organization', 'request', 'password_reset', 'perform', 'account', 'consider', 'contact', 'user', 'validate', 'request', 'authentic', 'before', 'continue', 'determine', 'valid', 'request', 'use', 'service', 'admin', 'portal', 'office', 'window', 'intune', 'window', 'azure', 'reset_password', 'user', 'want', 'let', 'user', 'reset_password', 'check', 'enable', 'password_reset', 'user', 'organization', 'click', 'password_reset'] ['eu_tool', 'work'] ['pc', 'show', 'blue', 'page', 'many', 'white', 'letter', 'pc', 'nr', 'type', 'octuplex', 'bescreen'] ['update', 'exist', 'product_management', 'master', 'key_figure', 'disappear', 'show', 'column', 'also', 'column', 'disappear', 'download', 'last', 'issue', 'anybody', 'make', 'change', 'product_management', 'master', 'polluter', 'pander', 'correct', 'back', 'maybe', 'involve', 'bussy', 'end', 'data', 'immediately', 'need', 'correct', 'setting', 'before', 'sample', 'before', 'refresh', 'key_figure', 'disappears', 'refer', 'inplant'] ['system', 'take_long', 'time', 'respond', 'after', 'password_reset', 'stack_guard', 'error', 'come', 'outlook', 'system', 'take_long', 'time', 'respond', 'after', 'password_reset'] ['user', 'password', 'erp_sid'] ['unable_connect', 'expense', 'reimbursement', 'webpage', 'page', 'fails', 'load', 'unable_connect', 'expense', 'reimbursement', 'webpage'] ['issue', 'occur', 'after', 'recent', 'password', 'change', 'distributor_tool', 'list', 'favorite', 'customer'] ['gurts', 'left_company', 'usa', 'il', 'facility', 'assume', 'partial', 'responsibility', 'gu', 'set', 'email', 'forward', 'correspondence', 'email_address', 'advise', 'anything', 'else', 'require', 'part', 'gurts', 'email', 'forward'] ['reset_password', 'ghana_sid', 'sid_sid', 'guserid', 'reset_password', 'ghana_sid', 'sid_sid'] ['erp', 'password_reset', 'erp_sid'] ['hostname', 'reserver', 'ex', 'process', 'count', 'service', 'et'] ['process', 'po', 'auto', 'receive', 'work', 'design', 'result', 'block', 'warehouse_tool', 'result', 'additional', 'work', 'ap', 'buyer', 'can_not', 'control', 'process', 'correct', 'miss', 'good_receipt', 'attach', 'file', 'make', 'permanent', 'correction', 'good_receipt', 'do', 'timely', 'fashion', 'go_forward', 'close', 'ticket', 'permanent', 'fix', 'ed', 'place', 'process', 'po', 'auto', 'receive', 'work', 'design', 'result', 'block', 'warehouse_tool'] ['crm_app', 'io'] ['desk', 'cubicle', 'number', 'customer', 'service', 'department', 'usa', 'phone_number', 'laptop', 'model', 'latitude', 'direct', 'connection', 'monitor', 'work', 'through', 'dock_station', 'no', 'go', 'schrank', 'dock_station', 'need', 'replacement'] ['project', 'documentation', 'collaboration_platform', 'link', 'no_longer', 'accessible', 'error_message', 'aythya', 'create', 'left', 'meanwhile', 'perhaps', 'deactivation', 'account', 'reason', 'anyway', 'get', 'access', 'provide', 'instruction', 'change', 'owner', 'collaboration_platform', 'access'] ['since', 'couple', 'day', 'see', 'huge', 'performance', 'issue', 'fuze', 'view_drawing', 'erp', 'view', 'draw', 'engineering_tool', 'erp_gumi', 'business_client', 'take_long', 'normal'] ['compatibility', 'check', 'get', 'launch', 'ethic', 'kindly', 'go', 'thru', 'needful', 'system', 'detail', 'provide', 'quick', 'view', 'nudation', 'require', 'flash_player'] ['mail_com', 'opening', 'pdf_file', 'engineering_tool', 'take', 'extremely', 'long', 'day', 'sometimes', 'also', 'appear', 'message', 'without', 'file', 'open', 'cid', 'pilm', 'engineering_tool', 'pdf_file', 'open', 'error', 'attach'] ['info', 'type', 'miss', 'personal', 'number'] ['myth', 'problem', 'ie'] ['sinic', 'general', 'error', 'odic', 'driver', 'query', 'timeout'] ['copier', 'training_room', 'also', 'defective', 'pinolia', 'check', 'time', 'problem', 'printer'] ['require', 'link', 'appointment', 'account', 'crm_tab', 'outlook', 'enter', 'appointment', 'go', 'set', 'regard', 'put', 'account', 'nothing', 'come', 'account', 'appointment', 'sd_crm'] ['login', 'issue', 'remails', 'outlook', 'today', 'delay', 'pull', 'remails', 'send', 'get', 'remails', 'almost', 'hour', 'delay', 'also', 'issue', 'send_remails', 'hang', 'outbox', 'long_time', 'finally', 'go', 'outlook', 'issue', 'pull', 'send_remails', 'delay', 'hour'] ['ring', 'call', 'can_not', 'pick', 'call', 'phone'] ['account_lock', 'password_reset', 'request'] ['access', 'request', 'directory_folder', 'access', 'request', 'user_id', 'user_id', 'use', 'position_title', 'user', 'position_title', 'executive', 'sale', 'admin', 'directory_folder', 'scan', 'type', 'access', 'type', 'access', 'read', 'full_control', 'full', 'name', 'supervisor', 'name', 'mail_com', 'assign', 'scanner', 'system', 'need', 'access', 'scan'] ['desk', 'sent', 'kemal', 'thru', 'web', 'mail', 'open', 'office', 'outlook', 'due', 'error_message', 'error_message', 'say', 'can_not', 'create_new', 'gard', 'page', 'stack', 'thing', 'change', 'pas_word', 'recently', 'accordance', 'auto', 'notification', 'system', 'solve', 'trouble', 'quickly', 'start', 'use', 'outlook', 'daily', 'work', 'email_address', 'id', 'cathryn', 'mobile_phone', 'assistance', 'highly', 'appreciate', 'need'] ['wifi', 'connect'] ['crm', 'extension', 'forecast', 'button', 'go', 'instead', 'potential', 'spends', 'someone', 'readd', 'forecast', 'crm', 'extension', 'forecast', 'view'] ['mail_com', 'fellow', 'colleague', 'outlook', 'field', 'app', 'problem', 'cid', 'app', 'problem'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'no', 'unable_create_delivery'] ['hasnt', 'receive_mail', 'ethic', 'since', 'long_time', 'think', 'receive', 'least', 'mail', 'during', 'period', 'unable', 'course', 'insists', 'ethic', 'look_into', 'mail_com', 'fellow', 'colleague', 'suppose', 'work', 'ethic', 'process', 'no', 'recollection', 'information', 'still', 'get', 'link', 'get_into', 'portal', 'vet', 'hub', 'portal', 'come', 'press', 'login', 'cid', 'german', 'button', 'cid', 'come', 'no', 'open', 'session', 'unable', 'ethic', 'course', 'receive_mail', 'ethic', 'since', 'long_time'] ['one', 'user', 'affected', 'get', 'sale_rep', 'indicate', 'open', 'crm', 'forecast_plan', 'get', 'resource', 'found', 'error', 'prognose', 'crm', 'forecast_plan', 'work', 'resource', 'found', 'error'] ['browser_microcoat_internet_explorer', 'still', 'unable', 'salesperson', 'perform', 'engineering_tool', 'still', 'unable', 'salesperson', 'perform', 'engineering_tool'] ['able_login', 'ethic', 'portal', 'error', 'screen_shot_attach', 'kindly', 'need', 'full', 'able_login', 'ethic', 'portal'] ['provide', 'full_control', 'access', 'path', 'member', 'market', 'cc', 'department', 'hostname', 'file', 'hostname', 'scorecard', 'india', 'incl', 'department', 'hostname', 'file', 'hostname', 'update', 'india', 'incl', 'fahlerz', 'provide_access', 'drive'] ['fix', 'obj', 'problem', 'see', 'error_message', 'issue', 'obj'] ['use', 'dell_latitude', 'home', 'office', 'use', 'wifi_network', 'internet', 'access', 'often', 'wake', 'oversave', 'mode', 'still', 'connect', 'local', 'wifi_network', 'identify', 'network_no', 'internet_connection', 'private', 'own', 'device', 'pc', 'tablet', 'still', 'work_fine', 'shut', 'restart', 'dell', 'get', 'proper', 'connection', 'advise', 'restart', 'dell', 'couple', 'time', 'day', 'annoy', 'time', 'dirty', 'problem', 'wifi'] ['notice', 'access', 'timecard', 'ticket_tool', 'enable', 'timecard', 'access', 'ticket_tool'] ['gi', 'delivery_note', 'possible', 'see', 'enclose', 'message', 'gi', 'delivery_note', 'possible'] ['log'] ['mail_com_cid', 'child', 'worry'] ['unable_login', 'hostname', 'sphere', 'client', 'ware', 'server', 'service', 'stop', 'state', 'unable_login', 'hostname', 'sphere', 'client'] ['material', 'code', 'tern', 'dt', 'available', 'erp', 'system', 'select', 'engineering_tool', 'error', 'no', 'material', 'code', 'exists', 'material', 'specification', 'code'] ['since', 'plomb', 'enterprise_search', 'engineering', 'record', 'work', 'pc', 'plunge', 'miss', 'accord', 'error_message', 'status_bar', 'see_attachment', 'plomb', 'enterprise_search', 'engineering', 'record', 'work'] ['request', 'reset', 'user', 'password', 'follow', 'user', 'organization', 'request', 'password_reset', 'perform', 'account', 'consider', 'contact', 'user', 'validate', 'request', 'authentic', 'before', 'continue', 'determine', 'valid', 'request', 'use', 'service', 'admin', 'portal', 'office', 'window', 'intune', 'window', 'azure', 'reset_password', 'user', 'want', 'let', 'user', 'reset_password', 'check', 'enable', 'password_reset', 'user', 'organization', 'click', 'request', 'reset', 'microcoat', 'online', 'service', 'password'] ['bein', 'rucker', 'ketine', 'aufgabe', 'der', 'ge', 'au', 'erp', 'herp', 'doruck', 'au', 'word', 'excel', 'rucker', 'urde', 'beret', 'undo', 'neuk', 'restart', 'ohone', 'merfolk', 'complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'detailed_description_problem', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'factory', 'germany', 'miss', 'print', 'job', 'rush', 'change'] ['able', 'open', 'ethic_training_course', 'see', 'error', 'ethic', 'application', 'found'] ['see', 'highlight', 'error', 'resolve', 'basis', 'ethic', 'login', 'issue'] ['try', 'login', 'ethic_training_course', 'get', 'web', 'page', 'unregistered', 'user', 'unable_login', 'ethic_training_course'] ['message', 'get', 'open', 'la', 'video', 'courage', 'change', 'win', 'issue', 'play', 'courage', 'change', 'win', 'video'] ['unable_print', 'wy', 'printer', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'good', 'print', 'wy', 'printer', 'india', 'problem', 'happens_every', 'ok', 'let', 'check', 'local', 'right', 'dept', 'unable_print', 'wy', 'printer'] ['install', 'la_version', 'flash_player', 'system', 'get', 'message', 'show', 'complete', 'ethic', 'course', 'collaboration_platform', 'site', 'install', 'la_version', 'flash_player'] ['reset_password', 'sid_sid', 'password'] ['start', 'report', 'take', 'normal', 'minute', 'get', 'result', 'current', 'report', 'ist', 'still', 'run', 'after', 'minute', 'performance', 'issue', 'erp', 'user_id', 'erp', 'performance', 'via', 'vpn', 'germany'] ['collaboration_platform', 'site', 'opening'] ['reporting', 'line', 'outlook', 'organization', 'system', 'wrong', 'relocate', 'usa', 'apac', 'report', 'title', 'sr', 'engineer', 'rand', 'reflect', 'system', 'correct', 'change', 'ad'] ['assist', 'follow', 'issue', 'flash_player', 'version'] ['log_into_vpn', 'ticket_tool', 'change_password', 'work'] ['run', 'whip', 'list', 'try', 'report', 'get', 'run', 'time', 'error', 'pivot', 'table', 'field', 'name', 'valid'] ['issue', 'crm_dynamic', 'need', 'permission', 'opening', 'record', 'user', 'get', 'error', 'record', 'unavailable', 'request', 'record', 'found', 'sufficient', 'permission', 'view', 'issue', 'crm_dynamic'] ['account_expire', 'soon', 'extend_account', 'one', 'year', 'user', 'lithy'] ['originally', 'enquiry', 'start', 'nothing', 'amend', 'currently', 'receive', 'email', 'notification', 'like', 'ethic', 'ethical', 'moment', 'sipper', 'log_into', 'ethic', 'via', 'collaboration_platform', 'receive', 'follow_error_message', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'assist', 'erp', 'set', 'notification', 'receive', 'information'] ['kick', 'vpn', 'time', 'today', 'kick', 'vpn'] ['potential', 'security', 'issue', 'io', 'update'] ['outlook', 'error'] ['no', 'crm_tab', 'outlook', 'ribbon', 'advise', 'sr', 'channel_partner', 'specialist', 'office', 'technical', 'support', 'www', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['user', 'call', 'issue', 'able', 'connect_wireless', 'network', 'use', 'dell_tablet', 'device', 'unable_connect', 'wireless'] ['unable', 'update', 'new', 'password', 'iphone'] ['unable', 'update', 'password', 'account'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'cantabrian', 'site_hard_since_pm', 'et'] ['start', 'ethic_training', 'become', 'stuck', 'page', 'contact', 'erp', 'ethic_training'] ['unable_open', 'edit', 'expense_report', 'employee'] ['marty', 'levins', 'undername', 'can_not', 'login', 'computer', 'usa_facility', 'mgr', 'can_not', 'log'] ['try', 'safe', 'file', 'sale_order', 'erp', 'receive', 'fallowing', 'error', 'error', 'occur', 'upload', 'erp', 'knowledge', 'provider', 'unable', 'safe', 'attachment', 'erp'] ['appear', 'issue', 'history', 'apod', 'history', 'look', 'correct', 'sale', 'history', 'correct', 'apod', 'dp'] ['external', 'site', 'load'] ['crm', 'outlook', 'work'] ['knock_vpn', 'et', 'today', 'et', 'problem', 'knock', 'almost', 'every_day', 'get', 'knock_vpn'] ['purchasing', 'catalog', 'no_longer', 'try', 'select', 'supplier', 'say', 'use', 'purchasing', 'supplier', 'state', 'use'] ['vpn', 'drop', 'twice', 'twice', 'since', 'lunch', 'vpn', 'connectivity', 'issue'] ['unable', 'enter', 'estimate', 'value', 'opportunity', 'crm'] ['unable', 'sign', 'outlook'] ['reset', 'window', 'password', 'account'] ['unable_login', 'erp'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'detailed_description_problem', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'erp', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'erp', 'window', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm', 'sid', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'currently', 'qv', 'rout', 'qv', 'qv', 'fix', 'need', 'erp', 'job', 'print', 'qv', 'qv', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printing', 'request', 'request', 'transaction', 'print', 'different', 'printer', 'contact_info'] ['password', 'change'] ['old', 'version', 'ethic_training', 'account', 'old', 'version', 'ethic_training', 'account', 'thank'] ['map', 'drive'] ['crm', 'synching', 'mail'] ['get', 'tiresome', 'log', 'vpn', 'automatically', 'work', 'erp', 'seem', 'get', 'much', 'do', 'keep', 'log', 'back', 'need', 'fix', 'sr_application', 'engineer', 'general', 'engineering', 'vpn', 'erp', 'log'] ['user', 'wish', 'set', 'lan', 'first', 'priority', 'internet', 'laptop', 'make', 'wireless', 'first', 'priority', 'disconnect', 'lan', 'connect_wireless', 'pc', 'user', 'wish', 'set', 'lan', 'first', 'priority', 'internet'] ['external', 'caller', 'ask', 'email_address'] ['unlock', 'erp_sid', 'account'] ['need', 'people', 'employee', 'company', 'need', 'install', 'engineering_tool', 'computer', 'client', 'company', 'id', 'access', 'site', 'engineering_tool', 'hour', 'install', 'appear', 'error', 'attachment', 'instruction', 'install', 'computer', 'no', 'company', 'install', 'engineering_tool', 'people', 'no', 'company'] ['monitor', 'wire', 'pc'] ['unable', 'find', 'name', 'sale', 'person', 'engineering_tool', 'phone', 'unable', 'find', 'name', 'sale', 'person', 'engineering_tool'] ['usa_plant', 'switch', 'server', 'site', 'et'] ['call', 'issue', 'internet', 'completely', 'unable', 'access', 'internet', 'erp', 'application', 'contact', 'no', 'internet'] ['share', 'calendar', 'outlook', 'rick', 'orellin', 'get_error_message', 'tututni', 'senior_sale', 'engineer', 'wc', 'www', 'outlook', 'calendar'] ['quote', 'workfellow'] ['unable_open', 'outlook', 'after', 'change_password'] ['browser_microcoat_internet_explorer', 'sign_into_skype', 'unable_login', 'skype'] ['make', 'several', 'attempt', 'access', 'ethic_training', 'connect', 'company', 'inc', 'sale_engineer', 'usa', 'cell', 'customer', 'service', 'product', 'support', 'ethic'] ['no', 'audio', 'device', 'pc', 'fail', 'play', 'tone', 'no', 'audio', 'device'] ['vpn', 'accept', 'undername_password', 'contact', 'early', 'convenience', 'vpn', 'issue'] ['vip', 'ie', 'crash', 'opening', 'miri', 'es_portal', 'phone', 'vip', 'ie', 'crash', 'opening', 'miri', 'es_portal'] ['renew', 'internal', 'certificate', 'password_management_tool', 'password', 'renew', 'internal', 'certificate', 'password_management_tool', 'id', 'password'] ['today', 'create', 'lean_event', 'collaboration_platform', 'lean_tracker', 'after', 'submit', 'event', 'no', 'participant', 'get', 'mail', 'lean', 'certificate', 'lean_tracker', 'id_event', 'create', 'mail', 'certificate', 'go', 'lean', 'participant'] ['polarid', 'unable', 'enable', 'sp', 'account', 'without', 'get', 'error', 'indicate', 'potential', 'duplicate', 'account', 'different', 'use', 'email_address', 'believe', 'dup', 'detection', 'base', 'attempt', 'save', 'anyways', 'get', 'business', 'process', 'error', 'pol', 'refer', 'account', 'example', 'well', 'attach_screen_shot', 'unable', 'create', 'collaboration_platform', 'collaboration_platform', 'workbook', 'account', 'due', 'duplicate', 'detection'] ['appear', 'browser', 'issue', 'view', 'pay', 'statement', 'hr_tool', 'see', 'remails', 'able', 'view', 'screen', 'issue', 'view', 'pay', 'statement', 'hr_tool'] ['global_telecomm', 'number'] ['need', 'password_reset', 'telephony_software', 'id', 'workstation', 'telephony_software', 'password_reset'] ['printer', 'printing'] ['add', 'manuf', 'eng', 'plant', 'cad', 'code', 'characteristic'] ['minicab', 'license', 'issue', 'can_not', 'run', 'minicab', 'early', 'minicab', 'throw', 'license', 'server', 'found', 'error', 'affect', 'production', 'usa', 'site', 'minicab', 'license', 'issue', 'can_not', 'run', 'minicab', 'early'] ['hr_tool', 'time', 'application', 'time', 'stamp', 'selection', 'timecard', 'can_not', 'log', 'clock', 'time', 'can_not', 'clock', 'local', 'look', 'appear', 'something_wrong', 'account', 'application', 'phone_email', 'hr_tool', 'time', 'application', 'time', 'stamp', 'selection', 'timecard', 'can_not', 'log', 'clock'] ['try', 'set', 'crm', 'iphone', 'asks', 'company', 'crm', 'address', 'crm', 'issue', 'iphone'] ['url', 'work'] ['someone', 'advise', 'still', 'utilize', 'password_management_tool', 'password', 'connect', 'site', 'mass', 'update', 'new', 'password', 'account', 'password_management_tool', 'password', 'change'] ['reset_password', 'unlashed', 'use_password_management', 'tool_password_reset'] ['support', 'one', 'user', 'problem', 'run', 'business_client', 'client', 'still', 'get_error_message', 'net_instal', 'pc', 'reinstall', 'no', 'success', 'know', 'issue', 'solve', 'business_client', 'issue'] ['change', 'erp', 'logic', 'currently', 'identifies', 'hardware', 'item', 'warehouse_tool', 'include', 'classification', 'hdwe', 'see_attach', 'email', 'assign', 'hardware', 'item', 'come', 'wrong', 'label', 'warehouse_tool'] ['message', 'receive', 'open', 'password_management_tool', 'password', 'site', 'reset_password', 'advise', 'problem', 'opening', 'password_management_tool', 'password'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage_india', 'carrier', 'company_ap_ind', 'carrier', 'vpn', 'et', 'site_secondary'] ['reset', 'follow', 'password', 'erp_sid', 'plant', 'employee', 'password_reset', 'erp_sid'] ['reset_password', 'erp_production_cm'] ['united_kingdom', 'issue', 'make', 'outbound_call', 'telephony_software', 'siemens', 'pbx', 'united_kingdom', 'problem', 'make', 'outbound_call'] ['someone', 'service', 'center', 'able', 'successfully', 'add', 'partner', 'exist', 'customer_master', 'account', 'sid', 'set', 'user', 'assign', 'sd', 'cust', 'mast', 'partner', 'funic', 'role', 'would', 'add', 'edit', 'delete', 'access', 'partner', 'function', 'summary', 'happen', 'per', 'use', 'sid', 'ecce', 'strange', 'system', 'give', 'warn', 'allow', 'add', 'partner', 'function', 'even', 'save', 'change', 'clear', 'field', 'seem', 'system', 'add', 'partner', 'function', 'anyway', 'save', 'account', 'account', 'add', 'partner', 'user', 'able', 'add', 'partner', 'sid', 'security', 'advise', 'fix'] ['provide', 'po', 'data', 'po', 'data'] ['mam', 'kindly', 'refer', 'notification', 'prompt', 'outlook', 'security', 'certificate', 'notification'] ['open', 'new', 'order', 'get', 'communicate', 'mahat', 'order', 'incomplete', 'sale', 'office', 'determinated', 'try', 'enter', 'right', 'sale', 'office', 'mw', 'add', 'change', 'print', 'screen', 'attach', 'sale', 'office', 'mw', 'define', 'sale_area'] ['browser_microcoat_internet_explorer', 'erp', 'error', 'certificate', 'list', 'pase', 'sl', 'client', 'standard', 'end', 'day', 'issue_resolve', 'error', 'certificate', 'list', 'pase', 'sl'] ['vet', 'change_password', 'expiration', 'erp', 'accept', 'new', 'password', 'say', 'name', 'password', 'correct', 'fix', 'reset_password', 'erp_production_cm'] ['user', 'report', 'see_attach', 'error_message', 'today', 'regard', 'certificate', 'validity', 'engineering_tool', 'erp', 'system', 'message'] ['ibex_analyzer', 'ibex', 'designer', 'work'] ['start', 'system', 'massage', 'prompt', 'every_time', 'move', 'erp', 'ord', 'ord', 'bother', 'advise', 'cid', 'warehouse', 'distribution', 'communication', 'shall', 'use', 'target', 'person', 'list', 'include', 'privileged_confidential', 'information', 'shall', 'exclude', 'information', 'disclosure', 'base', 'applicable_law', 'distribution', 'communication', 'third', 'party', 'legitimate', 'recipient', 'distribution', 'resale', 'strictly_prohibit', 'communication', 'sent', 'mistake', 'also', 'top', 'contact', 'sender_delete', 'communication', 'company_post', 'repays', 'certificate', 'error'] ['office', 'upgraded'] ['dn', 'receive', 'dn', 'mm', 'qty', 'arrive', 'duplicate', 'find', 'root_cause', 'duplicate', 'dn', 'gi', 'since', 'dn', 'receive', 'plant', 'able', 'perform', 'gr', 'intransitu', 'provide', 'solution', 'process', 'gr', 'look', 'identify', 'root_cause', 'solution', 'inter', 'co', 'intransitu'] ['support', 'dealer', 'engineering_tool', 'installation', 'contact', 'detail', 'engineering_tool', 'work'] ['desk', 'usa', 'access', 'right', 'follow', 'folder', 'hostname_department', 'finance', 'new', 'staff', 'eh', 'japan', 'finance', 'department', 'server', 'access', 'right'] ['provide_access', 'tb', 'mt', 'sale', 'drive', 'clarification', 'pl', 'call', 'back', 'access', 'drive'] ['personal_device', 'mobile_device', 'temporarily_block', 'synchronize', 'use', 'exchange', 'administrator', 'ushas'] ['change', 'mobile_phone', 'information', 'belong', 'personal', 'phone', 'provide', 'use', 'new', 'mobile_phone', 'device', 'mail', 'mobile_phone', 'change'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_russia', 'russia', 'warehouse', 'network', 'since_et'] ['account_expire', 'polluter', 'able', 'log'] ['since_et', 'usa', 'company', 'since_et'] ['network', 'port', 'work', 'wifi_network', 'poor', 'network', 'port', 'work'] ['unable', 'post', 'billing', 'account', 'bill', 'quantity', 'iv', 'iv', 'unable', 'post', 'billing', 'account', 'bill', 'quantity'] ['need', 'change_password', 'password_management_tool'] ['volume_label', 'syst', 'server_space_consume_space', 'available', 'volume_label', 'syst', 'server'] ['hostname_volume_dev', 'sid', 'os', 'server_hostname_space_consume', 'space_available', 'hostname_volume_dev', 'sid', 'os', 'space_consume'] ['always', 'unservice', 'ex', 'run', 'hostname'] ['wireless', 'outage', 'taiwan', 'wireless', 'outage', 'taiwan'] ['email', 'work', 'get', 'update', 'email', 'still', 'work'] ['contact', 'phone', 'company', 'email', 'work', 'server', 'contact', 'error_message', 'iowa', 'also', 'work', 'email', 'work', 'server', 'contact', 'message'] ['ie_browser', 'issue', 'website', 'load', 'content', 'completely'] ['frequent_account', 'lock', 'ran', 'lock', 'status', 'account', 'get', 'lock', 'one', 'wifi', 'device', 'take', 'control', 'machine', 'start', 'credential', 'service', 'delete', 'bunch', 'password', 'save', 'credential', 'ask', 'user', 'remove', 'company', 'secure', 'mobile_device', 'keep', 'wifi', 'disabled', 'couple', 'day', 'enable', 'home', 'also', 'undocked', 'computer', 'docked', 'back', 'login', 'work', 'lock', 'system', 'unlocked', 'no', 'difficulty', 'keep', 'account', 'ticket', 'observation', 'arrange', 'call', 'back', 'tomorrow', 'oooo', 'frequent_account', 'lock'] ['lose', 'access', 'mail', 'go', 'checked', 'set', 'account', 'found', 'error', 'attach', 'error', 'account', 'remove', 'license', 'apply', 'see', 'would', 'resolve_issue', 'still', 'get_into', 'email', 'try', 'access', 'account', 'via', 'iowa', 'get', 'attachment', 'error', 'issue', 'license', 'expire', 'can_not', 'receive', 'email', 'receive', 'reply_remails', 'concern', 'ticket', 'can_not', 'access', 'mail', 'device', 'use', 'iowa', 'outlook'] ['reminder', 'approval', 'requisition', 'approve', 'request', 'erp'] ['erp', 'run_slow', 'internet', 'work_fine', 'transaction', 'run_slow', 'contact', 'erp', 'system', 'sid', 'transaction', 'check', 'dace', 'erp', 'run_slow', 'israel', 'internet', 'work_fine'] ['job', 'mm', 'wkly', 'ux', 'fail_job_scheduler'] ['browser_microcoat_internet_explorer', 'can_not_connect', 'company', 'server', 'want', 'make_sure', 'erp', 'maintenance', 'right'] ['job', 'overcold', 'fail_job_scheduler'] ['call', 'conference', 'bahutu'] ['password_reset', 'alert'] ['serious', 'breach', 'security', 'hr', 'correct', 'immediately', 'mail', 'account', 'come', 'outlook', 'folder'] ['crm_dynamic', 'issue', 'collaboration_platform', 'mfg', 'toot', 'crm', 'enable', 'collaboration_platform', 'collaboration_platform', 'mfg_cooption', 'save', 'change', 'no', 'go', 'add', 'site', 'compatibility', 'mode', 'reset', 'clear', 'cooky', 'cache', 'no', 'go', 'user', 'really', 'sure', 'work', 'before', 'past', 'try', 'hit', 'one_note', 'button', 'exist', 'crm', 'opportunity', 'give', 'attach', 'eyrir', 'message'] ['link', 'work', 'kindly_resolve_issue', 'basis'] ['log_into_vpn', 'vpn', 'issue'] ['window_account_lock', 'unlocked_account'] ['reply', 'email', 'send', 'instruction', 'install', 'engineering_tool', 'engineering_tool', 'installation', 'lathyrus', 'user_id', 'channel_partner', 'inspire', 'enterprise'] ['problem', 'click', 'shop', 'link', 'purchasing', 'use', 'internet_explorer'] ['mail_com', 'travel', 'cost', 'billing', 'erp', 'possible', 'see', 'error_message', 'cid', 'travel', 'cost', 'billing', 'possible', 'erp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage_usa', 'company', 'site_hard_since_et'] ['still', 'able', 'create_new', 'customer', 'engineering_tool', 'resolve_issue', 'early', 'warm', 'engineering_tool', 'new', 'customer', 'creation', 'refer', 'inplant'] ['issue', 'repeat', 'problem', 'use', 'solve', 'issue', 'erp', 'need', 'run', 'submit', 'report', 'problem', 'access', 'erp', 'ghana'] ['madam', 'correction', 'need', 'spell', 'email', 'id', 'exist', 'email', 'id', 'email', 'id', 'change', 'pl', 'needful', 'email', 'id', 'spell', 'error'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'engineering_warehouse', 'site_hard_since_pm', 'et'] ['job_backup', 'tool', 'hostname', 'prod_full', 'fail_job_scheduler'] ['browser_microcoat_internet_explorer', 'skype_call', 'lock', 'after', 'restart_computer', 'several_time', 'log_into_skype', 'freeze', 'every_time', 'also', 'get', 'speaker', 'laptop', 'dell', 'device', 'skype_call', 'lock', 'after', 'restart_computer', 'several_time', 'log_into_skype', 'freq'] ['full', 'charge', 'indicates', 'hr', 'mint', 'actual', 'life', 'hour', 'seek', 'replacement', 'original', 'battery', 'two', 'year', 'old', 'model', 'dell', 'asset', 'number', 'also', 'rubber', 'around', 'screen', 'separate', 'replace', 'reattached', 'super', 'glue', 'laptop', 'battery'] ['regional', 'controller', 'vv', 'get', 'message', 'try', 'log', 'erp', 'use', 'vpn', 'lately', 'everything', 'else', 'work'] ['browser_microcoat_internet_explorer', 'new_laptop', 'log_into', 'enter', 'employee', 'recognition', 'site', 'new_laptop', 'log_into'] ['engineering_tool', 'issue', 'connect', 'user', 'system_use_televiewer', 'educate', 'user', 'use', 'engineering_tool', 'issue_resolve', 'engineering_tool', 'issue'] ['unable', 'force', 'warehouse_tool', 'also', 'consign', 'material', 'need', 'warehouse_tool', 'before', 'end', 'today', 'unable', 'warehouse_tool'] ['unable', 'force', 'billing', 'consign', 'material', 'need', 'warehouse_tool', 'before', 'end', 'today', 'end', 'billing'] ['global', 'erp', 'crm', 'party', 'change', 'complaint', 'cause', 'blank_screen', 'upon', 'save', 'change', 'save', 'investigate', 'happen', 'fix', 'problem', 'global', 'erp', 'crm', 'party', 'change', 'complaint', 'cause', 'blank_screen', 'upon', 'save', 'change', 'save'] ['set', 'crm_tab', 'outlook', 'ribbon', 'crm', 'manics', 'outlook', 'client', 'issue'] ['audio', 'issue', 'window', 'audio', 'issue'] ['insufficient', 'permission', 'web', 'crm'] ['account', 'number', 'use', 'major', 'inconvenience', 'company', 'distributor_tool', 'mess', 'enter', 'through', 'engineering_tool', 'provide', 'quote', 'error', 'no', 'ship', 'account', 'enter'] ['need', 'crm_tab', 'add', 'computer', 'crm_dynamic', 'outlook', 'issue'] ['solution', 'need', 'find', 'permanent', 'fix', 'able', 'use', 'add', 'ken', 'com', 'compatibility', 'list', 'solution', 'need', 'find', 'permanent', 'fix', 'able', 'use'] ['reset_password', 'constance', 'erp', 'production', 'lbw'] ['enter', 'promote', 'open', 'erp', 'personnel', 'wireless', 'promote', 'entry', 'error'] ['after', 'password', 'change', 'sign', 'skype', 'dell', 'happen', 'before', 'require', 'access', 'computer', 'delete', 'file', 'tommy', 'channel_partner', 'sale_engineer', 'www'] ['vip', 'finance', 'vip', 'unable', 'approve', 'expense_report', 'show', 'worklist'] ['back', 'tape', 'eject', 'today', 'unable', 'switch', 'tape', 'previously', 'switch', 'daily', 'back', 'tape', 'still', 'eject'] ['rama', 'workfellow', 'error', 'rama', 'need', 'process', 'before', 'end', 'today', 'research'] ['unable', 'access', 'engineering_tool', 'follow_error_message', 'show', 'request', 'support', 'resolve', 'unable', 'access', 'engineering_tool'] ['vitalist', 'crm', 'configuration', 'outlook'] ['unable', 'log', 'window', 'update', 'password', 'password_management_tool'] ['lose', 'crm', 'ribbon', 'outlook', 'crm_dynamic', 'issue'] ['login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'fine', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'login', 'issue'] ['browser_microcoat_internet_explorer', 'unable', 'port', 'crm_dynamic', 'com', 'unable', 'port', 'crm_dynamic', 'com'] ['unable_login', 'distributor_tool', 'password_expire'] ['company', 'mobile_device_activation'] ['need', 'request', 'check', 'user', 'able', 'access', 'erp_sid', 'turn', 'block', 'approve', 'pr', 'user', 'able', 'access', 'erp_sid'] ['pc', 'local', 'no', 'sound', 'think', 'audio', 'driver', 'instal', 'properly', 'audio', 'driver', 'issue'] ['erucin', 'browser_microcoat_internet_explorer', 'can_not_log_into', 'netweaver', 'sid', 'password_reset'] ['engineering_tool', 'access', 'query'] ['figure', 'create_new', 'sd', 'production', 'system', 'egg', 'expert', 'come', 'back', 'follow', 'issue', 'drive', 'egg', 'prod', 'db', 'life', 'full', 'ba', 'make', 'big', 'enough', 'disk_space', 'let_know', 'ba', 'disk_space', 'egg', 'ba', 'full', 'create', 'safety', 'data', 'sheet'] ['oooo', 'oct', 'need', 'access', 'hostname_team', 'material', 'file', 'hostname_team', 'material', 'computer', 'system', 'oooo', 'oct', 'hostname_team', 'material'] ['let', 'password_expire', 'need', 'get', 'back', 'into', 'system', 'password', 'engineering_tool'] ['delete', 'transport', 'buffer', 'sid', 'delete', 'transport', 'sid'] ['receive_error_message', 'try', 'update', 'field', 'use', 'sd', 'price', 'field', 'update', 'abamp', 'see', 'error_message', 'also', 'attach', 'file', 'upload', 'able', 'change', 'material', 'pricing', 'group', 'through', 'transaction', 'mm', 'therefore', 'think', 'security', 'problem', 'abamp', 'report', 'sd', 'price', 'field', 'update', 'update', 'field', 'work'] ['try', 'load', 'mobile', 'crm_app', 'iphone', 'try', 'run', 'put', 'server', 'available', 'support', 'application', 'application_engineer', 'crm_app'] ['can_not', 'access', 'hostname', 'engineering', 'application', 'vpn', 'company', 'use', 'close', 'fix', 'assign', 'vidya', 'computer', 'access', 'hostname', 'engineering', 'application', 'use', 'sign', 'ons', 'dudaim', 'sign', 'onto', 'computer', 'work', 'sign', 'computer', 'use', 'dudaim', 'sign', 'vpn', 'work', 'work', 'sign', 'vpn', 'access', 'server_hostname', 'hostname', 'can_not', 'access', 'hostname', 'can_not', 'access', 'hostname', 'engineering', 'application', 'vpn', 'company', 'use', 'close', 'fix'] ['change', 'travel', 'still', 'go', 'previous', 'change', 'travel', 'tool', 'greyed', 'change', 'correct', 'business', 'operational', 'excellence', 'travel', 'tool'] ['user', 'denty', 'open', 'file', 'engineering_tool', 'engineering_tool', 'download', 'file', 'site', 'error', 'verification', 'name', 'file', 'tr', 'file', 'error_message', 'appear', 'file', 'site', 'attachment', 'include', 'screen', 'error', 'file', 'zip', 'let_know', 'doubt', 'contact', 'user', 'file', 'engineering_tool', 'error'] ['window_account_lock', 'unable_login', 'pc'] ['login', 'citril', 'toro', 'access', 'erp', 'password', 'change', 'request'] ['say', 'spill', 'coffee', 'laptop', 'yesterday', 'since', 'machine', 'booting', 'want', 'get', 'checked', 'replace', 'necessary', 'laptop', 'booting'] ['see_attachment', 'create', 'rama', 'nov', 'tx', 'return'] ['account_expire', 'need', 'extend_account', 'end', 'year', 'need', 'do', 'soon_possible', 'employee', 'assist', 'task', 'related', 'employee', 'leave', 'company', 'today', 'expedite', 'extend_account'] ['crm', 'manics', 'give', 'error_message', 'load', 'outlook'] ['need', 'update', 'inplant'] ['synchronization', 'log', 'mail', 'after', 'accept', 'calendar', 'invite'] ['infopath', 'installation'] ['whish', 'remails', 'query'] ['see_attach', 'ppt', 'op', 'confirm', 'order', 'show', 'op', 'list', 'even_after', 'hour', 'ops', 'work_center', 'understand', 'background', 'job', 'run', 'every_minute', 'usa', 'order', 'move', 'list', 'hour', 'after', 'confirmation'] ['usa', 'bd', 'printer', 'say', 'need', 'driver_update', 'continually', 'fails', 'update', 'allow', 'printing', 'printer_driver', 'load', 'properly'] ['experience', 'reoccurring', 'issue', 'erp', 'engineering_tool', 'able', 'display', 'original', 'file', 'pdf', 'stop', 'major', 'function', 'role', 'unable', 'complete', 'work', 'unless', 'resolve_issue', 'occurs', 'every_time', 'upgrade', 'occurs', 'erp', 'engineering_tool', 'engineering_tool'] ['spam', 'email'] ['try', 'connect', 'network', 'printer', 'tc', 'locate', 'tech', 'center', 'computer', 'issue', 'find', 'correct', 'driver', 'link', 'printer', 'assist', 'need', 'tc', 'printer', 'set'] ['outlook', 'calendar', 'invite', 'automatically', 'create', 'multiple', 'meeting', 'request', 'single', 'meeting', 'entry', 'sent', 'cause', 'issue', 'customer', 'internal', 'external', 'fill', 'unboxes', 'multiple', 'invite', 'meeting', 'resending', 'invite', 'every_day', 'meeting', 'cause', 'confusion', 'advise', 'erp', 'outlook', 'calendar', 'invite', 'issue'] ['computer', 'tool', 'cutter'] ['log', 'outlook', 'since', 'password', 'change', 'possible', 'tel', 'login', 'possible', 'outlook'] ['add', 'share_mailbox', 'outlook'] ['issue', 'report', 'plant', 'see_attach', 'picture', 'worcester', 'description', 'show', 'user_id'] ['create', 'account', 'company_center', 'work', 'someone', 'call', 'soon_possible', 'would', 'great', 'person', 'contact', 'access', 'active_directory', 'think', 'problem', 'company_center', 'password', 'work', 'need', 'fix', 'erp'] ['non', 'company', 'pc', 'window', 'operating', 'system', 'engineering_tool', 'install', 'request'] ['need', 'retrieve', 'delete', 'remails'] ['face_issue', 'screen_shot', 'resolve_issue', 'complete', 'straight', 'away', 'chok', 'issue', 'del'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'copy', 'role', 'transaction_code_user', 'need', 'work', 'va', 'describe_issue', 'open', 'sid', 'connection', 'erp', 'provide', 'remote', 'login', 'data', 'erp', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'remote', 'sid', 'connection', 'open', 'toss'] ['india', 'high', 'latency', 'packet_drop', 'india', 'high', 'latency', 'packet_drop', 'telecomm_vendor', 'sr'] ['urgently', 'fix', 'mist', 'error', 'urgently', 'fix', 'mist', 'error'] ['problem', 'print', 'survey', 'machine', 'bar'] ['support', 'alfiona'] ['refer', 'email', 'sent', 'error', 'qualify', 'lead', 'user', 'hr'] ['restart', 'company', 'service', 'hostname'] ['get', 'email', 'corporate', 'instruction', 'external', 'party', 'no', 'need', 'follow', 'advice', 'fw', 'must', 'validate', 'account'] ['german', 'call'] ['need', 'additional', 'software', 'email', 'setting', 'checked'] ['log_balance_error'] ['able', 'access', 'engineering_tool', 'request', 'also', 'till', 'date', 'nothing', 'move', 'ahead', 'get', 'access', 'engineering_tool', 'install', 'early', 'engineering_tool', 'work'] ['rucker', 'em', 'doruck', 'mit', 'bi', 'std', 'ver', 'gerund', 'wird', 'von', 'pc', 'au', 'gedeckt', 'ce', 'ap', 'printer', 'name_make_model_ex', 'hq_wy_hp', 'em', 'detailed_description_problem', 'printer', 'take_long', 'time', 'print', 'error', 'ff', 'error', 'turn', 'printer', 'restart', 'couple', 'time', 'printer', 'ping', 'see_attachment', 'look_like', 'non', 'exist', 'printer', 'type_document_printing', 'email_excel_word', 'data', 'access', 'waterbank', 'excel', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'window', 'em', 'printer', 'print', 'std', 'delay', 'printer', 'ping', 'see_attachment'] ['set', 'vpn', 'access', 'rudolf', 'own', 'laptop', 'vpn', 'access'] ['user', 'change_password', 'through', 'vpn', 'user', 'get', 'password', 'prompt', 'outlook', 'accept', 'password'] ['process', 'refresh', 'history', 'rar', 'need', 'modify', 'obj', 'script', 'job', 'ecce', 'lbw', 'pull', 'new', 'pricing', 'sale', 'data', 'give', 'date', 'range', 'need', 'move', 'change', 'production', 'extract', 'data', 'today', 'data', 'extract', 'revert_back', 'job', 'ecce', 'lbw', 'extract', 'delta', 'data', 'script', 'job', 'ecce', 'lbw', 'pull', 'data', 'revert_back', 'delta', 'extraction'] ['problem', 'skype', 'outlook', 'user'] ['problem', 'skype', 'outlook'] ['two', 'sb', 'stick', 'get', 'another', 'one', 'broke'] ['copier', 'hp_laserjet', 'show', 'error_message', 'transfer', 'unit', 'miss'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'va', 'copy', 'role', 'user_id', 'describe_issue', 'provide', 'remote', 'login_credential', 'update', 'toss', 'secure', 'connection', 'area', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'reference', 'toss'] ['kindly', 'create', 'ticket', 'assign', 'ir', 'post', 'error', 'urgently'] ['enterprise', 'scanner', 'freeze'] ['major', 'job_bk', 'bipod', 'fail_job_scheduler'] ['kindly', 'fix', 'transaction', 'error', 'within', 'avoid', 'difference', 'intercompany', 'reconciliation', 'ir', 'transaction', 'post', 'duplicate', 'ir', 'transaction', 'ir', 'post', 'error', 'urgently'] ['mail_com', 'install', 'vpn', 'software', 'turn', 'gantang', 'xina', 'human_resource_mail_com', 'mail_com', 'shanghai', 'superfine', 'powder', 'limited', 'fingian', 'district', 'shanghai', 'chen', 'iao', 'road', 'postal', 'code', 'installation', 'vpn', 'turn'] ['approve', 'primary', 'email', 'crm', 'prod', 'train', 'approve', 'primary', 'email', 'crm'] ['check', 'error', 'can_not', 'create', 'warehouse_tool', 'delivery', 'month', 'error', 'can_not', 'solve', 'support', 'need', 'po', 'create'] ['erp', 'slow', 'resolve_issue', 'basis', 'erp', 'slow', 'resolve_issue', 'basis'] ['lose', 'access', 'reporting_tool', 'crm', 'per', 'note'] ['outlook', 'start'] ['user', 'lock', 'every_day', 'frequent_account', 'lock'] ['unable_login', 'distributor_tool', 'wait', 'see', 'one', 'previous', 'password', 'password', 'use', 'erp', 'use', 'reset_password', 'management_tool', 'unable_login', 'distributor_tool'] ['need', 'developer', 'display', 'access', 'user', 'cp', 'sid', 'system'] ['encounter', 'outlook', 'issue', 'can_not', 'open', 'pc', 'outlook', 'issue'] ['try', 'upload', 'engineering_tool', 'system', 'after', 'load', 'detail', 'price', 'drill', 'detail', 'engineering_tool', 'save', 'screen_shot', 'show', 'detail', 'fill', 'try', 'upload', 'engineering_tool', 'server', 'face', 'error', 'screen_shot_attach', 'pl', 'look_into', 'pl', 'resolve', 'immediately', 'detail', 'fill', 'pricing', 'site', 'screen_shot', 'error', 'issue', 'engineering_tool'] ['error', 'job_backup', 'tool', 'reporting_tool', 'prod_inc_fail_job', 'scheduler_job', 'backup_tool', 'reporting_tool', 'prod_inc_fail_job', 'scheduler'] ['erp', 'system', 'slow', 'apac', 'dc', 'ask', 'shi', 'network', 'network', 'packet', 'loss', 'ping', 'erp', 'server', 'check', 'data', 'surview', 'link', 'utilization', 'ask', 'apac', 'plant', 'erp', 'slow', 'check', 'server', 'solve', 'issue', 'erp', 'slow'] ['erp', 'disconnect', 'log', 'before', 'disconnection', 'take', 'several', 'min', 'conduct', 'action', 'erp', 'erp', 'log'] ['kate', 'limu', 'apac', 'plant', 'complete', 'pr', 'approval', 'need', 'support', 'always', 'get', 'reminder', 'approval', 'requisition', 'even', 'approve', 'lot', 'time'] ['pol', 'maintain', 'net_price', 'need', 'create', 'stop', 'material', 'plant_plant', 'net_price', 'show', 'pol', 'maintain', 'cause', 'case', 'tx', 'advance', 'gd_company_handprint_apac', 'wg_dc', 'top', 'price', 'issue'] ['can_not', 'login', 'outlook', 'notebook', 'outlook', 'can_not', 'login', 'notebook'] ['dock_station', 'work', 'no', 'power', 'laptop', 'dock_station', 'work'] ['po', 'plant', 'need', 'ship', 'mb', 'cann', 'mb'] ['india', 'plant', 'india', 'node', 'company_ap_ind', 'kc', 'access_sw', 'node', 'company_ap_ind', 'kc', 'access_sw', 'locate', 'india_kirsty', 'interface', 'connection', 'company_ap_ind', 'kc', 'access_sw', 'company_ap_ind', 'admin', 'core_sw', 'india', 'plant', 'india', 'node', 'company_ap_ind', 'kc', 'access_sw', 'sw'] ['would', 'solve', 'issue', 'settle', 'negative', 'stock', 'need', 'gr', 'amigo', 'manually', 'like', 'erp', 'say', 'account', 'exist', 'company', 'code', 'let_know', 'handle', 'today', 'end', 'solve', 'erp'] ['receive_remails', 'numerous', 'call', 'customer', 'sale', 'able', 'create', 'quote', 'last_day', 'quarter', 'huge', 'risk', 'lose', 'sale', 'negatively', 'impact', 'customer', 'customer', 'sale', 'able', 'create', 'quote'] ['unauthorised', 'access', 'account', 'delete', 'contact', 'desk', 'window', 'sid_sid', 'sid', 'password_management_tool', 'lbw', 'ghana', 'reporting_tool', 'crm_dynamic', 'outlook', 'fine', 'able', 'service', 'customer', 'distributor_tool', 'login', 'work'] ['office', 'general', 'question'] ['tamis', 'receive', 'rama', 'detail', 'issue', 'screen_shot', 'sure', 'tamis', 'receive', 'rama', 'detail', 'issue', 'screen_shot', 'sure'] ['request', 'remove', 'day', 'pick', 'route', 'logic', 'supply_chain', 'customer', 'plant', 'view'] ['get', 'reporting_engineering_tool', 'say', 'access', 'view', 'report', 'fix', 'erp', 'dhyana_sale_gl', 'crm', 'need'] ['skype', 'go', 'respond', 'mode', 'phone', 'skype', 'go', 'respond', 'mode'] ['crm', 'login', 'issue', 'connect', 'user', 'system_use_televiewer', 'user', 'company', 'network', 'user', 'try', 'login', 'crm', 'give', 'error', 'crm', 'login', 'issue'] ['ticket', 'update', 'seve', 'ticket', 'inplant'] ['bad', 'storm', 'come', 'through', 'last', 'night', 'take', 'switch', 'machine', 'network', 'usa', 'company_usa_usa', 'shop', 'access_sw', 'hard', 'due', 'storm', 'last', 'night'] ['external', 'link', 'work', 'ie'] ['unable', 'install', 'mobile_app', 'iphone', 'phone', 'unable', 'install', 'mobile_app', 'iphone'] ['egg', 'work', 'bench', 'login', 'issue'] ['clear', 'quote', 'workfellow', 'quote', 'no_longer', 'exists', 'show', 'workfellow', 'see_attach_screen_shot', 'remove', 'quote', 'workfellow'] ['window_account_lock', 'issue'] ['issue', 'ghana', 'system', 'vacation', 'week', 'work', 'lead', 'get', 'fix', 'define', 'report', 'utilized', 'ghana', 'bring', 'information', 'work_fine', 'seem', 'issue', 'select', 'analysis', 'refresh', 'code', 'grayed', 'use', 'able', 'go', 'hit', 'refresh', 'do', 'insert', 'data', 'source', 'quote', 'performance', 'built', 'get', 'refresh', 'data', 'change', 'look', 'display', 'none', 'column', 'background', 'filter', 'appear', 'longer', 'utilize', 'canada', 'file', 'quote', 'performance', 'canada', 'folder', 'date', 'rev', 'one', 'call', 'issue', 'ghana'] ['aware', 'sale_rep', 'customer', 'able', 'ot', 'request', 'quote', 'through', 'distributor_tool', 'sale_area', 'distributor_tool', 'issue', 'sale_area'] ['printer', 'purchasing', 'dept', 'send', 'scan', 'remails', 'someone', 'look_into', 'printer', 'issue'] ['add', 'active_directory', 'ad', 'lowercase', 'add', 'ed', 'sheely', 'purchasing', 'ad'] ['swap', 'client'] ['lean_tracker', 'give', 'error', 'try', 'save', 'lean_event', 'get', 'infopath', 'error', 'can_not', 'get_into', 'lean_tracker', 'save', 'lean_event'] ['need', 'usa', 'remote', 'access', 'magyarism', 'repair', 'wirepull', 'system', 'part', 'usenet', 'use', 'usa', 'factory', 'consultant', 'use', 'past', 'create', 'custom', 'database', 'application', 'support', 'business', 'production', 'floor', 'window', 'id', 'require', 'vpn', 'access', 'also', 'along', 'administrative', 'right', 'repair', 'ql', 'database', 'system', 'hour', 'internal', 'resource', 'usa_usa', 'able', 'resolve', 'need', 'usa', 'remote', 'access', 'magyarism', 'repair', 'wirepull', 'system', 'use', 'usa', 'factory'] ['create', 'dn', 'po', 'error_message'] ['crm', 'installation'] ['power_outage', 'query'] ['need', 'check', 'payslip'] ['configure', 'crm', 'outlook'] ['erp_sid', 'account_lock', 'password_reset'] ['browser_microcoat_internet_explorer', 'issue', 'save', 'lean_project', 'infopath', 'infopath', 'installation'] ['get', 'skype', 'problem', 'big', 'last', 'time', 'every', 'start', 'computer', 'add', 'skype', 'manually', 'add', 'in', 'fix', 'issue', 'erp', 'vacation', 'skype', 'problem'] ['able', 'switch', 'tape', 'week', 'back', 'tape', 'eject', 'unable', 'switch', 'tape', 'daily', 'back', 'ups'] ['external', 'user', 'call', 'calendar', 'issue'] ['remove', 'email', 'mail', 'list'] ['spam', 'mail', 'notification'] ['connect', 'server', 'trust', 'sl', 'certificate', 'contact', 'crm', 'administrator', 'assistance', 'require', 'crm', 'mobile_app', 'issue'] ['phone_number', 'defective', 'sinter', 'plant', 'germany', 'repair'] ['weekly', 'reboot', 'reminder', 'backup_tool', 'server_hostname', 'hostname', 'hostname', 'hostname'] ['no', 'crm_tab', 'outlook', 'page', 'told', 'need', 'fix', 'no', 'crm_tab'] ['stack_guard', 'error'] ['outlook', 'crm', 'ribbon', 'call', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['discount_form', 'issue'] ['atry', 'baku', 'call', 'issue', 'need', 'access', 'email', 'left_company', 'atry', 'need', 'mailbox', 'delegate', 'important', 'purpose', 'remails', 'related', 'customer', 'early', 'contact', 'no', 'email', 'delegation'] ['get', 'volume', 'computer', 'fix', 'need', 'volume', 'skype', 'computer', 'volume'] ['audio_work'] ['unbale', 'login', 'te', 'via', 'citril', 'user', 'name'] ['create', 'credential', 'erp_sid', 'maintain', 'safe', 'area', 'copy', 'access', 'like', 'purchasing', 'check', 'status', 'report', 'see'] ['engineering_tool', 'error', 'machining', 'cloud', 'stop', 'work'] ['general', 'issue'] ['crm_app', 'greyed'] ['installation', 'hardware', 'computer'] ['try', 'enter', 'quote', 'distributor', 'company_center', 'fill', 'information', 'clicked', 'quick', 'quote', 'nothing', 'advise_comp_sr_application', 'eng_problem', 'company_center', 'quick', 'quote'] ['set', 'user', 'company_center', 'run', 'into', 'problem', 'password', 'set', 'work', 'need', 'reset', 'get', 'back', 'soon_possible', 'need', 'get', 'user', 'run', 'system', 'company_center', 'password', 'change'] ['confirmation', 'need', 'delete', 'since', 'error', 'identifies', 'issue', 'identify', 'eu_tool', 'support', 'no_longer', 'exists', 'forward', 'screen', 'capture', 'image', 'assign', 'agent', 'well', 'explain', 'error', 'eu_tool', 'crash', 'confirmation', 'delete', 'able', 'remove', 'scrap', 'confirmation', 'rectify', 'erp'] ['pc', 'irregular', 'network', 'issue', 'sometimes', 'no', 'connection', 'network', 'possible', 'after', 'restart', 'work', 'case', 'hardware', 'reach', 'checked', 'disconnection', 'lax', 'connection', 'network', 'issue'] ['account_lock', 'issue', 'since_last', 'two', 'day'] ['escalate', 'issue', 'since', 'require', 'approve', 'sale', 'contract', 'purchasing', 'issue', 'access', 'purchasing', 'review', 'bill', 'ad', 'ad', 'contact', 'resolve_issue', 'purchasing', 'access'] ['purchase_order', 'number', 'delivery', 'creation', 'issue', 'delivery', 'creation', 'issue'] ['skype', 'access', 'collaboration_platform', 'legal', 'engineering', 'tonoclonic', 'contract', 'management', 'system', 'library', 'contract', 'archive', 'industrial', 'folder', 'fox', 'skype', 'work', 'skype', 'contract', 'library', 'access', 'fox'] ['need', 'lean_tracker', 'able', 'add', 'new', 'event'] ['spl', 'gl', 'indicator', 'bill', 'exchange', 'payt', 'request', 'miss', 'customer', 'open', 'item', 'feed', 'spl', 'gl', 'indicator', 'miss', 'customer', 'open', 'item', 'feed'] ['folder', 'release', 'vp'] ['unable_login', 'es_portal', 'reset_password', 'emp', 'no', 'name', 'guserid', 'hish', 'yi', 'hish'] ['need', 'format', 'reinstall'] ['hardcopy', 'reinstall', 'eu_tool'] ['problem', 'company_guest'] ['problem', 'hp', 'printer', 'local'] ['need', 'password', 'change', 'skype', 'microphone', 'activation', 'though', 'others', 'hear', 'skype_meeting', 'hear', 'need', 'password', 'change', 'skype', 'microphone', 'activation'] ['want', 'detail', 'check', 'company_guest'] ['system', 'affected', 'bls', 'engl', 'coat', 'production', 'system', 'confirmation', 'process', 'step', 'pack', 'transfer', 'eu_tool', 'sample', 'order', 'automatically', 'generate', 'confirmation', 'bls', 'transfer', 'eu_tool'] ['mm', 'create_delivery', 'order_number', 'error_message', 'apod', 'server'] ['critical', 'job_job_fail_job', 'scheduler'] ['yesterday', 'upgraded', 'engineering_tool', 'application', 'face_problem', 'search', 'new', 'option', 'appear', 'customer', 'find', 'add', 'tab', 'kindly_resolve_issue', 'engineering_tool', 'malfunction'] ['company', 'bankrupt', 'purchasing', 'catalogue', 'de', 'ger', 'need', 'immediatly', 'delete'] ['connection', 'problem', 'call', 'sr', 'sr', 'get', 'silent', 'line', 'get', 'connect', 'warehouse_toolman', 'immediately', 'telephony_software', 'problem'] ['see_attach', 'email', 'eu_tool', 'get', 'transfer', 'time', 'employee', 'since', 'today'] [] ['can_not', 'select', 'customer', 'can_not', 'edit', 'see', 'picture', 'no', 'button', 'new', 'find', 'previous', 'version', 'select', 'button', 'active', 'select', 'customer'] ['volume_label', 'dat_hostname', 'server_space_consume_space', 'available', 'hostname_volume_label_dat', 'hostname', 'server_space_consume_space', 'available'] ['reset_password', 'window', 'login'] ['computer', 'stop', 'work', 'outlook', 'outlook', 'work'] ['lean_tracker', 'opening'] ['tax', 'issue'] ['process', 'refresh', 'history', 'rar', 'need', 'send', 'year', 'sale', 'data', 'table', 'through', 'obj', 'script', 'job', 'ecce', 'lbw', 'modify', 'pull', 'data', 'extract', 'complete', 'switch', 'back', 'delta', 'extraction', 'modify', 'job', 'ecce', 'lbw', 'pull', 'sale', 'data', 'table'] ['create', 'guest_wifi'] ['reset', 'attendance_tool_password', 'unable_login', 'attendance_tool', 'reset', 'attendance_tool_password'] ['pl', 'provide', 'business_client', 'authorization', 'check', 'download', 'drawing', 'cc', 'irishy', 'pl', 'provide', 'employee', 'id', 'business_client', 'authorisation'] ['able_login', 'skype'] ['sound', 'card', 'issue', 'dell_latitude', 'laptop'] ['daisy', 'uang', 'vpn', 'accordance', 'mail', 'setting', 'change', 'board', 'system', 'fail', 'antivirus', 'check', 'ensure', 'follow', 'true', 'try', 'contact', 'administrator', 'antivirus', 'software', 'enable', 'date', 'antivirus', 'database', 'no', 'old', 'day', 'recently', 'scan', 'system', 'longer', 'day', 'ago', 'anti', 'virus', 'software', 'problem', 'no', 'virus', 'database', 'update', 'vpn', 'log'] ['interface', 'company_usa_usa', 'access_sw', 'interface', 'company_usa_usa', 'core_sw', 'usa', 'company', 'interface', 'since_pm_et'] ['user', 'status', 'cera', 'active', 'user', 'status', 'cera', 'active', 'create', 'production_order', 'fix', 'ardor', 'release'] ['transfer', 'customer', 'track', 'crm'] ['try', 'enter', 'etime', 'hub', 'get', 'screen', 'go', 'anywhere', 'screen', 'correct', 'get', 'touch', 'tomorrow', 'during', 'office', 'hour', 'hr_tool', 'time', 'problem'] ['access', 'engineering_tool', 'engineering_tool', 'name', 'show', 'drop', 'salesman', 'perform', 'allow', 'write', 'add', 'erp', 'tommy', 'channel_partner', 'sale_engineer', 'www', 'www', 'engineering_tool', 'en', 'home', 'html', 'engineering_tool'] ['password_reset', 'allow', 'reset', 'sid', 'erp', 'production', 'reset_password', 'use_password_management', 'tool_password_reset'] ['collaboration_platform', 'use', 'lot', 'memory', 'computer', 'try', 'sync', 'large', 'number', 'file', 'try', 'exit', 'try', 'end', 'process', 'nothing', 'work', 'would_like', 'uninstalled', 'possible', 'fix', 'contact', 'collaboration_platform', 'business', 'continue', 'sync', 'time'] ['frequent_account_lockout'] ['access', 'open', 'link', 'corp', 'contract', 'access', 'open', 'link', 'corp', 'contract', 'review', 'usa', 'access', 'dhyana_sale_gl', 'access', 'open', 'link'] ['correct', 'attach', 'list', 'error', 'correct', 'billing', 'error', 'pfx'] ['po', 'receive', 'no', 'problem', 'try', 'ship', 'thru', 'weaver', 'erp', 'tell', 'server', 'unable', 'process', 'request', 'po', 'receive', 'no', 'problem', 'try', 'ship', 'thru', 'weaver', 'erp', 'tell', 'server', 'unable', 'pr'] ['skype', 'error', 'call', 'desk', 'phone_call', 'number', 'building', 'fine', 'also', 'skype', 'headset', 'connect', 'work', 'switch', 'pc', 'speaker', 'hear', 'skype', 'issue', 'call', 'desk', 'headset', 'oooo'] ['iphone', 'crm_app', 'install', 'iphone'] ['password_reset', 'everything', 'erp', 'production', 'reset_password', 'use_password_management', 'tool_password_reset'] ['monitor', 'display', 'video', 'say', 'no', 'signal', 'found'] ['erp', 'password_reset', 'need', 'reset_password', 'use_password_management', 'tool_password_reset'] ['wi_fi', 'access', 'user'] ['no', 'connection', 'erp', 'system', 'no', 'erp', 'reporting_tool', 'engineering_tool', 'anything', 'connects', 'erp'] ['contact', 'information', 'follow', 'no', 'one', 'usa_facility', 'log_onto', 'erp', 'receive_error_message', 'loggin', 'balance_error'] ['unable', 'save', 'file', 'ug', 'keep_get', 'error', 'save', 'cancel', 'reboot', 'login', 'engineering_tool', 'engineer', 'product_engineering', 'company', 'erp', 'connection'] ['system', 'erp', 'nix', 'reporting_tool', 'can_not_connect', 'seem', 'user', 'site'] ['manuel', 'effective_approve', 'termination', 'action', 'manuel', 'complete'] ['install', 'administration', 'tool', 'window', 'administration', 'tool'] ['unable', 'attach', 'attachment', 'expense_report'] ['unable_login', 'business_client', 'no', 'prompt', 'login', 'sid', 'account', 'unable_login', 'business_client'] ['create', 'quote', 'work', 'distributor_tool'] ['find', 'warehouse', 'create', 'plan', 'gi', 'date', 'base', 'production', 'confirm', 'date', 'commit_date', 'customer', 'occur', 'order', 'multiple', 'schedule_line', 'usually', 'create', 'production', 'recommits', 'good', 'example', 'sale_order', 'line', 'number', 'attach', 'pdf', 'copy', 'warehouse', 'create', 'plan', 'gi', 'date', 'base', 'confirm', 'date', 'customer', 'commit'] ['office_installation'] ['unauthorized', 'loggin', 'attempt'] ['security', 'clearance', 'view', 'cutter', 'insert', 'drawing', 'web_base', 'netweaver', 'system', 'member', 'get', 'proper', 'security', 'clearance', 'view', 'cutter', 'insert', 'drawing', 'web_base', 'netweaver', 'system', 'security', 'clearance', 'view', 'cutter', 'insert', 'drawing', 'web_base', 'netweaver', 'system'] ['appear', 'next', 'message', 'nix', 'stop', 'work', 'problem', 'cause', 'gad', 'lathe', 'function', 'properly', 'get', 'open', 'gad', 'noxa', 'appear'] ['user', 'usa_plant', 'unable', 'access', 'miri', 'get', 'error', 'state', 'recover', 'webpage', 'entire', 'plant', 'affected', 'user', 'usa_plant', 'unable', 'access', 'miri'] ['unable', 'clock', 'order', 'miri', 'multiple', 'user', 'affected', 'phone', 'unable', 'clock', 'order', 'miri'] ['clock', 'punch', 'employee', 'number', 'maintenance', 'mode', 'forgot', 'password', 'do', 'device', 'pc', 'reset', 'hr_tool', 'time', 'clock', 'password'] ['two', 'open', 'travel_expense', 'enter', 'into', 'erp', 'solve', 'erp', 'sale', 'earthwork', 'european', 'serve', 'area', 'north', 'pesach_fet_hirer', 'undo', 'www', 'miss', 'travel', 'privilege'] ['unlock', 'user', 'erp', 'mae', 'server_hostname', 'early', 'unlock', 'user', 'erp', 'mae', 'server_hostname'] ['main', 'monitor', 'turn', 'computer', 'shut', 'restart', 'cable', 'connection', 'checked', 'someone', 'take', 'look', 'continue', 'work', 'secondary', 'monitor', 'inconvenience', 'lose', 'main', 'monitor', 'display'] ['stop', 'respond', 'error', 'multiple', 'shortcut', 'exist', 'desktop', 'engineering_tool', 'none', 'work', 'password_expire', 'well', 'runtime', 'software', 'miss', 'pc', 'engineering_tool', 'client', 'unable_launch'] ['unable', 'sign', 'outlook', 'after', 'password', 'change'] ['need', 'get', 'crm', 'load', 'outlook', 'currently', 'use', 'web', 'crm', 'version', 'metalworking', 'sale_engineer', 'technical', 'support', 'ticket_tool', 'ticket'] ['website', 'load', 'company_center'] ['sid', 'account', 'tool', 'set', 'combine', 'monthly', 'billing', 'receive', 'multiple', 'warehouse_tool', 'see_attach', 'acct', 'set', 'get', 'one', 'monthly', 'warehouse_tool', 'get', 'multiple', 'warehouse_tool'] ['problem', 'back', 'order', 'report', 'access', 'open', 'order', 'book', 'open', 'order', 'book', 'problem', 'back', 'order', 'access'] ['browser_microcoat_internet_explorer', 'unlock', 'haum', 'erp_sid', 'account', 'seem', 'get', 'lock', 'overtime', 'try', 'log', 'erp_sid', 'password_reset'] ['erp_sid', 'password', 'lock'] ['update', 'ticket'] ['printer', 'ask', 'update', 'driver'] ['issue', 'ago', 'told', 'delete', 'browsing', 'history', 'access', 'restore', 'routinely', 'clear', 'browsing', 'history', 'today', 'can_not', 'view', 'etime', 'see_attach_screen_shot', 'etime', 'visibility', 'hr_tool'] ['unable', 'send', 'skype_meeting', 'invitation'] ['call', 'request', 'appreciate', 'hub', 'link'] ['want', 'know', 'account', 'patrick', 'stope', 'still', 'active'] ['no_longer', 'able', 'print_tc', 'must', 'install_driver', 'sure', 'use', 'able', 'print_tc', 'without', 'issue', 'reason', 'no_longer', 'able', 'no_longer', 'print_tc'] ['analysis_add', 'show'] ['install'] ['hr_tool_etime', 'load'] ['meeting', 'schedule', 'former', 'employee', 'organizer', 'metreta', 'fw', 'hexogen', 'kentia', 'mfg', 'detail', 'delete', 'attach', 'series', 'meeting'] ['whenever', 'pc', 'turn', 'show', 'blue_screen', 'work', 'keith', 'suspect', 'cache', 'cause', 'whenever', 'pc', 'turn', 'show', 'bescreen', 'work'] ['unable', 'find', 'network_drive', 'after', 'password_reset'] ['name', 'email', 'telephone', 'summary', 'monitor', 'no_longer', 'operating', 'display', 'office', 'arrange', 'yesterday', 'move', 'monitor', 'right', 'location', 'stop', 'display', 'content', 'show', 'dell', 'window', 'self', 'feature', 'check', 'red', 'blue', 'white', 'bar', 'beneath', 'message', 'activate', 'through', 'control', 'panel', 'vip', 'issue', 'monitor', 'display'] ['mill_model', 'model', 'sid', 'work_correctly', 'start', 'configuration', 'process', 'scratch', 'run', 'through', 'procedure', 'create', 'default', 'characteristic', 'value', 'base', 'select', 'product', 'platform', 'restart', 'server', 'important', 'training', 'session', 'america', 'cast', 'cest', 'time', 'today', 'min', 'server', 'sid', 'environment', 'work', 'properly', 'restart', 'server'] ['indra', 'kuttar', 'able', 'log', 'due', 'password', 'issue', 'kindly', 'provide', 'new', 'password', 'person', 'indra', 'kuttar', 'no', 'user_id', 'email', 'password', 'issue'] ['production', 'read_write', 'authorization', 'hostname'] ['model', 'field', 'pk', 'publish', 'pk', 'otc', 'quote', 'zacate', 'quote', 'performance', 'value', 'raw', 'doc', 'curr', 'qt', 'see', 'round', 'see_attach', 'convert', 'use', 'sample', 'quote', 'value', 'lc', 'currency', 'document', 'use', 'two', 'field', 'match', 'modify', 'quote', 'performance', 'model'] ['unable_connect', 'company', 'secure'] ['upgrade', 'tom', 'office', 'new'] ['reset_password', 'sure', 'mine', 'give', 'problem', 'erp_sid', 'password_reset'] ['laptop', 'get', 'power_supply', 'sufficient', 'warn', 'boot', 'docked'] ['laz', 'agreement', 'show', 'md', 'demand', 'no', 'po', 'production', 'plant', 'laz', 'agreement', 'show', 'demand', 'md', 'maybe', 'problem', 'material', 'type', 'mit_gr_en', 'laz', 'agreement', 'create', 'planning', 'demand'] ['call', 'reset_password'] ['printer', 'name_make_model_ex', 'hq_wy_hp', 'hp', 'laser', 'jet', 'detailed_description_problem', 'wir', 'nicht', 'auge', 'hurt', 'type_document_printing', 'email_excel_word', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'work', 'ticket', 'contact', 'adv', 'germany', 'hr', 'murlack', 'stench'] ['user', 'mobile', 'forgotten', 'telephony_software', 'password', 'obley', 'user', 'mobile', 'forgotten', 'telephony_software', 'password'] ['pc', 'configure', 'sarcode', 'displayed', 'print', 'deb', 'office', 'thick', 'pc', 'configure', 'sarcode', 'displayed', 'print'] ['reset_password', 'emp', 'no_name_seid', 'hish', 'yi', 'hish'] ['folder', 'release', 'vp', 'ce', 'leister'] ['wifi', 'work'] ['give', 'administration', 'permission', 'user_id', 'need', 'install', 'basic', 'application', 'software', 'give', 'administration', 'permission', 'user_id'] ['warehouse_tool', 'print', 'output', 'complete', 'ie', 'item', 'no', 'quantity', 'unit_price', 'total', 'amount', 'disappear', 'attach', 'delivery_note', 'warehouse_tool', 'information', 'fix', 'issue', 'advise', 'back', 'erp', 'org', 'warehouse_tool', 'issue'] ['refer', 'warehouse_tool', 'no', 'print', 'warehouse_tool', 'complete', 'ie', 'line_item', 'no', 'quantity', 'unit_price', 'total', 'amount', 'disappear', 'also', 'total', 'warehouse_tool', 'amount', 'correct', 'attach', 'related', 'delivery_note', 'warehouse_tool', 'information', 'fix', 'issue', 'inform', 'erp', 'org', 'warehouse_tool', 'issue'] ['java', 'change', 'move', 'production', 'unfortunately', 'db', 'change', 'move', 'request', 'restart', 'sid', 'server', 'reflect', 'ba', 'change', 'production', 'restart', 'sid', 'server', 'today', 'est'] ['incorrect', 'logo', 'displayed', 'distributor_tool', 'logo', 'change', 'request', 'ticket', 'ticket', 'logo', 'change', 'do', 'move', 'qaf', 'since', 'one', 'file', 'dependent', 'ticket', 'logo', 'change', 'file', 'move', 'along', 'ticket', 'requestor', 'want', 'logo', 'change', 'incorrect', 'logo', 'displayed', 'distributor_tool'] ['need', 'viewer', 'computer', 'check', 'step', 'file', 'mit_gr', 'sen', 'viewer', 'step', 'file'] ['system_sid_sid', 'sid_sid_herp', 'purchasing', 'portal', 'tympany', 'com', 'ir', 'portal', 'enter_user_id', 'user', 'issue', 'helm', 'describe_issue', 'action', 'perform', 'attribute', 'user', 'inconsistent', 'define', 'see', 'transaction', 'phoma', 'ppb', 'attach_screen_shot', 'erp', 'purchasing', 'access', 'issue', 'user', 'helm'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage', 'sa', 'site_hard_since_et'] ['printer_em', 'always', 'invoice', 'time', 'right', 'print', 'erp', 'trouble', 'printer_em', 'always', 'invoice', 'time', 'right', 'print'] ['view', 'pdf', 'sign', 'company_post', 'want', 'share', 'file', 'pdf'] ['pol_check', 'erp', 'account', 'able', 'sign', 'anymore', 'pol', 'see_attachment', 'pol_check', 'erp_sid', 'account', 'able', 'sign', 'anymore'] ['mail_com_cid', 'curlike', 'assman', 'custom', 'solution', 'engineering', 'europe', 'drilling', 'countersink', 'mail_com_mail_com', 'street', 'orth', 'www', 'manage_director', 'seat', 'company', 'orth_bay', 'orth_bay', 'harb', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language'] ['tympany', 'com', 'site', 'function', 'apply', 'leave', 'kindly', 'support', 'url', 'portal', 'function'] ['hostname_volume_label_dat', 'hostname', 'space_consume_space_available'] ['source_vip_system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'event_detail', 'event_id', 'bare_hatty_get_executable', 'vip_address_possible_downloader', 'trojan', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'xref', 'vide', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap', 'yahoo_corv', 'ex_hatty', 'host_connection', 'keep', 'alive', 'ca_ca', 'cap_ex_hatty_uri', 'yahoo_corv_ex', 'ex_hatty_hostname', 'security_correlation_data_cpd', 'ca', 'via_eth_relay_lease', 'duration_renew', 'yahoo_corv_ex', 'scrip', 'yahoo_corv_ex', 'vide', 'outgo', 'null', 'unique', 'event', 'hash', 'ontologic', 'telpath', 'yahoo_corv_ex', 'get', 'nonacuity', 'destination', 'organization', 'catel', 'td', 'device', 'id_event', 'summary', 'bare_hatty_get_executable', 'vip_address_possible_downloader', 'trojan', 'ap', 'argentide', 'cv', 'den', 'old', 'nold', 'devi', 'proto_cp', 'disport', 'true', 'report', 'host', 'stirp', 'source', 'network', 'type', 'internal', 'url', 'yahoo_corv_ex', 'yahoo_corv_ex', 'unlost', 'action_block', 'hatty', 'action_block', 'ontologic', 'nb', 'global', 'model', 'nonacuity', 'destination', 'isp', 'catel', 'td', 'device', 'network', 'type', 'internal', 'ca', 'security_incident', 'bare_hatty_get_executable', 'vip_address_possible_downloader'] ['hp', 'hot', 'furnace', 'data', 'transmission', 'card', 'data', 'update', 'come', 'transfer', 'kogia'] ['mp', 'data', 'incorrect'] ['vet', 'realise', 'need', 'customer', 'stock', 'bucket', 'need', 'customer', 'order', 'complete', 'stock', 'reserve', 'order', 'therefore', 'stock', 'sit', 'ever', 'would', 'address', 'people', 'responsible', 'would', 'allow', 'reduce', 'stock', 'level', 'question', 'take', 'care', 'report'] ['create', 'user', 'unix', 'user', 'scudo', 'privilege', 'troytown', 'neal', 'server', 'oracle', 'delete', 'user', 'marty', 'snider', 'polarid', 'greener', 'server_hostname', 'hostname_oracle', 'user', 'creation', 'deletion', 'oracle', 'hostname', 'hostname'] ['able', 'upload', 'engineering_tool', 'vpn', 'vpn'] ['mail_com', 'ri', 'woman', 'fourth', 'begin', 'work', 'password', 'reassign', 'woman', 'ri', 'expect', 'reach', 'office', 'password', 'woman'] ['bridge', 'monitoring_tool', 'robot', 'transaction', 'copy', 'event', 'log', 'transaction', 'bridge', 'reason', 'step', 'upload', 'excel_file', 'step', 'fail', 'element', 'file', 'upload', 'field', 'found', 'action', 'execute', 'successfully', 'get', 'alert_monitoring', 'tool', 'checked', 'basis', 'no', 'issue', 'side', 'bridge', 'monitoring_tool', 'robot', 'transaction'] ['number', 'work', 'germany', 'usa', 'call', 'land', 'phone', 'caller', 'hear', 'anything', 'communication', 'one', 'way', 'agent', 'hear', 'caller', 'number', 'work'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'noix', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'kingston', 'pa', 'site', 'since_et'] ['confirm', 'printer', 'able', 'configure', 'side', 'printer'] ['system_sid_sid', 'sid_sid_herp', 'enter_user_id', 'user', 'issue', 'nicht', 'glitch', 'da', 'vielle', 'faltche', 'bitte', 'passworts', 'zubr', 'ck', 'seltzer', 'transaction_code_user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'password_reset'] ['reactivate', 'ruen', 'cero', 'usa', 'deloo', 'group'] ['one', 'week', 'search', 'outlook', 'use', 'note', 'element', 'currently', 'outlook', 'index', 'appear', 'pc', 'open', 'outlook', 'run', 'weekend', 'far', 'always', 'currently', 'still', 'need', 'element', 'indexed', 'yesterday', 'element', 'therefore', 'mail', 'year', 'ago', 'find', 'massive', 'problem', 'no', 'outlook', 'index'] ['unlock', 'erp', 'account', 'user_id', 'murat', 'unlock', 'erp', 'account', 'user_id', 'murat'] ['able_login', 'business_client', 'due', 'wrong', 'password', 'pl', 'unblock', 'let_know', 'exist', 'password_reset', 'new', 'password', 'login', 'block'] ['look', 'opening', 'show', 'error_message', 'able', 'access', 'mail', 'look', 'opening'] ['unable_login', 'es_portal', 'unable_login', 'es', 'brotel'] ['sir', 'schedule', 'agreement', 'mm', 'request', 'delivery', 'time', 'stock', 'meet', 'agreement', 'create', 'plant', 'take', 'current', 'plant', 'stock', 'confirm', 'can_not', 'meet', 'customer', 'demand', 'want', 'check', 'current', 'rule', 'confirm', 'date', 'stock', 'meet', 'back', 'order', 'previous', 'order', 'atop', 'mm', 'issue'] ['vet', 'face_problem', 'ie', 'printer', 'ba', 'keep', 'printing', 'job', 'wrongly', 'assign', 'user', 'turn', 'printer', 'lan', 'yesterday', 'even', 'turn', 'printer', 'plug', 'lan', 'however', 'printer', 'still', 'printing', 'job', 'checked', 'local', 'printer', 'suggest', 'change', 'vip_address', 'ba', 'attach', 'stop', 'error', 'printing', 'advise', 'back', 'erp', 'ba', 'printer', 'still', 'keep', 'printing', 'error', 'task'] ['erp', 'mae', 'ad', 'account_lock', 'ghana', 'production', 'job_fail', 'unlock', 'immediately', 'share', 'root_cause', 'assign', 'reach', 'immediately', 'call', 'erp', 'mae', 'window', 'ad', 'account_lock'] ['sae', 'zip', 'report', 'sale', 'show', 'customer', 'sale_order', 'well', 'check', 'reason', 'let_know', 'show', 'information', 'zip', 'plant_plant', 'production_order', 'ask', 'zip', 'report'] ['win', 'system', 'prompt', 'update', 'application', 'open'] ['create', 'attach', 'quote', 'however', 'show', 'correctly', 'see_attach', 'fix', 'soon_possible', 'metal', 'cut', 'technology', 'company', 'qt'] ['fidac', 'inventory', 'exist', 'debt', 'amount', 'match', 'product', 'code', 'stock', 'ledger', 'kg', 'kg', 'stand', 'crop', 'match', 'amount', 'exist', 'inventory', 'account', 'fidac'] ['try', 'download', 'software', 'tool', 'report', 'company', 'dell', 'keep_get', 'error_message', 'assume', 'someone', 'take', 'remote', 'access', 'computer', 'see', 'go', 'tommy', 'channel_partner', 'sale_engineer', 'www', 'www', 'engineering_tool', 'en', 'home', 'html', 'download', 'issue'] ['commodity', 'detail', 'error', 'dn', 'stop', 'consignment', 'resolve', 'quickly', 'another', 'shipment', 'process'] ['reason', 'can_not_connect', 'vpn', 'usual', 'undername_password', 'work', 'can_not_connect'] ['user', 'get', 'prompt', 'upgrade', 'java', 'connect', 'user', 'system_use_televiewer', 'advise', 'user', 'complete', 'installation', 'issue_resolve', 'user', 'get', 'prompt', 'upgrade', 'java'] ['erp', 'inbox', 'work', 'create', 'background', 'report', 'run', 'deliver', 'erp', 'inbox', 'deliver', 'also', 'create', 'mail', 'thru', 'erp', 'inbox', 'send', 'get', 'error', 'erp', 'user', 'choristry', 'exist', 'even_though', 'show', 'complant', 'transaction', 'erp', 'business', 'workplace', 'inbox', 'work'] ['browser_microcoat_internet_explorer', 'custom', 'quote', 'save', 'receive_error_message', 'enter', 'rate', 'use', 'rate', 'type', 'system', 'setting', 'see_attachment', 'custom', 'quote', 'save', 'receive_error_message', 'enter', 'rate', 'use', 'rate', 'type', 'system', 'setting'] ['briefly', 'describe', 'try', 'issue', 'encounter', 'try', 'access', 'material', 'drawing', 'get_error_message', 'log', 'see_attach', 'include', 'error_message', 'business_client', 'issue'] ['browser_microcoat_internet_explorer', 'reset_password', 'sid', 'reset_password', 'sid'] ['reset_password', 'reset_password', 'erp', 'production', 'lbw'] ['able', 'open', 'analysis_microcoat', 'excel', 'click', 'log', 'erp', 'business_object', 'get_error_message', 'say', 'launcher', 'exit', 'error', 'see', 'log', 'file', 'detail', 'analysis_add', 'register', 'correctly', 'click', 'sigfile', 'folder', 'get', 'dialog', 'box', 'way', 'window', 'open', 'file', 'file', 'launcher', 'log', 'gulf', 'ask', 'find', 'open', 'file', 'instal', 'analysis_microcoat', 'excel', 'erp', 'business', 'intelligence', 'get_error_message'] ['claim', 'approve', 'show', 'settlement', 'list', 'get', 'credit', 'generate', 'also', 'reject', 'order', 'create_new', 'claim', 'create_new', 'claim', 'replace', 'concern', 'proceed', 'process', 'reject', 'first', 'advise', 'owe', 'customer', 'credit', 'new', 'claim', 'channel', 'management', 'claim', 'issue'] ['reach', 'correct', 'add', 'issue', 'after', 'rechecking', 'crm', 'add', 'box', 'closing', 'outlook', 'become', 'unchecked', 'add', 'portion', 'ribbon', 'disappears', 'crm', 'add', 'box', 'dont', 'stay', 'checked'] ['expense_report', 'block'] ['work', 'fax', 'line', 'usa', 'see', 'without', 'order', 'part'] ['outlook', 'outlook', 'work', 'ok', 'let', 'back'] ['work', 'get', 'new_laptop', 'ready'] ['recently_change', 'work', 'computer', 'glb', 'business', 'model', 'engineering', 'model', 'frequently', 'use', 'business_object', 'analysis', 'excel', 'opening', 'file', 'save', 'use', 'data', 'connection', 'run', 'into', 'error', 'prompt', 'try', 'migrate', 'connection', 'odic', 'hatty', 'see_attach', 'error', 'familiar', 'can_not', 'refresh', 'data', 'old', 'workbook', 'someone', 'assist', 'business_object', 'analysis', 'error'] ['pandy_com', 'respond', 'calibration', 'system', 'need', 'erp'] ['someone', 'netweaver', 'access', 'netweaver', 'access'] ['use', 'window', 'login', 'password', 'work', 'reset_password', 'erp', 'production', 'erp'] ['skype', 'certificate', 'error'] ['raise', 'ticket', 'dealer', 'open', 'order', 'appear', 'km', 'credit', 'check', 'even_though', 'credit', 'utilization', 'within', 'limit', 'start', 'after', 'change', 'credit', 'term', 'open', 'order', 'finance', 'technical', 'assistance', 'dealer', 'open', 'order', 'appear', 'km'] ['client', 'company', 'inc', 'reject', 'cedi', 'warehouse_tool'] ['pr', 'workfellow'] ['create', 'configure', 'user', 'login', 'profile', 'outlook', 'new_laptop', 'setup'] ['unable', 'view', 'data', 'distributor_tool', 'account'] ['request', 'install', 'dock_station', 'vip', 'phone', 'telephony_software', 'application', 'dock_station', 'telephony_software', 'vip', 'phone'] ['termination_effective_approve', 'termination', 'action', 'complete'] ['vpn', 'connectivity', 'slow'] ['vpn', 'disconnect'] ['erp', 'mae', 'id', 'seem', 'lock', 'ghana_sid', 'request', 'unlock', 'erp', 'mae', 'id', 'seem', 'lock', 'ghana_sid'] ['browser_microcoat_internet_explorer', 'receive_error_message', 'try', 'update', 'printer_driver', 'unable_print', 'printer', 'need', 'utilize', 'dg', 'dg', 'printer', 'printing'] ['cell', 'system', 'affected', 'dell', 'laptop', 'outlook', 'outlook', 'work', 'computer', 'since', 'password', 'change', 'work', 'phone', 'laptop'] ['unable_connect', 'company', 'secure', 'usa'] ['starty', 'browser_microcoat_internet_explorer', 'get', 'ticket', 'ticket', 'complete', 'today', 'need', 'able', 'get', 'site', 'thank', 'update', 'ticket'] ['customer', 'sale_org', 'warehouse_tool', 'automatically', 'set', 'email', 'work', 'standard', 'order', 'kb', 'zeke', 'order', 'type', 'order', 'reference', 'contract', 'transmit', 'partner', 'order', 'correct', 'warehouse_tool', 'sell', 'party', 'see_attach', 'example', 'warehouse_tool', 'automatically', 'sent', 'helical', 'reference', 'contract'] ['reset_password', 'sid', 'see', 'msg', 'sid', 'password'] ['problem', 'run', 'open', 'sale', 'backorder', 'report', 'data', 'download', 'past'] ['account', 'tax', 'issue', 'cod', 'reason', 'code', 'code', 'part', 'job', 'attach', 'example', 'problem', 'credit', 'issue', 'account'] ['unable', 'set', 'skype_meeting'] ['computer', 'blue_screen'] ['reinstall', 'hardcopy'] ['problem', 'error'] ['computer', 'slow'] ['unable_connect', 'tc', 'tc'] ['erp_sid', 'password_reset', 'do'] ['reset', 'pas', 'erp_sid', 'user', 'erp', 'tank', 'reset', 'passewa', 'erp_sid', 'user'] ['unable_launch', 'outlook', 'after', 'reset_password'] ['crm', 'plunge', 'respond'] ['crm', 'mailbox', 'synchronise', 'get', 'call_vitalist', 'vet', 'checked', 'crm', 'sync', 'setting', 'say', 'everything', 'order', 'however', 'crm', 'mailbox', 'synching', 'accept', 'undername_password', 'phone', 'crm', 'mailbox', 'synchronise'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make', 'model', 'hr', 'hostname', 'detailed_description_problem', 'keep', 'ask', 'driver', 'install', 'install_driver', 'update', 'type_document_printing', 'system', 'application', 'use', 'time', 'problem', 'window', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'turn', 'printer', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['unable', 'get', 'crm_app', 'outlook'] ['termination', 'user', 'loutre', 'geir', 'ler', 'effective_approve', 'click_link', 'view', 'termination', 'user'] ['pol', 'reset', 'window', 'password', 'user'] ['landmark', 'effective_approve', 'click_link', 'view', 'employee', 'termination', 'landmark'] ['unable', 'sign', 'vpn'] ['still', 'issue', 'tracker', 'even', 'message', 'collaboration', 'tool', 'make', 'ticket', 'contact_person', 'can_not', 'enter', 'project', 'let_know', 'mit_gr_en', 'problem', 'project', 'input', 'collaboration_platform', 'infopath'] ['helodes', 'able', 'add', 'new', 'project', 'into', 'collaboration_platform', 'lean_tracker', 'contact', 'helodes', 'per', 'instruction', 'mail', 'lean_tracker', 'problem'] ['create', 'apocenter', 'login_credential', 'new_joiner', 'tyr', 'user_id', 'apocenter', 'login_credential', 'new_joiner'] ['need', 'access', 'folder', 'sox', 'self', 'assessment', 'quarterly', 'sox', 'request', 'access', 'team', 'drive', 'folder', 'sox', 'self', 'assessment', 'user'] ['job_bk_ghana_sid', 'arc', 'dp', 'fail_job_scheduler'] ['hr', 'employee', 'data', 'replicate', 'get', 'stuck', 'sid', 'rad', 'hr', 'queue', 'stuck', 'sid', 'entry'] ['problem', 'handle', 'mp', 'error_message', 'transport', 'unit', 'miss', 'motor', 'error', 'occur', 'lease', 'suppressor', 'problem', 'handle', 'mp'] ['misplace', 'password', 'unable_login', 'erp'] ['source_vip_source_host', 'android', 'source_port', 'source', 'mac_address', 'system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'event_data_related', 'event_event_id', 'event_internal_outbreak', 'dp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'android', 'source_port', 'source', 'mac_address', 'destination_host', 'no', 'entry', 'destination_port_connection_directionality', 'internal', 'protocol', 'dp', 'device_information_device_vip', 'device_company_european', 'asa_log', 'time_utch_action_block', 'cv_score_scalx_event', 'processing_information_sherlock_rule', 'id_slue_inspector_rule', 'id_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail_asa', 'deny_dp_srac_inside', 'dost_noria_access_group', 'acyl_inside_correlation_data', 'cpd_android_via_eth', 'relay_lease_duration_renew', 'asa_deny_dp_srac', 'inside_dost_noria_access', 'group_acyl_inside_correlation', 'data_cpd_android_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'correlation_data_cpd_android', 'via_eth_relay_lease', 'duration_renew_asa_deny', 'dp_srac_inside_dost', 'noria_access_group_acyl', 'inside_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_noria_access_group', 'acyl_inside_correlation_data', 'cpd_android_via_eth', 'relay_lease_duration_renew', 'asa_deny_dp_srac', 'inside_dost_noria_access', 'group_acyl_inside_correlation', 'data_cpd_android_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'correlation_data_cpd_android', 'via_eth_relay_lease', 'duration_renew_asa_deny', 'dp_srac_inside_dost', 'noria_access_group_acyl', 'inside_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_noria_access_group', 'acyl_inside_correlation_data', 'cpd_android_via_eth', 'relay_lease_duration_renew', 'asa_deny_dp_srac', 'inside_dost_noria_access', 'group_acyl_inside_correlation', 'data_cpd_android_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'correlation_data_cpd_android', 'via_eth_relay_lease', 'duration_renew_asa_deny', 'dp_srac_inside_dost', 'noria_access_group_acyl', 'inside_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_noria_access_group', 'acyl_inside_correlation_data', 'cpd_android_via_eth', 'relay_lease_duration_renew', 'asa_deny_dp_srac', 'inside_dost_noria_access', 'group_acyl_inside_correlation', 'data_cpd_android_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'correlation_data_cpd_android', 'via_eth_relay_lease', 'duration_renew_asa_deny', 'dp_srac_inside_dost', 'noria_access_group_acyl', 'inside_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration', 'renew_ascii', 'packet', 'no', 'entry', 'hex_packet', 'no', 'entry', 'security_incident', 'suspicious_pc_geobios_activity', 'android'] ['source_vip_system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'event_data_related', 'event_event_id', 'event_internal_outbreak', 'dp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port', 'source', 'mac_address', 'ca_ab', 'destination_host', 'destination_port_connection_directionality', 'internal', 'protocol', 'dp', 'device_information_device_vip', 'device_att', 'apac', 'asa_log', 'time_utch_action_block', 'cv_score_scalx_event', 'processing_information_sherlock_rule', 'id_slue_inspector_rule', 'id_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration_renew_asa', 'deny_dp_srac_inside', 'dost_outside_access_group', 'acyl_inside_correlation_data', 'cpd_ca_ab_via', 'eth_relay_lease_duration', 'renew_asa_deny_dp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'correlation_data_cpd_ca', 'ab_via_eth_relay', 'lease_duration', 'renew_ascii', 'packet', 'hex_packet', 'security_incident', 'internal_outbreak', 'port'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'create_delivery', 'allow', 'syst', 'status', 'xl', 'object', 'unable_create_delivery'] ['po', 'language', 'incorrect'] ['user', 'need', 'password_reset', 'reset_password', 'erp', 'qaf', 'cm'] ['user', 'need', 'password_reset', 'reset_password', 'use_password_management', 'tool_password_reset'] ['outlook', 'get', 'connect', 'exchange', 'server'] ['divide', 'quantity', 'item', 'due', 'partial', 'shipment', 'currency', 'issue', 'divide', 'item', 'quantity', 'write', 'no', 'currency', 'update', 'process', 'no', 'price', 'delete', 'try', 'enter', 'price', 'no', 'however', 'system', 'allow', 'bring', 'new', 'price', 'np', 'sag', 'lar', 'zila', 'price', 'update', 'error'] ['print', 'everything', 'print', 'gray', 'printer', 'dell', 'caw', 'print', 'page'] ['access', 'form', 'finance_app'] ['college', 'come', 'germany_germany', 'fort', 'work', 'need', 'connect', 'lan', 'send', 'password', 'guest', 'lan', 'connation', 'technical', 'aerospace', 'defence', 'mit_gr_en', 'password', 'lan'] ['po', 'pose', 'local', 'tax', 'law', 'need', 'choose', 'however', 'after', 'choose', 'tax_code', 'erp', 'show', 'red', 'message', 'like', 'attachment', 'make', 'tax_code', 'empty', 'erp', 'require', 'place', 'tax_code', 'make', 'confuse', 'pose', 'po', 'pose', 'pose', 'po', 'can_not', 'pose', 'erp'] ['account_lock', 'supply_chain_software'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'australia', 'vpn', 'since'] ['issue', 'final', 'warehouse_tool', 'follow', 'erp', 'order', 'payment', 'item', 'final', 'shipment', 'item', 'item', 'ship', 'hence', 'allow', 'final', 'warehouse_tool', 'final', 'warehouse_tool', 'item', 'work', 'warehouse_tool', 'payment', 'amount', 'get', 'deduct', 'twice', 'cancel', 'warehouse_tool', 'incl', 'payment', 'warehouse_tool', 'separate', 'one', 'warehouse_tool', 'item', 'another', 'warehouse_tool', 'item', 'after', 'warehouse_tool', 'still', 'wrong', 'amount', 'show', 'need', 'warehouse_tool', 'item', 'amount', 'minus', 'payment', 'look', 'single', 'issue', 'several_time', 'final', 'warehouse_tool', 'project', 'work_correctly'] ['browser_microcoat_internet_explorer', 'after', 'change_password', 'outlook', 'respond', 'newly', 'assign', 'password', 'after', 'change_password', 'outlook', 'respond', 'newly', 'assign', 'password'] ['still', 'error', 'persists', 'warm', 'engineering_tool', 'new', 'customer', 'addition'] ['fail', 'login', 'pc', 'account', 'get', 'message', 'reset_password', 'pc', 'account', 'need', 'next', 'week', 'user_id', 'churrs', 'pc', 'account', 'reset_password'] ['unable_open', 'outlook', 'business_client'] ['computer', 'hard_drive', 'failure', 'maintenance', 'request'] ['unable', 'access', 'business_client', 'open', 'business_client', 'go', 'directly', 'into', 'screen', 'kindly_look_into', 'business_client', 'work'] ['pilm_conversion', 'server', 'reporting', 'warn', 'status', 'hostname', 'investigate'] ['add', 'material', 'management', 'purchasing', 'group', 'ticket_tool', 'lead', 'sl', 'sour', 'logistics', 'global', 'add', 'material', 'management', 'purchasing'] ['able_login', 'into', 'erp', 'attempt', 'exceed', 'set', 'limit', 'request', 'unblock', 'erp', 'login', 'block'] ['browser_microcoat_internet_explorer', 'outlook', 'update', 'laptop', 'outlook', 'update', 'laptop'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'carrier', 'india', 'vpn', 'since_pm_et'] ['need', 'sound', 'system', 'laptop', 'seem', 'work', 'neither', 'through', 'speaker', 'through', 'ear', 'phone', 'inconvenient', 'skype_call', 'look_into', 'sound', 'system', 'laptop'] ['see', 'error', 'log', 'erp', 'tell', 'solution', 'erp', 'login', 'trouble'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'switzerland', 'vpn', 'since_pm_et'] ['hr_tool_etime', 'system', 'log', 'always', 'displayed', 'load', 'application', 'database'] ['vet', 'face_problem', 'erp', 'system', 'slow_response', 'time', 'check', 'fix', 'issue', 'make', 'erp', 'system', 'faster', 'speed', 'erp', 'system', 'slow_response', 'apac'] ['hostname', 'dev', 'space_consume_space_available'] ['unable', 'browse', 'hr_tool', 'site', 'snapshot', 'error', 'attach', 'unable', 'browse', 'hr_tool', 'site'] ['mail', 'start', 'suggest', 'innovative', 'new', 'stack_guard', 'page', 'mail', 'start'] ['good_day', 'advise', 'whether', 'crm', 'go', 'through', 'update', 'moment', 'number', 'issue', 'concern', 'moment', 'can_not', 'access', 'crm', 'yesterday', 'enter', 'new', 'customer', 'account', 'drop', 'box', 'fully', 'load', 'thus', 'see', 'one', 'two', 'item', 'select', 'australia', 'advise', 'lately', 'contact', 'customer_master', 'numerous', 'occasion', 'certain', 'entry', 'crm', 'new', 'customer', 'account', 'transfer', 'erp', 'like', 'sale_rep', 'carrier', 'advise', 'finance', 'department', 'believe', 'aware', 'problem', 'crm'] ['apac', 'china', 'apac', 'dc', 'company', 'colleague', 'say', 'erp', 'slow', 'ping', 'erp', 'address', 'packet', 'loss', 'erp', 'slow'] ['export', 'po', 'file', 'pdf', 'format', 'erp', 'command', 'mail', 'sometimes', 'show', 'language', 'rather', 'chinese', 'solve', 'purchasing', 'order', 'export', 'issue'] ['password_reset', 'via', 'password', 'tool_password'] ['outlook', 'work', 'unable', 'receive_remails'] ['able', 'add', 'new', 'customer', 'engineering_tool', 'kindly', 'support', 'solve', 'error', 'warm', 'engineering_tool', 'new', 'customer'] ['sd', 'outlook', 'show', 'crm', 'add', 'connect', 'user', 'system_use_televiewer', 'delete', 'reconfigured', 'user', 'profile', 'crm', 'launch', 'outlook', 'user', 'confirm', 'closing', 'relaunching', 'outlook', 'everything', 'fine', 'issue_resolve', 'sd', 'outlook', 'show', 'crm', 'add'] ['vpn', 'access', 'status', 'check'] ['add', 'watch', 'list', 'ticket', 'find', 'ticket_tool', 'active', 'account', 'ticket_tool', 'can_not', 'find', 'dr', 'ticket_tool'] ['lowe', 'ee', 'need', 'show', 'financial', 'report', 'receives', 'nighty', 'pi'] ['expense_report', 'issue', 'change', 'cost_center', 'user', 'expense_report', 'issue', 'get', 'alert', 'expense_report', 'attach'] ['outlook', 'language', 'change', 'automatically', 'connect', 'user', 'system_use_televiewer', 'change', 'language', 'setting', 'english', 'default', 'restart_pc', 'advise', 'user', 'check', 'user', 'confirm', 'outlook', 'language', 'english', 'educate', 'user', 'step', 'take', 'change', 'outlook', 'language', 'issue_resolve', 'outlook', 'language', 'change', 'automatically'] ['load', 'telephony_software', 'onto', 'user', 'pc'] ['no', 'audio', 'skype_call'] ['problem', 'erp', 'login', 'server', 'list', 'available'] ['able', 'upload', 'engineering_tool', 'see_screen_shot'] ['able_login', 'window'] ['user', 'unable_login', 'telephony_software', 'user', 'unable_login', 'interaction', 'client', 'user', 'get', 'authentication', 'error', 'contact', 'user', 'unable_login', 'telephony_software'] ['compensation', 'system', 'miss', 'warehouse_tool', 'impact', 'sale', 'compensation', 'report', 'north', 'america', 'field_sale', 'assign', 'lbw', 'consult', 'earthy', 'methyl', 'resolution', 'compensation', 'system', 'miss', 'warehouse_tool'] ['call', 'service', 'desk', 'check', 'status', 'account', 'activation', 'call', 'service', 'desk', 'check', 'status'] ['request', 'provide', 'mobile_phone', 'bill', 'copy', 'period', 'copy', 'phone', 'bill'] ['per', 'understand', 'miri', 'subtract', 'confirm', 'piece', 'order', 'plan', 'quantity', 'confirmation', 'screen', 'whenever', 'user', 'confirm', 'something', 'ex', 'piece', 'order', 'user', 'confirms', 'piece', 'next', 'user', 'user', 'next', 'time', 'confirms', 'operation', 'default', 'qty', 'present', 'notice', 'present', 'original', 'confirmation', 'qty', 'window', 'deduct', 'confirm', 'piece', 'default', 'qty', 'field'] ['unable_login', 'window', 'outlook'] ['usa', 'go', 'live', 'week', 'issue', 'report', 'order', 'op', 'work_center', 'operation', 'prior', 'status', 'pm', 'miri', 'allow', 'resume', 'run', 'change', 'status', 'miri', 'prost', 'prior', 'change', 'status', 'di', 'list', 'machine', 'summary', 'start', 'process', 'pm', 'current', 'time', 'pm', 'time', 'elapse', 'hour', 'see', 'machine', 'summary', 'meaning', 'miri', 'send', 'partial', 'confirmation', 'information', 'erp', 'use', 'information', 'machine', 'status', 'view', 'summary', 'partial', 'confirmation', 'information', 'make', 'erp', 'perfectly', 'fine', 'machine', 'status', 'window', 'update', 'partial', 'confirmation', 'pause', 'behave', 'partial', 'confirmation', 'pause', 'never', 'happen', 'example', 'usa_usa', 'location', 'order', 'operation', 'miri', 'show', 'order', 'prf', 'status', 'look', 'erp', 'order', 'partially', 'confirm', 'follow', 'automatic', 'pause', 'miri', 'add', 'change', 'log', 'show', 'entry', 'do', 'weird', 'since', 'erp', 'show', 'expect', 'status', 'provide', 'miri', 'miri', 'show', 'prf', 'status', 'make', 'sense', 'reporting', 'issue', 'deep', 'dive', 'come', 'solution', 'partial', 'confirmation', 'info', 'sent', 'erp', 'machine', 'status', 'behaving', 'differently', 'usa'] ['unable_print', 'purchase_order', 'erp'] ['during', 'usa', 'go', 'live', 'week', 'able', 'get_into', 'data_maintenance', 'operator', 'pc', 'use', 'operator', 'id', 'exact', 'step', 'list', 'operator', 'operator', 'open', 'pc', 'ask', 'brake', 'plant', 'manufacturing', 'stop', 'operator', 'desk', 'question', 'require', 'get_into', 'data_maintenance', 'confirm', 'something', 'original', 'question', 'interrupt', 'code', 'open', 'new', 'tab', 'right', 'next', 'operator', 'typed', 'url', 'data_maintenance', 'go_into', 'operator', 'tab', 'clicked', 'log', 'expect', 'enter', 'credential', 'get_into', 'data_maintenance', 'thing', 'weird', 'happen', 'moment', 'switch', 'data_maintenance', 'tab', 'realize', 'log', 'without', 'enter', 'id', 'double', 'checked', 'tom', 'maybe', 'dream', 'enter', 'credential', 'confirm', 'application', 'take', 'home', 'screen', 'data_maintenance', 'without', 'ask', 'credential', 'enter', 'data_maintenance', 'window', 'use', 'operator', 'credential', 'usa'] ['patgia', 'scotist', 'effective_approve', 'action', 'patgia', 'scotist', 'complete'] ['issue', 'report', 'usa_usa', 'usa', 'note', 'erin', 'new', 'issue', 'today', 'bank', 'operator', 'signing', 'log', 'surname', 'attach_screen_shot', 'sign', 'login', 'log', 'shandry', 'new', 'change', 'previously', 'would', 'log', 'la', 'person', 'would', 'open', 'window', 'even', 'signing', 'correct', 'person', 'miri', 'log', 'different', 'user'] ['ie', 'need', 'finance_app', 'connect', 'user', 'system_use_televiewer', 'uninstalled', 'ie', 'reinstall', 'ie', 'user', 'confirm_able_login', 'finance_app', 'issue_resolve', 'ie', 'need', 'finance_app'] ['log', 'pc', 'due', 'update', 'intel', 'driver', 'load', 'properly', 'driver', 'load', 'properly'] ['would_like', 'assistance', 'try', 'change', 'email', 'access', 'approve', 'partner', 'ergotic', 'internal', 'audit', 'partner', 'tr', 'email', 'restriction'] ['document', 'folder', 'miss'] ['unable_connect', 'dg', 'printer'] ['unable_print', 'erp', 'order'] ['unable_connect', 'wifi'] ['unable', 'hear', 'audio', 'skype'] ['convert', 'plan_order', 'production_order', 'release', 'print', 'attempt', 'print', 'anything', 'erp', 'get', 'follow_error_message', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'error_opening_fc', 'connection', 'pic', 'call', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay'] ['skype', 'issue', 'login', 'issue'] ['hr_tool_etime', 'query'] ['reset_password', 'telephony_software'] ['machine', 'status', 'window', 'active', 'hour', 'operation', 'displayed', 'one', 'instance', 'hour', 'push', 'bar', 'make', 'information', 'unreadable', 'instead', 'show', 'appear', 'add', 'picture', 'information', 'push', 'bar', 'machine', 'status', 'display'] ['see', 'order', 'miri', 'infarct', 'material', 'number', 'need', 'know', 'enter', 'production_order', 'inlaid', 'order_number', 'usa'] ['confirm', 'qty', 'threshold', 'set', 'system', 'present', 'warn', 'even', 'confirm', 'plan_order', 'qty', 'exactly', 'plan_order', 'qty', 'work_center', 'allow', 'difference', 'message', 'show', 'threshold', 'set'] ['work', 'order', 'sent', 'snip_tool'] ['work', 'ord', 'sent', 'snip_tool'] ['unable_login', 'es'] ['convert', 'plan_order', 'production_order', 'release', 'print', 'get', 'follow_error_message', 'erp'] ['unable', 'sign_into_skype', 'get', 'pop', 'message', 'say', 'problem', 'certificate', 'suggestion', 'skype', 'issue', 'personal_certificate', 'error'] ['connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'assign', 'pilm', 'can_not', 'print', 'work', 'order', 'due', 'connection'] ['wrong', 'stock', 'status', 'symbol', 'displayed', 'distributor_tool', 'see_attach', 'email'] ['high_priority', 'get', 'error', 'erp', 'try', 'create', 'order', 'main', 'function', 'unable', 'proceed', 'create', 'order', 'note', 'fictile', 'follow', 'receive', 'server', 'error', 'try', 'create', 'production_order', 'erp', 'error_message', 'say', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'error_opening_fc', 'connection', 'pic', 'call', 'system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'letten', 'transaction_code_user', 'need', 'work', 'co', 'describe_issue', 'see', 'message', 'fictile', 'erp', 'access', 'issue'] ['order', 'operation', 'operator', 'unable', 'final', 'confirm', 'order', 'use', 'time', 'event', 'look', 'confirmation', 'detail', 'erp', 'everything', 'look', 'correct', 'miri', 'throw', 'pair', 'formation', 'error', 'pair', 'formation', 'error', 'order', 'right', 'information', 'status', 'erp', 'usa'] ['order', 'operation', 'final', 'confirm', 'job', 'miri', 'operator', 'able', 'start', 'job', 'vet', 'happen', 'per', 'logic', 'define', 'able', 'start', 'confirm', 'job', 'miri', 'usa'] ['error', 'read', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'error_opening_fc', 'connection', 'pic', 'call', 'unable', 'get', 'production_order', 'print'] ['erp', 'printing', 'issue', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'error_opening_fc', 'connection', 'contact', 'erp', 'printing', 'issue', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay'] ['erp', 'printing', 'issue', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay', 'error_opening_fc', 'connection', 'contact', 'ext', 'erp', 'production_order', 'printing', 'issue', 'connection', 'system', 'production_order_interface_app', 'destination_production_order_interface', 'vendor_conc_okay'] ['usa', 'access', 'ticket_tool', 'view', 'ticket', 'similar', 'pwca', 'use', 'year', 'let_know', 'question', 'access', 'need', 'ticket_tool'] ['need', 'assign', 'account', 'crm', 'account', 'assign', 'another', 'se', 'account', 'since', 'reassign', 'unable', 'reassign', 'account', 'since', 'primary', 'sale', 'crm'] ['business_client', 'login', 'issue'] ['message', 'no', 'erp', 'let', 'print', 'order', 'message', 'no'] ['email', 'information'] ['personal_certificate', 'error', 'skype', 'issue'] ['unable_print', 'production_order', 'erp', 'printer', 'bd'] ['export', 'contact', 'outlook'] ['skype', 'opening'] ['reinstall', 'eu_tool'] ['sale', 'doc', 'still', 'show', 'open', 'backorder', 'database', 'sale', 'doc', 'gid', 'yet', 'still', 'show', 'open', 'backorder', 'database', 'suggest', 'enter', 'ticket', 'accord', 'sale', 'doc', 'still', 'look', 'open', 'sale', 'doc', 'still', 'show', 'open', 'backorder', 'database'] ['window', 'erp', 'account_lock'] ['attachment', 'show', 'skype', 'version', 'able', 'join', 'skype_meeting', 'time', 'due', 'problem', 'company', 'usa_facility', 'skype', 'respond', 'try', 'line', 'meeting', 'screen', 'share'] ['password_reset', 'password_management_tool', 'password'] ['plant', 'controller', 'plant', 'unable_open', 'hr', 'engineering_tool', 'hour', 'controller', 'access'] ['keep', 'receive', 'error', 'close', 'internet_explorer', 'time', 'open', 'ie', 'website', 'database', 'need', 'add', 'compatibility', 'view', 'setting', 'page', 'happen', 'several', 'people', 'vip', 'department', 'compatibility', 'view', 'setting'] ['unable_login', 'hr_tool', 'erp', 'system', 'password_reset', 'request', 'erp_sid'] ['mail_com_cid', 'archive', 'mail', 'folder', 'structure', 'unfortunately', 'always', 'find', 'folder', 'suddenly', 'no_longer', 'content', 'whats', 'go', 'achime', 'sale', 'sale', 'germany', 'mail_com_mail_com', 'germany_company_gambs', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'archive', 'mail'] ['require', 'crm', 'issue', 'crm', 'ribbon', 'grey', 'active', 'issue', 'home', 'tab', 'track', 'set', 'regard', 'option', 'crm', 'online', 'issue'] ['turn', 'crm', 'come', 'name', 'get', 'opportunity', 'world', 'want', 'crm', 'information', 'sd_crm'] ['excel', 'analysis_add', 'disabled'] ['see_attachment', 'sr', 'issue', 'populate', 'transportation', 'zone', 'crm', 'set', 'new', 'customer'] ['process', 'enter', 'expense', 'lose', 'internet_connection', 'try', 'complete', 'expense', 'receive', 'error', 'unblock', 'block', 'expense_report'] ['allow', 'edit', 'contact_info', 'update', 'back', 'erp', 'pr', 'project', 'go', 'live', 'allow', 'edit', 'contact_info', 'update', 'back', 'erp'] ['outlook', 'can_not_connect', 'server'] ['global', 'service', 'request', 'engineering_tool', 'upload', 'issue'] ['no', 'audio', 'dell_tablet'] ['colleague', 'get', 'mail', 'someone', 'something', 'modify', 'mail', 'mailbox', 'mine', 'adv', 'letted', 'message'] ['erp', 'accourt', 'lock', 'try', 'log', 'password_management_tool', 'password', 'system', 'unlock', 'accourt', 'also', 'log', 'erp', 'accourt', 'lock'] ['sid', 'erp', 'production', 'system', 'reset_password', 'can_not', 'log', 'need', 'perform', 'good_receipt', 'po', 'reset_password', 'erp', 'production', 'erp'] ['need', 'configure', 'printer'] ['hey', 'reset_password', 'telephony_software', 'interaction_desktop', 'reset_password', 'ukase', 'sputnik', 'telephony_software', 'interaction_desktop'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'erp', 'incident', 'toss', 'message', 'provide_access_user', 'open', 'hatty', 'necessary', 'connection', 'erp', 'update', 'toss', 'message', 'open', 'connection', 'erp', 'toss'] ['instal', 'intel', 'update', 'processing', 'computer', 'block', 'start', 'window', 'start', 'safe', 'mod', 'connect', 'pc', 'viewer'] ['advise', 'access', 'collaboration_platform', 'give', 'message', 'collaboration_platform'] ['sb', 'port', 'work', 'after', 'replacement', 'update', 'chiplet', 'driver', 'issue', 'persists', 'user', 'want', 'replace', 'phone', 'sb', 'port', 'work'] ['lock', 'erp_sid', 'keep', 'happen', 'way', 'often', 'lock', 'erp_sid'] ['tartine', 'call', 'give', 'status', 'update'] ['pl', 'refer_attachment', 'get', 'error', 'access', 'support', 'review', 'form', 'pl', 'refer_attachment'] ['receive', 'error', 'open', 'order', 'book', 'nightly', 'report', 'see_attach_screen_shot', 'receive', 'error', 'open', 'order', 'book', 'nightly', 'report'] ['recently', 'join', 'sg', 'group', 'engineer', 'request', 'provide_access', 'sid', 'log', 'erp_sid', 'access'] ['network', 'printer', 'wy', 'issue', 'no', 'print', 'warm', 'network', 'printer', 'wy', 'issue', 'no', 'print'] ['release', 'word', 'file', 'drawing', 'route', 'card', 'show', 'error_message', 'server_offline', 'document', 'get', 'print', 'require', 'resolve_issue', 'print', 'email', 'unless', 'absolutely', 'necessary', 'spread', 'environmental', 'awareness', 'confidentiality', 'caution', 'communication', 'include', 'accompany', 'document', 'intend', 'sole', 'use', 'person', 'address', 'contain_information', 'privileged_confidential', 'exempt', 'disclosure', 'unauthorised', 'reading', 'dissemination_distribution', 'duplication', 'communication', 'someone', 'intend_recipient_strictly_prohibit', 'receipt', 'communication', 'error', 'notify_sender', 'destroy', 'original', 'communication', 'immediately', 'error_message', 'during', 'document', 'release'] ['see_attach', 'purchasing', 'venue', 'shopping', 'cart', 'work', 'correct'] ['use', 'application', 'database', 'access', 'see', 'application_engineer', 'database'] ['problem', 'wifi', 'connection', 'since_last', 'three', 'day', 'also', 'lan', 'connection', 'also', 'work', 'pl', 'check', 'resolve_issue', 'erp', 'wifi', 'lan', 'work', 'office'] ['installation', 'hodaddy', 'certificate', 'bundle', 'gd', 'bundle', 'curt', 'proper', 'sid', 'get', 'peer', 'certificate', 'reject', 'error', 'able', 'deploy', 'functionality', 'dev', 'refer', 'ticket', 'earlier', 'installation', 'peer', 'certificate', 'reject', 'error', 'hodaddy', 'certificate', 'bundle', 'certificate', 'issue'] ['forgot', 'password'] ['disable', 'private', 'address', 'field', 'new', 'edit', 'button', 'employee', 'master', 'crm', 'ui', 'private', 'address', 'field', 'enable', 'employee', 'master', 'crm', 'ui'] ['reverse', 'screen_shot', 'cancel', 'duplicate', 'miro', 'entry'] ['reinstall', 'company', 'sarcode'] ['address', 'receive', 'sent', 'no', 'email_address', 'input'] ['open', 'complaint', 'contact_person', 'see', 'crm', 'sign', 'number', 'contact_person', 'open', 'number', 'see', 'data', 'customer', 'mail', 'number', 'complaint', 'form', 'print', 'wrong', 'data', 'see_attach', 'wrong', 'data', 'crm', 'wrong', 'data', 'sign', 'contact_person', 'during', 'complaint', 'creation'] ['open', 'ticket', 'still', 'request', 'resolve', 'reference', 'ticket'] ['query', 'change', 'screen_saver'] ['pm', 'work_center', 'update', 'pm', 'order', 'operation', 'work_center', 'update', 'pm', 'order', 'confirmation', 'screen'] ['finance', 'administration', 'work', 'new', 'pc', 'win', 'company', 'image', 'everything', 'work', 'except', 'semantic_endpoint', 'protection', 'install', 'go', 'error', 'antivirus', 'window', 'defender', 'unfortunately', 'run', 'vpn', 'message', 'appear', 'seem', 'run', 'vpn', 'due', 'tu', 'antivirus', 'update', 'office', 'day', 'week', 'really', 'need', 'vpn_connection', 'check', 'issue', 'vpn', 'pc', 'work'] ['skype_meeting', 'option', 'show', 'calendar'] ['unable_open', 'mail', 'refer_screen_shot', 'outlook', 'issue'] ['kindly', 'unlock', 'reset_password', 'erp_sid', 'account', 'erp_sid', 'account'] ['browser_microcoat_internet_explorer', 'would_like', 'open', 'pdf', 'document', 'get', 'message', 'before', 'proceed', 'must', 'first', 'launch', 'adobe', 'acrobat', 'accept', 'end', 'user', 'licence', 'agreement', 'user', 'launch', 'adobe', 'acrobat'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'procacity', 'vpn_tr', 'locate_usa', 'since'] ['unlocked_account', 'use_password_management', 'tool', 'account_unlock', 'erp_sid'] ['change_password', 'last_week', 'laptop', 'let', 'password'] ['need', 'approve', 'can_not', 'follow', 'expense_report', 'submit', 'approval', 'personnel', 'no', 'expense_report', 'no', 'start_date', 'end', 'date', 'total', 'cost', 'use', 'reimbursement', 'amount', 'use', 'review', 'expense_report', 'full', 'log_into', 'universal', 'worklist', 'self_service', 'get', 'message', 'mit_gr_en', 'problem', 'approval', 'universal', 'work', 'list'] ['lean_tracker', 'work'] ['kindly_assist', 'unable', 'process', 'dn', 'sec', 'sec', 'system', 'prompt', 'message', 'sutra', 'kindly', 'note', 'unable', 'process', 'dn', 'sec', 'probably', 'order', 'hold', 'today', 'shipping', 'pending', 'solution', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'asia', 'regional', 'distribution', 'centre', 'email', 'unable', 'process', 'sec'] ['dir', 'xd', 'ac', 'open', 'edit', 'seem', 'lock', 'database', 'dir', 'within', 'status', 'ac', 'main', 'original', 'seem', 'checked', 'unlock', 'database', 'dir', 'xd', 'ac', 'lock', 'user'] ['support', 'computer', 'measure', 'device'] ['no', 'option', 'purchasing', 'check', 'status', 'miss', 'purchasing', 'work'] ['computer', 'work'] ['computer', 'risotto', 'work'] ['node_locate_usa', 'village', 'since_pm'] ['ghana', 'report', 'refresh', 'check', 'specialist', 'accounting', 'reporting', 'ghana', 'report'] ['surview', 'application', 'get', 'alarm', 'also', 'saw', 'today', 'application', 'also', 'surview', 'application'] ['account', 'use', 'reporting_tool', 'affect', 'sale', 'employee', 'manager', 'director', 'able', 'access', 'look_like', 'network', 'account_lock', 'need', 'unlocked', 'erp'] ['change_password', 'password_management_tool', 'password', 'get_error_message', 'password', 'seem', 'change', 'remember', 'enter', 'code', 'reset', 'window', 'password', 'enter', 'erp', 'reset_password', 'management_tool', 'password', 'lock', 'erp'] ['try', 'create', 'skype_meeting', 'outlook', 'no', 'skype_meeting', 'button', 'outlook', 'crete', 'meeting', 'request', 'fix', 'issue', 'create', 'skype_meeting', 'request', 'outlook'] ['verify', 'ticket_tool', 'ticket', 'classify', 'usa', 'ticket', 'usa', 'cero', 'europe', 'company', 'checked', 'two', 'user', 'switzerland', 'message', 'display', 'correct', 'actually', 'thought', 'location', 'would', 'determine', 'user', 'usa', 'advise', 'issue', 'user', 'need', 'correction', 'ticket', 'joist', 'berating', 'classify', 'usa_usa', 'user', 'need', 'properly', 'classify', 'ticket_tool'] ['need', 'revise', 'pierce', 'no', 'item', 'change', 'item', 'can_not', 'change', 'check', 'unit_price', 'order', 'item', 'can_not', 'revise'] ['unable_login', 'erp_sid', 'account'] ['create_delivery_note', 'order', 'get_error_message', 'hence', 'can_not', 'issue', 'delivery_note', 'line_item', 'order', 'qty', 'pc', 'delivery', 'plant_plant', 'see', 'available', 'stock', 'via', 'md', 'screen', 'can_not', 'create_delivery_note', 'item', 'get_error_message', 'manually', 'issue', 'dn', 'plant', 'delivery_note', 'creation', 'request'] ['document', 'number', 'relevant', 'document', 'number', 'pr', 'release', 'error', 'process', 'no', 'detail', 'log', 'explanation', 'purchasing', 'issue', 'pr', 'release'] ['outlook', 'able', 'log', 'outlook', 'thow', 'restart_computer', 'several_time', 'without', 'effort', 'outlook', 'no'] ['excel', 'blank', 'open_excel_file'] ['outlook', 'land', 'always', 'show', 'start'] ['no', 'accounting', 'document', 'billing', 'no', 'accounting', 'document'] ['mail_com', 'after', 'maidu', 'search', 'open', 'new', 'page', 'show', 'annex', 'provide', 'next', 'solution', 'thank', 'sr_application', 'engineer', 'optimization', 'mail_com_mail_com', 'after', 'maidu', 'search', 'open', 'new', 'page'] ['genetta', 'outlook', 'work', 'system', 'slow', 'log', 'thrice', 'since', 'pol', 'look_into', 'attach', 'file', 'error_message', 'resolve', 'early', 'user', 'outlook', 'issue'] ['erp', 'netweaver', 'portal', 'no_longer_possible', 'fine', 'navigation', 'call', 'order', 'overview_see', 'attach', 'see', 'order', 'overview', 'possible', 'erp', 'netweaver', 'portal'] ['error', 'kindly_resolve_issue', 'basis', 'erp', 'code', 'error'] ['after', 'erp', 'system', 'login', 'purchase', 'page_displayed', 'follow', 'document', 'process'] ['route', 'card', 'release', 'error_message', 'appear', 'route', 'card', 'get', 'print', 'require', 'resolve_issue', 'print', 'email', 'unless', 'absolutely', 'necessary', 'spread', 'environmental', 'awareness', 'confidentiality', 'caution', 'communication', 'include', 'accompany', 'document', 'intend', 'sole', 'use', 'person', 'address', 'contain_information', 'privileged_confidential', 'exempt', 'disclosure', 'unauthorised', 'reading', 'dissemination_distribution', 'duplication', 'communication', 'someone', 'intend_recipient_strictly_prohibit', 'receipt', 'communication', 'error', 'notify_sender', 'destroy', 'original', 'communication', 'immediately', 'error_message', 'during', 'route', 'card', 'release'] ['network_outage', 'unable_connect', 'lan', 'wi_fi', 'india', 'location', 'contact', 'no', 'network_outage'] ['erp', 'printing', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'usa', 'vpn_router', 'since_pm_et', 'no', 'backup'] ['attendance_tool_password', 'work', 'kindly', 'reset', 'give', 'new', 'password', 'attendance_tool_password', 'work'] ['regard', 'cell_phone', 'model'] ['computer', 'system', 'startup', 'blue_screen', 'water', 'accidentally', 'spill', 'inside', 'computer', 'computer', 'system', 'startup', 'blue_screen'] ['need', 'know', 'processor'] ['reset', 'pas_word', 'erp_sid', 'user_id', 'berstel', 'reset', 'pwr'] ['erp', 'account_lock'] ['idea', 'receive_message', 'cigarillo', 'consultant'] ['service', 'security', 'tool_password', 'stop', 'disabled', 'instal', 'target', 'machine'] ['account_lock', 'unable_login', 'es_portal'] ['lv', 'printing'] ['crm', 'configuration', 'outlook'] ['sound', 'come', 'computer', 'connect', 'device', 'move', 'monitor'] ['issue', 'sound', 'laptop', 'no', 'sound', 'sound', 'issue'] ['put', 'email', 'general', 'junk', 'spam', 'tx', 'email', 'junk'] ['job', 'co', 'val', 'update', 'fail_job_scheduler'] ['ex', 'pilm_conversion', 'server_hostname', 'pilm_conversion', 'server_hostname', 'pilm_conversion', 'server_hostname', 'pilm_conversion', 'server_hostname', 'application', 'pilm', 'schedule', 'task', 'monitor', 'critical', 'state', 'mention', 'server'] ['inquiry', 'erp', 'status', 'unable', 'access', 'es_portal'] ['vip', 'ticket', 'review', 'soothest', 'problem', 'cause', 'exclusion', 'list', 'cm', 'workfellow', 'problem', 'security', 'configuration', 'receives', 'item', 'universal', 'worklist', 'no', 'mail', 'notification', 'trace', 'screen', 'sud', 'attach', 'incident', 'see', 'mail_address', 'incorrectly', 'update', 'madam', 'no_longer', 'receive', 'workfellow', 'notification', 'outlook', 'inbox', 'restore', 'vip', 'workfellow', 'notification', 'universal', 'worklist'] ['crm_dynamic', 'deployment', 'query', 'deployment', 'query'] ['message', 'email'] ['yahoo', 'remails', 'skype', 'viewer', 'load', 'internet', 'work'] ['email', 'sent', 'id', 'sent', 'email', 'advise'] ['sound', 'issue', 'issue'] ['erp', 'log_balance_error', 'vpn', 'issue'] ['anyway', 'add', 'network_drive', 'back', 'computer', 'send', 'instruction', 'add', 'computer', 'plant', 'network_drive', 'delete', 'computer', 'unable', 'work'] ['helco', 'subject', 'pol', 'see', 'snapshot', 'pol', 'unable_connect', 'vpn'] ['job', 'apod_cif', 'psid', 'ap', 'fail_job_scheduler'] ['job', 'apod_cif_pud', 'fail_job_scheduler'] ['job', 'apod_cif_pud', 'eu', 'fail_job_scheduler'] ['unable', 'access', 'engineering_tool', 'due', 'vpn', 'unable', 'access', 'engineering_tool'] ['able_login', 'vpn', 'advise', 'caller', 'restart', 'system', 'check', 'internet_connection', 'advise', 'caller', 'logion', 'company', 'vpn', 'caller_confirm_able_login', 'issue_resolve', 'able_login', 'vpn'] ['sure', 'error', 'come', 'several_time', 'attempt', 'add', 'email', 'crm', 'bottom', 'email', 'show', 'add', 'email', 'crm', 'can_not', 'find', 'anywhere', 'click', 'view', 'crm', 'get', 'error', 'click', 'open', 'new', 'large', 'crm', 'page', 'show', 'create', 'calendar', 'date', 'show', 'regular', 'crm', 'even_after', 'closing', 'reopen', 'show', 'regular', 'crm', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['experience', 'problem', 'elt', 'folder', 'collaboration_platform', 'collaboration_platform', 'view', 'elt', 'meeting', 'current', 'update', 'document', 'uploaded', 'told', 'time', 'set', 'pc', 'reset', 'system', 'reset', 'look_into', 'fix', 'problem', 'vip', 'time', 'set', 'collaboration_platform'] ['crm', 'installation', 'connect', 'user', 'system_use_televiewer', 'instal', 'scrum', 'add', 'outlook_launch', 'outlook', 'user', 'able', 'see', 'crm', 'add', 'outlook', 'issue_resolve', 'crm', 'installation'] ['account', 'new', 'order', 'no', 'error', 'account', 'order', 'no', 'account', 'new', 'order', 'no'] ['outlook', 'configuration', 'vpn', 'connectivity'] ['engineering_tool', 'login', 'issue', 'connect', 'user', 'system_use_televiewer', 'unlocked', 'user', 'account', 'caller_confirm_able_login', 'issue_resolve', 'engineering_tool', 'login', 'issue'] ['require', 'outlook_crm_mfg', 'cooption_issue', 'need', 'crm_tab', 'outlook', 'require', 'outlook_crm_mfg', 'cooption_issue'] ['dell', 'skype_audio_work', 'connect', 'user', 'system_use_televiewer', 'update', 'sound', 'driver', 'restart_pc', 'user', 'able', 'listen', 'audio', 'skype_call', 'issue_resolve', 'dell', 'skype_audio_work'] ['add', 'customer', 'software', 'engineering_tool', 'precision', 'machine', 'amex', 'mangona', 'sa', 'de', 'cv', 'overcast', 'de', 'machine', 'technology', 'hydra', 'cheer', 'rhyme', 'quartus', 'bagio', 'area', 'sale', 'representative', 'message', 'intend', 'exclusive', 'use', 'person', 'address', 'contain_privileged', 'confidential', 'exempt', 'disclosure', 'accordance', 'provision', 'legislation', 'information', 'dissemination_distribution', 'reproduction', 'message', 'another', 'person', 'recipient', 'intend', 'strictly_prohibit', 'receive_message', 'error', 'notify_sender_delete_message', 'company_post', 'message', 'intend', 'exclusive', 'use', 'person', 'address', 'contain_privileged', 'confidential', 'exempt', 'disclosure', 'accordance', 'provision', 'legislation', 'information', 'dissemination_distribution', 'reproduction', 'message', 'another', 'person', 'recipient', 'intend', 'strictly_prohibit', 'receive_message', 'error', 'notify_sender_delete_message', 'company_post', 'support'] ['connect', 'user', 'system_use_televiewer', 'user', 'login', 'portal', 'issue_resolve'] ['ie', 'issue'] ['switch', 'company_usa_usa', 'access_sw', 'company_usa_usa', 'furnace', 'access_sw', 'locate_usa', 'since_pm_et', 'multiple', 'switch', 'company_usa_usa', 'since_pm_et'] ['drive', 'connect', 'vip_address', 'no', 'go', 'checked', 'server', 'no', 'go', 'user', 'mention', 'change_password', 'vpn', 'able', 'connect', 'drive', 'rest', 'driver', 'work_fine', 'accessible', 'inform', 'user', 'get', 'touch', 'one', 'colleague', 'get', 'screen_shot', 'driver', 'access', 'also', 'confirm', 'drive', 'mapping', 'drive', 'password', 'fogo', 'wait', 'user', 'email', 'drive', 'connect'] ['add', 'customer', 'engineering_tool', 'software', 'de', 'precision', 'de', 'amex', 'mangona', 'sa', 'de', 'cv', 'overcast', 'de', 'technologic', 'en', 'chidra', 'paludose', 'sr', 'sale_engineer', 'bailo', 'support'] ['try', 'add', 'change', 'item', 'er', 'get', 'error', 'list', 'engineer', 'product_engineering', 'company', 'technology', 'way', 'usa_pa', 'www', 'lock'] ['error', 'send', 'trs', 'connect', 'vpn', 'problem', 'trs'] ['require', 'outlook_crm_mfg', 'cooption_issue', 'problem', 'detail', 'after', 'set', 'regard', 'calendar', 'item', 'account', 'show', 'assign', 'crm', 'account', 'record', 'ph', 'sd_crm'] ['skype', 'error', 'get', 'skype', 'certificate', 'error'] ['unable_connect', 'erp', 'module', 'even_after', 'connect', 'vpn', 'logion_balance_error', 'work', 'minute', 'back', 'logion_balance_error', 'erp', 'even_after', 'connect', 'vpn'] ['submit_discount', 'through', 'collaboration_platform', 'say', 'access_deny', 'must', 'add', 'favorite', 'happen', 'before', 'infopath', 'issue'] ['unable_connect', 'mobile_broadband'] ['interface', 'company', 'city', 'ap', 'company', 'usa', 'city', 'access_sw_since_et', 'log', 'switch', 'found', 'interface', 'edit', 'uptown', 'line', 'protocol', 'interface', 'change', 'state', 'edit', 'link', 'uptown', 'interface', 'change', 'state', 'company', 'usa', 'city', 'access_sw', 'interface', 'company', 'city', 'ap', 'company', 'usa', 'city', 'access_sw'] ['browser_microcoat_internet_explorer', 'can_not', 'get', 'volume', 'high', 'enough', 'fine', 'yesterday', 'high', 'enough', 'conference_call', 'audio', 'issue', 'dell'] ['order', 'take', 'minute', 'batch', 'one', 'work_center', 'bucket', 'next', 'order', 'operation', 'operation', 'happen', 'multiple', 'order', 'well', 'performance', 'speed', 'issue', 'miri'] ['able', 'get_into', 'outlook', 'keep_get', 'message', 'tell', 'stop', 'work', 'want', 'restart', 'safe_mode', 'repair', 'send', 'phone', 'outlook', 'error'] ['need', 'password_management_tool', 'link'] ['unable_connect', 'tc'] ['usa', 'village', 'company', 'usa', 'wireless', 'access_sw_since_et', 'connection', 'wireless', 'switch', 'company', 'usa', 'access_sw', 'usa', 'village', 'company', 'usa', 'wireless', 'access_sw_since_et'] ['internet_explorer', 'issue'] ['try', 'change', 'log', 'password', 'system', 'keep', 'state', 'old', 'password', 'correct', 'disagree', 'many', 'time', 'careful', 'know', 'typed', 'old', 'password', 'correctly', 'reset_password', 'window', 'login'] ['unlock', 'erp', 'ghana_sid', 'reset_password'] ['observe_alert_monitoring_tool', 'since_et', 'pandy_com', 'reporting_status_hostname', 'investigate', 'cpu', 'load', 'show', 'pandy_com', 'reporting_status_hostname', 'investigate'] ['crm', 'mobile_device', 'work', 'see_screen_shot', 'cid', 'ed', 'crm', 'mobile_phone'] ['unable', 'get', 'remails', 'sync', 'tamlung', 'mobile_device'] ['user', 'unable_connect', 'machine', 'shop_floor', 'machine', 'name', 'kazak', 'contact', 'user', 'unable_connect', 'machine', 'shop_floor'] ['pm', 'tool', 'sd', 'miss', 'currency', 'table', 'pm', 'tool', 'sd', 'prod'] ['office', 'reinstall'] ['recall', 'new', 'form', 'developed', 'tomb', 'project', 'specially', 'per', 'requirement', 'print', 'email', 'unless', 'really', 'need', 'preserve', 'tree', 'planet', 'earth', 'need', 'little'] ['format', 'one', 'require', 'bin', 'number', 'delivery_note', 'aware', 'special', 'requirement', 'delivery_note', 'forgot', 'mention', 'need', 'little'] ['include', 'field', 'enter', 'jazz', 'broquery', 'member', 'include', 'purchase', 'group', 'pr', 'po', 'analysis'] ['xerox', 'office', 'turn', 'no', 'power', 'outlet', 'plug', 'good'] ['computer', 'olympus', 'no', 'access', 'hostname', 'eu_tool', 'possible'] ['printer', 'msg', 'second', 'floor', 'file', 'work', 'rectify', 'problem', 'immediately', 'printer', 'work'] ['many', 'time', 'before', 'after', 'system', 'password', 'change', 'outlook', 'dozen', 'start', 'attach', 'outlook', 'dozen', 'start'] ['co_account_assignment_different', 'profit_center'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'scopic', 'describe_issue', 'remove', 'plant', 'controller', 'role', 'three', 'user', 'discuss', 'need', 'access', 'scopic', 'need', 'would', 'prefer', 'assign', 'role', 'co', 'view', 'instead', 'plant', 'controller', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['install', 'eu_tool', 'bls', 'computer', 'olympus'] ['read_write', 'permission', 'user', 'materia', 'folder', 'set', 'line', 'thank', 'read_write_access', 'folder', 'line', 'set'] ['dis', 'dad'] ['good_day', 'senior', 'buyer', 'company', 'anniversary', 'logo', 'request', 'access', 'sid'] ['printer', 'setup', 'vd', 'pc'] ['outlook', 'get', 'update', 'automatically', 'periodically', 'time', 'time', 'need', 'update', 'send', 'receive', 'folder', 'issue', 'persists', 'since_last', 'sep', 'system', 'give', 'dept', 'no', 'improvement', 'outlook', 'issue'] ['problem', 'collaboration_platform', 'infopath'] ['component', 'see', 'wrong', 'subcontract', 'demand', 'erp', 'come', 'parent', 'strange', 'thing', 'po', 'reference', 'subcontract', 'po', 'need', 'understand', 'go', 'wrong', 'need', 'remove', 'incorrect', 'demand', 'erp', 'pur', 'wrong', 'subcontract', 'demand', 'material'] ['volume_label', 'dat_hostname', 'data', 'server_space_consume_space', 'available', 'hostname_volume', 'space_consume_space_available'] ['iowa', 'open', 'error', 'page_displayed', 'iowa', 'open'] ['volume_label', 'syst', 'hostname', 'server_space_consume_space', 'available', 'hostname_volume', 'space_consume_space_available'] ['erp_sid', 'finance', 'user', 'temser', 'change', 'layout', 'fb', 'inf', 'default', 'set', 'everyone', 'figure', 'layout', 'default', 'before', 'chosen', 'erp', 'know', 'exactly', 'really', 'default', 'happens', 'time', 'time', 'user', 'aware', 'set', 'default', 'everyone', 'user', 'temser', 'change', 'layout', 'fb', 'default', 'set', 'everyone'] ['network', 'connection', 'computer', 'produce', 'alfiona', 'mess', 'hall', 'space', 'no', 'network', 'connection', 'computer'] ['reset', 'appreciate', 'hub', 'password', 'appreciate', 'hub', 'password'] ['application', 'account', 'possible', 'error_message', 'address', 'account', 'currently', 'lock', 'use', 'registration', 'account_lock'] ['outlook', 'take', 'much', 'time', 'open'] ['unable', 'change_password', 'through_password_management', 'tool'] ['provide_access', 'wy', 'printer', 'machine', 'tool', 'business', 'trainee', 'trainee', 'login', 'id', 'computer', 'no', 'access', 'printer', 'wy', 'trainee'] ['open', 'ticket', 'erp', 'co', 'group', 'review', 'issue', 'tandy', 'delivery', 'gi', 'work', 'co', 'assignment_different_profit_center', 'error', 'gi', 'tandy', 'delivery'] ['unlock', 'window', 'account', 'user', 'account_lock', 'release', 'request'] ['one', 'workman', 'whose', 'user_id', 'hish', 'able_login', 'es', 'user_id', 'lock', 'kiosk_user', 'set', 'password', 'confirm', 'hr', 'share', 'service', 'center', 'password_reset', 'hish'] ['profile', 'show', 'different', 'picture', 'collaboration_platform', 'outlook', 'skype', 'see_attach', 'correct', 'one', 'one', 'show', 'attachment', 'actual', 'jpg', 'picture', 'collaboration_platform', 'outlook', 'skype', 'user'] ['job_job_fail_job', 'scheduler', 'unable', 'release', 'guest', 'error', 'fail', 'unfreeze', 'guest', 'system', 'network', 'mode', 'pc', 'function', 'call', 'fail', 'function', 'unfreeze', 'target', 'machine', 'pc', 'error', 'remote_procedure_call', 'fail', 'code', 'job_job_fail_job', 'scheduler'] ['colleague', 'need', 'password_reset', 'erp', 'herp', 'modulus', 'user', 'gruf', 'password_reset'] ['marco', 'assign', 'task', 'proofread', 'require', 'download', 'into', 'dropax', 'allow', 'use', 'dropax'] ['erp', 'password', 'time', 'enter', 'wrong', 'erp', 'account_unlock', 'erp', 'account', 'block'] ['india', 'coat', 'interface', 'volans', 'company_ap_ind', 'india', 'coat', 'vpn', 'since_pm_et'] ['change_password', 'engineering_tool', 'day', 'back', 'show', 'successfully', 'change', 'still', 'able_login', 'check', 'error_message', 'image', 'engineering_tool', 'log', 'problem'] ['add', 'new', 'customer', 'make', 'new', 'engineering_tool', 'enter', 'country', 'city', 'use', 'button', 'new', 'anymore', 'engineering_tool', 'problem'] ['sw', 'temperature', 'sensor', 'yellow', 'company_ap_chn_apac', 'access_sw', 'hardware', 'component', 'warn', 'critical', 'state', 'detect', 'apac', 'apac', 'temperature', 'sensor', 'yellow', 'company_ap_chn_apac', 'access_sw', 'pm_et'] ['outlook', 'work', 'receive_message', 'license', 'product', 'vip', 'outlook', 'work', 'receive_message', 'license', 'product'] ['unable', 'proceed', 'opening', 'new', 'customer', 'account', 'advise', 'issue', 'new', 'customer', 'account'] ['recently', 'advise', 'password', 'need', 'change', 'go', 'password', 'site', 'change_password', 'password', 'different', 'thing', 'change', 'except', 'one', 'startup', 'log_onto', 'computer', 'fail', 'change', 'change', 'one', 'sign', 'password'] ['boot', 'issue', 'laptop', 'user', 'request', 'local', 'check', 'laptop', 'pc', 'booting', 'user', 'plug', 'power', 'adaptor', 'still', 'no', 'go', 'service_tag', 'asset', 'tag', 'ph', 'boot', 'issue', 'laptop'] ['browser_microcoat_internet_explorer', 'computer', 'keep', 'go', 'line', 'computer', 'keep', 'go', 'line'] ['user', 'relieve', 'email', 'iphone', 'checked', 'user', 'account', 'fine', 'checked', 'user', 'account', 'cp', 'site', 'fine', 'advise', 'user', 'contact', 'vendor', 'user', 'relieve', 'email', 'iphone'] ['browser_microcoat_internet_explorer', 'reset_password', 'today', 'skype', 'take', 'password', 'vip', 'skype', 'login', 'issue'] ['browser_microcoat_internet_explorer', 'software', 'installation', 'software', 'installation'] ['unable_print', 'erp', 'job', 'after', 'rout'] ['change', 'printer'] ['assign', 'bill', 'necessary', 'permission', 'open', 'drawing', 'see_attachment', 'bill', 'farewell', 'access', 'drawing', 'hostname_department', 'engineering', 'process', 'sheet', 'cakey', 'dug'] ['previous', 'ticket', 'issue', 'experience', 'today', 'sure', 'keep', 'issue', 'someone', 'understand', 'something_wrong', 'something', 'use', 'daily', 'need', 'access', 'description', 'try', 'look', 'configuration', 'get', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'quote_engine'] ['investigate', 'issue', 'product', 'selector', 'currently', 'no', 'data', 'load', 'company', 'website', 'product', 'selector', 'work'] ['no', 'display', 'external_monitor', 'connect', 'through', 'dock_station', 'request', 'kindly_look_into', 'video', 'display', 'issue', 'computer', 'get', 'display', 'external_monitor', 'docked', 'dock_station', 'dock_station', 'able', 'get', 'display', 'external_monitor', 'vet', 'issue', 'three', 'month', 'intermittent', 'earlier', 'discuss', 'aware', 'issue', 'work', 'together', 'reinstall', 'video', 'driver', 'issue', 'still', 'persists', 'leave', 'computer', 'security', 'request', 'assistance', 'no', 'display', 'external_monitor', 'connect', 'through', 'dock_station'] ['unable_print', 'printer', 'install_driver'] ['scrum', 'outlook', 'opening', 'connect', 'user', 'system_use_televiewer', 'reconfigured', 'user', 'profile', 'launch', 'outlook', 'caller_confirm', 'able', 'see', 'remails', 'outlook', 'issue_resolve', 'scrum', 'outlook', 'opening'] ['stay', 'open', 'screen', 'complete', 'like', 'day', 'site', 'meeting', 'able', 'answer', 'phone', 'outlook', 'pc', 'open'] ['unable', 'access', 'window', 'account'] ['fault', 'techne', 'trouble', 'dip', 'request', 'miss', 'fault'] ['load', 'crm', 'mobile_app', 'time', 'return', 'phone', 'desktop', 'before', 'complete', 'download', 'require', 'crm', 'mobile_app'] ['user', 'havening', 'issue', 'skype_audio', 'connect', 'user', 'system_use_televiewer', 'checked', 'audio', 'setting', 'give', 'call', 'user', 'fine', 'issue_resolve', 'user', 'havening', 'issue', 'skype_audio'] ['make', 'mistake', 'change', 'permission', 'basically', 'everything', 'follow', 'page', 'want', 'see', 'way', 'restore', 'permission', 'yesterday', 'collaboration_platform', 'permission'] ['user', 'want', 'check', 'email', 'spam', 'connect', 'user', 'system_use_televiewer', 'assign', 'ticket', 'spam', 'educate', 'user', 'issue_resolve', 'user', 'want', 'check', 'email', 'spam'] ['problem', 'skype', 'able', 'find', 'colleague', 'skype', 'problem'] ['ie', 'cleanup'] ['unable', 'access', 'ibex_analyzer', 'nothing_happens', 'click', 'pc', 'phone', 'unable', 'access', 'ibex_analyzer'] ['password_reset', 'need', 'erp', 'login', 'information', 'misplace'] ['outlook', 'ask', 'reactivate'] ['unable_print', 'printer', 'hp', 'color', 'laser', 'cl', 'cl', 'connect', 'user', 'system_use_televiewer', 'printer', 'keep', 'ask', 'update', 'driver', 'install_driver', 'no', 'go', 'contact', 'computer', 'name', 'user', 'want', 'local', 'look', 'many', 'user', 'faceting', 'similar', 'issue', 'unable_print', 'printer', 'hp', 'color', 'laser', 'cl', 'cl'] ['sb', 'port', 'work', 'time', 'sb', 'port', 'issue'] ['upgraded', 'ie', 'workstation', 'ie', 'upgrade'] ['user', 'want', 'change', 'erp', 'printer', 'port', 'port'] ['lonhyn', 'browser_microcoat_internet_explorer', 'try', 'find', 'expense_report', 'approve', 'email', 'say', 'one', 'approve', 'show', 'try', 'find', 'expense_report', 'approve', 'email', 'say', 'one', 'approve', 'show'] ['crm_app', 'installation'] ['can_not_connect', 'hostname', 'engineering', 'application', 'go', 'through', 'company', 'vpn', 'access', 'hostname', 'hostname', 'hostname', 'server', 'through', 'vpn', 'access', 'hostname', 'office', 'access', 'remotely', 'through', 'vpn', 'can_not_connect', 'hostname', 'engineering', 'application', 'go', 'through', 'company', 'vpn', 'access', 'hostname', 'hostname', 'hostname'] ['user', 'tamlung', 'galaxy', 'device', 'android', 'want', 'install', 'use', 'dynamic_crm', 'app', 'app', 'require', 'android', 'minimum', 'unable', 'install', 'crm_app', 'galaxy'] ['server', 'environment', 'sid', 'responds', 'internal_server_error', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'happens', 'log', 'erp', 'language', 'de', 'german', 'happen', 'model', 'mill_model', 'case', 'log', 'erp', 'en', 'language', 'model', 'work_fine', 'mill_model', 'model', 'come', 'select', 'product', 'platform', 'system', 'hang', 'erp', 'vc', 'application', 'sid', 'environment', 'work', 'internal_server_error'] ['hostname', 'application', 'pilm', 'schedule', 'task', 'monitor', 'node_hostname', 'critical', 'state'] ['eu_tool', 'issue', 'since', 'upgraded', 'bit', 'keep', 'say', 'memory', 'phone', 'eu_tool', 'issue'] ['confirm', 'upgrade', 'occur', 'town', 'during', 'week', 'upgrade', 'never', 'prompt', 'anything', 'suspect', 'happen', 'need', 'schedule', 'upgrade', 'computer', 'need', 'upgrade', 'ie'] ['example', 'problem', 'discuss', 'key', 'user', 'call', 'sometimes', 'ship', 'address', 'change', 'system'] ['submit', 'several', 'report', 'couple', 'day', 'ago', 'let', 'create_new', 'report', 'need', 'issue_resolve', 'engineering_tool', 'issue', 'high', 'importance'] ['need', 'access', 'user', 'collaboration_platform', 'inform', 'collaboration_platform', 'business', 'permanently', 'delete', 'day', 'need', 'access', 'collaboration_platform', 'see', 'information', 'need', 'need', 'access', 'user', 'collaboration_platform'] ['material', 'show', 'piece', 'demand', 'plant', 'parent', 'mm', 'refers', 'subcontract', 'po', 'po', 'close', 'component', 'ship', 'vendor', 'movement', 'book', 'movement', 'together', 'movement', 'good_receipt', 'show', 'erp', 'still', 'demand', 'piece', 'po', 'wrong', 'demand', 'clean', 'erp', 'pur', 'wrong', 'subcontract', 'demand', 'mm'] ['access', 'collaboration_platform', 'asks', 'undername_password', 'go_into', 'constant', 'loop', 'two', 'field', 'enter', 'never', 'actually', 'get', 'collaboration_platform', 'can_not', 'access', 'collaboration_platform'] ['vitalist', 'unable', 'see', 'customer', 'list', 'crm', 'see_attach', 'user_id', 'contact', 'no', 'vitalist', 'unable', 'see', 'customer', 'list', 'crm'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'bonnet', 'show', 'lock', 'tell', 'error', 'get', 'log', 'sure', 'temporarily', 'unable', 'seem', 'ok', 'account_lock'] ['error', 'start', 'erp', 'netweaver', 'solve', 'global', 'portfolio', 'advanced', 'material', 'gpcd', 'erp', 'netweaver', 'error'] ['reset', 'erp_sid', 'password', 'marcel', 'issue', 'log', 'after', 'reset_password', 'use_password_management', 'tool_password_reset', 'erp_sid'] ['create', 'purchase', 'requisition', 'purchasing', 'work', 'get', 'follow', 'error', 'massage', 'action', 'perform', 'no', 'data', 'found', 'employee', 'inform', 'system', 'administrator', 'pr'] ['source_vip_source_port', 'source_vip_elocation_lisbon', 'port_destination_vip_destination', 'host', 'time', 'iphone', 'system', 'name', 'found', 'user', 'found', 'location', 'usa', 'sum_status', 'found', 'field_sale_user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event_server_response', 'anubis_sinkhole_cookie_set', 'probable_infect_asset_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_port_source_vip', 'elocation_lisbon_port_destination', 'vip_destination_host', 'time', 'iphone', 'destination_port', 'destination', 'mac_address', 'connection_directionality_incoming_protocol', 'cp_hatty_status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'security_correlation_data_cpd', 'time', 'iphone', 'via_eth_relay_lease', 'duration_renew', 'ascii_packet', 'cap_ascii', 'cap_ascii', 'hex_packet', 'cap_hex', 'alef', 'wjc', 'code', 'cb', 'bf', 'adc', 'pau', 'neaf', 'ee', 'ec', 'hatty', 'move', 'tempo', 'da', 'warily', 'server', 'ninox_date', 'thus', 'da', 'mt', 'cont', 'pent', 'type', 'text', 'cd', 'fe', 'ea', 'html', 'connection', 'cf', 'da', 'fb', 'close', 'set', 'cook', 'ie', 'abstr', 'sid', 'domba', 'de', 'ae', 'dd', 'mysid', 'com', 'ac', 'ea', 'location', 'hatty', 'ff', 'ed', 'soso', 'apis', 'muesli', 'fod', 'dz', 'com', 'ad', 'go', 'ht', 'af', 'fe', 'tp', 'soso', 'apis', 'ae', 'hdkf', 'slid', 'com', 'cap_hex', 'event_id_event', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_occurrence_count_event', 'count_host_connection_information', 'source_vip_source_host', 'addr', 'arupa', 'com', 'source_port_source_vip', 'elocation_lisbon_port_destination', 'vip_destination_host', 'time', 'iphone', 'destination_port', 'destination', 'mac_address', 'connection_directionality_incoming_protocol', 'cp_hatty_status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'security_correlation_data_cpd', 'time', 'iphone', 'via_eth_relay_lease', 'duration_renew', 'ascii_packet', 'cap_ascii', 'cap_ascii', 'hex_packet', 'cap_hex', 'celeb', 'fb', 'af', 'cb', 'abb', 'idcue', 'neaf', 'ee', 'ab', 'hatty', 'bd', 'ok', 'server', 'da', 'ninox_date', 'th', 'sep', 'fe', 'mt', 'con', 'tent', 'type', 'text', 'dc', 'da', 'ee', 'fe', 'html', 'connection', 'ff', 'close', 'set', 'coo', 'kie', 'abstr', 'fod', 'dom', 'ed', 'ed', 'fod', 'mysid', 'com', 'da', 'content', 'encode', 'da_da', 'fb', 'ng', 'zip', 'cap_hex_security_incident', 'possible_malware_infection_traffic', 'sinkhole_domain', 'time', 'iphone'] ['create_new', 'ship', 'sell', 'via', 'distributor_tool', 'ship', 'found', 'either', 'ecce', 'distributor_tool', 'see', 'actually', 'exists', 'crm', 'situation', 'ship', 'data', 'complete', 'crm', 'system', 'show', 'error', 'reason', 'ship', 'transfer', 'into', 'ecce', 'look', 'ship', 'create', 'distributor_tool', 'visible', 'ecce'] ['source_vip_system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'event_data_related', 'event_event_id', 'event_server_response', 'anubis_sinkhole_cookie_set', 'probable_infect_asset_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_host', 'addr', 'arupa', 'com', 'source_port_source_vip', 'elocation_lisbon_port_destination', 'vip_destination_host', 'destination_port', 'destination', 'mac_address', 'ay', 'ba', 'ec', 'connection_directionality_incoming_protocol', 'cp_hatty_status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap', 'security_correlation_data_cpd', 'ay', 'ba', 'ec', 'via_eth_relay_lease', 'duration_renew', 'ascii_packet', 'cap_ascii', 'cap_ascii', 'hex_packet', 'cap_hex', 'fa', 'ec', 'fab', 'af', 'fae', 'dd', 'dade', 'hatty', 'bd', 'ok', 'ser', 'da', 'ver', 'ninox_date', 'thus', 'sep', 'mt', 'fe_content', 'type', 'dc', 'da', 'ee', 'ext', 'html', 'connect', 'fe', 'timon', 'close', 'set', 'ff', 'cookie', 'abstr', 'fod', 'ed', 'sid', 'domain', 'space', 'dd', 'fe', 'ambiance', 'com', 'con', 'tent', 'encode', 'ad', 'af', 'zip', 'cap_hex_security_incident', 'possible_malware_infection_traffic', 'sinkhole_domain'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant_plant', 'issue', 'description_error_message', 'no', 'message', 'unable_create_delivery'] ['footer', 'banking', 'detail', 'print', 'warehouse_tool', 'customer', 'reject', 'warehouse_tool', 'footer', 'detail', 'correct', 'sale', 'warehouse_tool', 'reject', 'banking', 'detail', 'print'] ['unable', 'detect', 'dell', 'sb', 'adapter'] ['india', 'high', 'latency'] ['analysis_add', 'get', 'disabled'] ['computer', 'lose', 'connectivity', 'network', 'usa_facility', 'mgr'] ['computer', 'partial', 'connectivity', 'network', 'can_not', 'get', 'drive', 'need', 'usa_facility', 'mgr'] ['computer', 'move', 'new', 'location', 'new', 'setup', 'need', 'complete', 'production', 'interrupt', 'note', 'enter', 'ticket', 'move', 'clad', 'computer', 'move', 'new', 'location'] ['operator', 'area', 'work', 'standstill', 'also', 'affect', 'subsequent', 'operation', 'near', 'end', 'product', 'need', 'move', 'computer', 'work', 'need', 'complete', 'clad', 'computer', 'can_not', 'access', 'erp', 'shop_floor_app', 'share', 'file', 'work'] ['next', 'week', 'operator', 'control', 'desk', 'move', 'make', 'room', 'equipment', 'computer', 'setup', 'computer', 'connect', 'furnace', 'operation', 'monitoring', 'operator', 'area', 'table', 'need', 'physically', 'move', 'cable', 'need', 'activate_new', 'location', 'computer', 'area', 'connect', 'shop_floor_app', 'share', 'file', 'operator', 'access', 'work', 'file', 'must', 'work', 'new', 'location', 'desk', 'move', 'cable', 'need', 'run', 'new', 'location', 'service', 'need', 'restore', 'new', 'location'] ['location', 'access', 'database', 'roll', 'information', 'currently', 'need', 'interrupt', 'data', 'entry', 'extract', 'information', 'project', 'also', 'database', 'stop', 'calculate', 'density', 'number', 'fix', 'limited', 'experience', 'access', 'fix', 'problem', 'look_like', 'path', 'lan', 'roll', 'contact', 'computer', 'office', 'need', 'access', 'drive', 'roll', 'data'] ['resolution', 'screen', 'pc', 'emmew', 'bad', 'change', 'accepted'] ['check', 'error', 'get', 'during', 'log', 'engineering_tool', 'change', 'laptop', 'detail', 'follow', 'computer', 'name_service_tag', 'model', 'name', 'latitude', 'user', 'earlier', 'use', 'engineering_tool', 'laptop', 'user', 'user', 'laptop', 'error', 'during', 'engineering_tool', 'login', 'mention', 'error', 'get', 'during', 'company', 'engineering_tool', 'log', 'description', 'engineering_tool', 'log', 'problem'] ['reset', 'sid', 'password', 'soon_possible', 'reset_password', 'erp', 'qaf', 'erp'] ['laptop', 'start', 'docked', 'blue', 'power', 'light', 'light', 'briefly', 'go'] ['check', 'error', 'get', 'during', 'log', 'business_client', 'business_client', 'error', 'during', 'log'] ['bluetooth', 'headset', 'get', 'no', 'connection', 'pc', 'bluetooth', 'headset', 'get', 'no', 'connection', 'pc', 'assign', 'germany'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information', 'printer', 'name_make', 'model', 'wy', 'detailed_description_problem', 'wy', 'printer', 'add', 'pc', 'type_document_printing', 'email_excel_word', 'printer', 'problem', 'issue', 'information'] ['need', 'reset_password', 'erp_sid', 'system'] ['add', 'new', 'sr', 'follow', 'distribution_list', 'email', 'bucket', 'company', 'sr', 'poland', 'company', 'sale', 'company', 'promotion', 'emea', 'add', 'bucket', 'company', 'promotion', 'emea', 'add', 'new', 'employee', 'distribution_list'] ['see_attachment', 'contact', 'yuk', 'see_attachment'] ['call', 'germany', 'office', 'telephony_software', 'hear', 'hear', 'append', 'twice', 'today', 'last', 'interaction_id', 'also', 'week', 'ago', 'no', 'problem', 'call', 'people', 'inside', 'outside', 'company', 'call', 'germany', 'office', 'telephony_software', 'hear'] ['block', 'warehouse_tool', 'system', 'reason', 'block', 'document', 'save', 'foreign', 'trade', 'data', 'incomplete', 'ticket', 'after', 'first', 'analysis', 'info', 'available', 'mm', 'concerned', 'material', 'know', 'fix', 'issue', 'before', 'complete', 'document', 'provide', 'information', 'make', 'analysis', 'order', 'avoid', 'issue', 'futuro', 'block', 'warehouse_tool'] ['try', 'take', 'training_course', 'start', 'course', 'video', 'play', 'advise_comp_sr_application', 'eng', 'video', 'play', 'training'] ['octuplex', 'bewitch', 'create', 'account'] ['kindly_assist', 'unable', 'access', 'sid', 'system', 'attach', 'reference', 'unable', 'access', 'sid'] ['reset_password', 'erp_sid', 'erp', 'system', 'reset_password', 'erp', 'qaf', 'erp'] ['able_login', 'beyond', 'evolution', 'campaign', 'reporting_engineering_tool', 'site', 'certify', 'content', 'able_login', 'beyond', 'evolution', 'campaign', 'reporting_engineering_tool'] ['able', 'log', 'business_client', 'soft', 'ware', 'laptop', 'pl', 'needful', 'priority', 'business_client', 'issue'] ['erp', 'herp', 'cm', 'account_lockout'] ['pc', 'emp', 'rebuild'] ['unable_create_delivery', 'hallan', 'due', 'error', 'able', 'create', 'dc'] ['id', 'printer', 'work', 'company'] ['account_lock', 'mobile', 'wireless', 'authentication', 'trouble'] ['access', 'point', 'defet'] ['would_like', 'no', 'phone', 'seek', 'appear', 'problem', 'outlook'] ['problem', 'skype'] ['pic', 'plant', 'run_dn', 'check', 'stock', 'issue'] ['vd', 'player', 'work', 'pc', 'kindly', 'rectify', 'contact', 'number', 'vd', 'plyer', 'work'] ['login', 'problem', 'skype'] ['check', 'gi', 'delivery_note'] ['unable_login', 'bcd', 'travel', 'side', 'creation', 'password', 'fail', 'see', 'gruf', 'account'] ['poland', 'experience', 'response_time', 'slowness'] ['usa', 'interface', 'uplink_company', 'usa_usa', 'conformal', 'core_sw', 'company_usa_usa', 'conformal', 'bld', 'stack', 'et', 'usa', 'interface', 'since_et'] ['several', 'user', 'orth', 'include', 'experience', 'drop', 'performance', 'since', 'hour', 'opening', 'transaction', 'execute', 'transaction', 'extract', 'data', 'erp', 'take', 'significantly', 'longer', 'usually', 'check', 'erp_sid', 'long', 'response_time', 'long', 'runtime'] ['advise', 'collaboration_platform', 'save', 'sync', 'file', 'notice', 'get', 'say', 'sync', 'problem', 'collaboration_platform'] ['problem', 'eu_tool', 'get', 'transfer', 'time', 'employee', 'download', 'file', 'empty', 'without', 'patas', 'possible', 'calculate', 'productivity', 'plant', 'germany', 'mit_gr', 'sen', 'eu_tool', 'problem'] ['daily', 'reset', 'vpn', 'password', 'account', 'every', 'second', 'time', 'log', 'password', 'block', 'solve_problem', 'structural', 'basis', 'contact', 'user', 'frequent_account', 'lock'] ['provide', 'permission', 'file', 'department', 'networking'] ['telephone', 'exchange', 'mike', 'mobile_phone', 'cigaret', 'sl', 'defective'] ['since', 'many', 'user', 'multiple', 'sell', 'tos', 'assign', 'profile', 'eg', 'mfg', 'tooters', 'distributor', 'issue', 'add', 'new', 'ship', 'create_new', 'ship', 'related', 'current', 'select', 'sell', 'work_fine', 'change', 'sell', 'create', 'exact', 'ship', 'system', 'error', 'ship', 'exists', 'problem', 'user', 'can_not', 'create', 'recipient', 'address', 'multiple', 'different', 'sell', 'tos', 'duplication', 'check', 'do', 'exist', 'ship', 'tos', 'currently', 'select', 'sell', 'ship', 'creation', 'error'] ['pol', 'arrange', 'full', 'access', 'oscar', 'sero', 'follow', 'oe', 'drive', 'team', 'team', 'oe', 'katha', 'file', 'team', 'oe', 'katha', 'full', 'access', 'oe', 'drive', 'orth'] ['unable', 'logion', 'erp', 'system', 'check', 'many', 'logion', 'erp', 'system'] ['engineering_warehouse', 'company', 'volans', 'interface', 'since_et', 'power_outage', 'engineering_warehouse', 'company', 'interface', 'volans', 'since_et'] ['update', 'form', 'want', 'close', 'issue', 'wb', 'sin', 'nb'] ['provide', 'list', 'permission', 'access'] ['user', 'new', 'employee', 'unable', 'create', 'expense_report', 'get', 'error', 'mention', 'find_attachment', 'unable', 'create_new', 'expense_report', 'info', 'type', 'error'] ['password', 'logion', 'no_longer_possible', 'many_fail_attempt', 'log', 'erp'] ['usa', 'access', 'configure', 'outlook', 'exchange', 'window', 'phone'] ['log', 'erp', 'reset_password', 'use_password_management', 'tool_password_reset'] ['good_day', 'observe', 'like', 'pilm', 'response', 'slow', 'kindly', 'take', 'action', 'pilm', 'response', 'slow'] ['user', 'complain', 'erp', 'response', 'slow', 'get', 'disconnect', 'frequently'] ['give', 'name', 'surname', 'change', 'require', 'window', 'domain', 'change', 'saravan', 'give', 'name', 'sur', 'name', 'change', 'require', 'window', 'dormin'] ['erp', 'slow', 'take', 'second', 'execute', 'transaction', 'india', 'erp', 'slow_response'] ['apac', 'company', 'company_ap_chn_apac', 'shop', 'closet', 'access_sw', 'uplink_company', 'ap_chn', 'apac', 'access_sw_since_et', 'apac', 'company', 'company_ap_chn_apac', 'shop', 'closet', 'access_sw_since_et'] ['security', 'tool', 'notification', 'password', 'verification', 'failure', 'monitoring_tool', 'azure', 'server'] ['apac', 'china', 'apac', 'plant', 'report', 'erp', 'slowness'] ['account', 'extend', 'div', 'crm', 'new', 'extension', 'replicate', 'sid', 'yet', 'advise', 'ph', 'acct'] ['keep', 'restart', 'outlook', 'computer', 'outlook', 'issue', 'user', 'call', 'back'] ['dell', 'sound', 'issue', 'connect', 'user', 'system_use_televiewer', 'instal', 'sound', 'driver', 'restart_pc', 'sound', 'work_fine', 'issue_resolve', 'dell', 'sound', 'issue'] ['past', 'two', 'day', 'account', 'repeatedly', 'lock', 'enter', 'wrong', 'password', 'row', 'pc', 'unlocked', 'several_time', 'ask', 'request', 'trace', 'determine', 'cause', 'account_lock', 'account', 'user', 'repeatedly', 'lock', 'run', 'trace', 'determine', 'cause'] ['outlook_launch', 'connect', 'user', 'system_use_televiewer', 'uninstalled', 'reinstall', 'scrum', 'restart_pc', 'caller_confirm', 'able', 'see', 'remails', 'outlook', 'issue_resolve', 'outlook_launch'] ['use', 'supervisor', 'usa', 'change', 'supervisor', 'location', 'credit', 'memo', 'return', 'still', 'come', 'workfellow', 'forward', 'today', 'inform', 'lead', 'usa_usa', 'usa', 'sent', 'update', 'erp', 'get', 'rout', 'properly', 'customer', 'service', 'supervisor', 'workfellow'] ['able_login', 'vpn', 'advise', 'caller', 'restart', 'system', 'check', 'internet_connection', 'update', 'driver', 'advise', 'caller', 'logion', 'company', 'vpn', 'caller_confirm_able_login', 'issue_resolve', 'able_login', 'vpn'] ['determine', 'network', 'problem', 'error', 'web', 'page', 'recover', 'miri', 'erp', 'slow', 'use_quick_ticket', 'within', 'erp', 'folder', 'erp', 'run_slow', 'erp', 'miri', 'one', 'transaction_impact', 'operator', 'erp', 'server', 'server', 'name', 'locate', 'status_bar', 'bottom_right', 'screen', 'sid', 'co_worker_also', 'notice_slow_response_time', 'erp', 'happen', 'multiple', 'machine', 'application', 'run_slow', 'miri', 'application', 'available', 'operator', 'access', 'data', 'file', 'server', 'comment', 'issue', 'system', 'slow_response', 'happens', 'during', 'shift', 'change', 'lot', 'activity', 'system', 'network', 'problem_multiple_application', 'run_slow'] ['add', 'allow', 'sender', 'list', 'ux', 'member', 'vip', 'add', 'allow', 'sender', 'list', 'ux', 'member'] ['browser_microcoat_internet_explorer', 'load', 'company', 'home_page', 'engineering_tool', 'engineering_tool', 'work'] ['can_not', 'print', 'pc', 'anymore', 'print', 'stall', 'print', 'queue'] ['browser_microcoat_internet_explorer', 'request', 'remove', 'day', 'pick', 'route', 'logic', 'supply_chain', 'customer', 'plant', 'view', 'request', 'remove', 'day', 'pick', 'route', 'logic', 'supply_chain', 'customer', 'plant', 'view'] ['computer', 'crashed', 'after', 'reboot'] ['browser_microcoat_internet_explorer', 'connect', 'outlook', 'unable_connect', 'outlook'] ['able', 'search', 'remails', 'use', 'subject', 'option', 'case', 'come', 'hence', 'become', 'difficult', 'retrieve', 'past', 'detail', 'require', 'many', 'reference', 'plus', 'address', 'book', 'detail', 'also', 'sync', 'automatically', 'pl', 'fix', 'email', 'search', 'option', 'issue'] ['lathery', 'still', 'wait', 'confirmation', 'agree', 'globally', 'within', 'finance', 'emea', 'apac', 'order', 'move', 'otc', 'report', 'use', 'finance', 'receive', 'confirmation', 'cancel', 'ticket', 'wait', 'till', 'cancel', 'hope', 'comprehend', 'ticket', 'change', 'report', 'last', 'email'] ['account_expire', 'user', 'user_id', 'account_expire', 'user'] ['company', 'remails', 'personal'] ['interface', 'connection', 'tech', 'interface', 'dr', 'connection', 'top', 'usa', 'interface', 'tech', 'since_et'] ['dell', 'sound', 'issue', 'skype_call', 'connect', 'user', 'system_use_televiewer', 'upgraded', 'system', 'bios', 'restart_pc', 'checked', 'skype_audio', 'setting', 'give', 'call', 'user', 'through', 'skype_audio', 'work_fine', 'contact', 'dell', 'sound', 'issue', 'skype_call'] ['need', 'follow', 'person', 'germany', 'authorization', 'give', 'folder', 'hostname', 'mud', 'shipping', 'read', 'authorization', 'pl', 'metallurgy', 'th', 'langate', 'pl', 'cut', 'body', 'boyer', 'pl', 'rod', 'production', 'sv', 'distribution', 'ritz', 'cowskin', 'control', 'control', 'set', 'authorization', 'folder'] ['currently', 'run', 'into', 'issue', 'context', 'menu', 'displayed', 'right', 'click', 'excel', 'document', 'menu', 'pop', 'excel', 'document', 'frequently', 'use', 'format', 'cell', 'work', 'file', 'assist', 'request', 'un', 'install', 'install', 'excel'] ['unable_connect', 'projector', 'system', 'unable_connect', 'projector'] ['miri', 'password_reset'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'gowfer', 'describe_issue', 'see_attachment', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'attach', 'provide_access_user', 'erp', 'access', 'issue', 'sid'] ['use', 'chok', 'usa', 'well', 'good_day', 'shipping', 'inventory', 'specialist', 'company', 'inc', 'need', 'little'] ['ask', 'solve', 'bos', 'tomorrow', 'reply', 'reply', 'order', 'product', 'online', 'problem'] ['confirm', 'usa', 'use', 'chok', 'process', 'need', 'little'] ['laptop', 'booting'] ['need', 'check', 'account_lock'] ['call', 'check', 'change', 'language', 'office'] ['vip', 'erp_sid', 'account_unlock'] ['crm', 'configuration', 'password_reset'] ['general', 'enquiry', 'engineering_tool', 'installation', 'window', 'exp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'canada', 'ontario', 'company', 'site_hard_since_et'] ['activate_new', 'company_own', 'tamlung', 'galaxy', 'office', 'access', 'ger', 'remodels', 'sm', 'ger', 'retype', 'ger', 'te', 'id', 'ger', 'android', 'ger', 'agent', 'android', 'tamlung', 'sm', 'ger', 'te', 'imi', 'exchange', 'version', 'ger', 'quarantine', 'greund', 'ger', 'global', 'remove', 'exist', 'tamlung', 'galaxy', 'device', 'account', 'remove', 'device', 'access', 'account', 'activate_new', 'company_own', 'tamlung', 'galaxy', 'office', 'access'] ['need', 'add', 'two', 'mailbox', 'outlook', 'still', 'work', 'outlook', 'work', 'work'] ['printer', 'wk', 'defective'] ['password_reset', 'expire'] ['current', 'proc', 'calculates', 'delta', 'value', 'add', 'previous', 'period', 'td', 'sale', 'get', 'full', 'td', 'sale', 'need', 'change', 'instead', 'calculate', 'delta', 'procedure', 'calculate', 'true', 'td', 'number', 'apply', 'current', 'allocation', 'percentage', 'retroactively', 'sum', 'direct', 'revenue', 'adjustment', 'together', 'modify', 'tamale', 'proc', 'calculate', 'full', 'td', 'instead', 'delta'] ['discount', 'pohna', 'unable_open', 'discount', 'request', 'form', 'link', 'unboxes', 'error', 'occurs', 'hugely', 'impact', 'productivity', 'address', 'soon_possible', 'attach', 'two', 'print', 'screen', 'one', 'example', 'say', 'link', 'one', 'error', 'occurs', 'try_open', 'discount_form', 'infopath', 'link', 'discount_form', 'open'] ['unable', 'load', 'erp'] ['would_like_recall', 'message', 'ticket', 'due', 'date', 'update', 'edit', 'recall', 'ticket', 'due', 'date', 'update', 'edit'] ['connect'] ['unable', 'get', 'network_drive'] ['provide', 'information', 'crm', 'during', 'work', 'website', 'stop', 'job', 'show', 'alert', 'attach', 'happen', 'yesterday', 'today', 'every', 'second', 'every_time', 'start', 'fill', 'data', 'work', 'before', 'start', 'happen', 'can_not', 'provide', 'data', 'into', 'crm'] ['synchronization_exchange', 'temporarily_block', 'device', 'access', 'grant', 'administrator', 'due', 'new', 'hardware', 'usa', 'access', 'exchange', 'account'] ['problem', 'related', 'south_america', 'error', 'decad'] ['loop', 'back', 'vip', 'primary', 'router', 'proheim', 'go', 'unreachable'] ['day', 'open', 'fy', 'add_lean_event', 'form', 'open', 'get', 'follow_message', 'say', 'update', 'infopath', 'newer', 'version', 'can_not', 'open', 'new', 'lean_tracker', 'form'] ['monitor', 'bar', 'final', 'inspection', 'defective'] ['reset_password', 'user', 'user', 'forgot', 'password', 'user', 'password'] ['face', 'error', 'biwa', 'index', 'querl', 'sid', 'due', 'biwa', 'server', 'load', 'error', 'checked', 'filter', 'query', 'month', 'data', 'fy', 'suggest', 'server', 'biwa', 'overload', 'operating', 'fine', 'request', 'provide', 'resolution', 'early', 'biwa', 'index', 'lbw', 'query', 'fail', 'due', 'biwa', 'server', 'overload'] ['problem', 'create', 'gi', 'transaction', 'enter', 'batch', 'need', 'every_time', 'need', 'enter', 'batch', 'ask', 'german', 'warehouse', 'colleague', 'sad', 'function', 'lock', 'erp', 'account', 'problem', 'create', 'gi', 'transaction', 'enter', 'batch'] ['need', 'new', 'decent', 'mouse', 'would', 'nice', 'quickly', 'drop', 'ann', 'mouse', 'defective'] ['problem', 'semantic', 'conference_room', 'bar'] ['error_message', 'fo', 'printer', 'defective'] ['connect', 'vpn', 'able', 'vpn_connection'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_india', 'company', 'carrier', 'site_hard_since_et'] ['reach', 'password', 'page', 'say', 'security', 'problem', 'connection', 'password', 'connection', 'problem'] ['hostname', 'usa_plant', 'ups', 'et'] ['erp', 'sd', 'cockpit', 'application', 'condition', 'update', 'possible', 'possible', 'built', 'price', 'record', 'gt', 'quote', 'line_item', 'erp', 'sd', 'cockpit', 'application', 'condition', 'update', 'possible'] ['hostname_volume_dev', 'os', 'data', 'space_consume_space_available'] ['lock'] ['sid', 'system', 'lock', 'unlock', 'user_id', 'sid', 'system', 'lock', 'unlock'] ['concerned', 'unable', 'access', 'collaboration_platform', 'resolve', 'early', 'collaboration_platform', 'access', 'go', 'through'] ['pc', 'offline', 'since', 'india', 'patch_antivirus_sw', 'desktop', 'server_offline'] ['order', 'product', 'online', 'problem'] ['since_yesterday', 'even', 'sustain', 'login', 'erp', 'follow', 'error', 'see', 'reason', 'home', 'vpn', 'log', 'directly', 'company', 'like', 'thank', 'much', 'erp', 'log', 'suggest', 'logion_balance_error'] ['source_vip_source_host', 'preengineering', 'tool', 'hm', 'destination_vip', 'system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event', 'dashers', 'backdoor', 'phone', 'home', 'apt', 'activity', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'preengineering', 'tool', 'hm', 'source_port_destination_vip', 'destination_port_destination_vip', 'elocation', 'urushi', 'chn', 'connection_directionality_outgo', 'protocol_cp', 'hatty_method', 'get', 'user', 'agent_amolilla', 'compatible', 'musie', 'window_nt', 'sv', 'host', 'chn', 'full_url_path', 'stats', 'hp', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector', 'rule_id', 'inspector_event', 'id_ontology', 'id_event', 'type_id_agent', 'id_event_detail', 'dashers', 'backdoor', 'phone', 'home', 'apt', 'activity', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap_ex_hatty_uri', 'stats', 'hp', 'ex_hatty_hostname', 'chn', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'cd', 'bd', 'acerb', 'ac', 'da', 'ff', 'af', 'boc', 'get', 'stats', 'hp_hatty', 'user', 'agent', 'fa', 'amolilla', 'co', 'impatible', 'musie', 'window_nt', 'da', 'sv', 'host', 'ed', 'chn', 'calc', 'fe', 'fc', 'ef', 'control', 'no', 'da_da', 'ache', 'cap_hex_security_incident', 'possible', 'dashers', 'trojan', 'apt', 'activity', 'preengineering', 'tool', 'hm'] ['source_vip', 'destination_vip_destination_host', 'android', 'destination_port', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event_server_response', 'anubis_sinkhole_cookie_set', 'probable_infect_asset_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_port_source_vip', 'elocation_lisbon_port_destination', 'vip_destination_host', 'android', 'destination_port', 'destination', 'mac_address', 'connection_directionality_incoming_protocol', 'cp_hatty_status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'security_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration', 'renew_ascii', 'packet_cap_ascii_cap', 'ascii_hex_packet_cap', 'hex', 'fand', 'code', 'cc', 'cb', 'ef', 'cf', 'vu', 'bd', 'bd', 'ea', 'hatty', 'move', 'tempo', 'da', 'warily', 'server', 'ninox_date', 'tue', 'da', 'mt', 'cont', 'pent', 'type', 'text', 'cd', 'fe', 'ea', 'html', 'connection', 'cf', 'da', 'fb', 'close', 'set', 'cook', 'ie', 'abstr', 'sid', 'domba', 'de', 'da', 'cf', 'fe', 'location', 'hatty', 'af', 'fe', 'cc', 'soso', 'invest', 'da_da', 'go', 'ff', 'cap_hex_security_incident', 'possible_malware_infection_traffic', 'sinkhole_domain', 'android'] ['hostname', 'finance', 'global', 'bank', 'bals', 'fy', 'group', 'owner', 'access', 'full_control', 'folder', 'access', 'request'] ['reach', 'information', 'need', 'permission', 'es_portal'] ['see', 'pricing', 'comment', 'advise', 'mention', 'material'] ['good', 'enquiry', 'agree', 'batch_number', 'view', 'important', 'batch_number', 'appear', 'pdf', 'output', 'engineering_tool'] ['mail_com', 'njave', 'gantang', 'xina', 'limu', 'iao', 'dong', 'time', 'system', 'need', 'update', 'thank', 'gantang', 'xina', 'human_resource_mail_com', 'mail_com', 'shanghai', 'superfine', 'powder', 'limited', 'fingian', 'district', 'shanghai', 'chen', 'iao', 'road', 'postal', 'code', 'java', 'update', 'time', 'system', 'turn'] ['see', 'distributor_tool', 'account', 'identify', 'sale', 'organisation', 'anything', 'distributor_tool', 'issue', 'distributor_tool', 'account', 'identification', 'problem'] ['machine', 'downtime', 'kasm', 'remote', 'maintenance', 'necessary', 'tel', 'pond', 'digger', 'machine', 'downtime', 'kasm', 'remote', 'maintenance', 'necessary', 'hd'] ['delivery', 'output', 'type', 'developed', 'baker', 'hugest', 'usa', 'go', 'live', 'erp', 'delivery_note', 'output', 'type', 'zeus', 'add', 'automatically', 'soon', 'delivery_note', 'create', 'no', 'specific', 'customer', 'specific', 'output', 'type', 'maintain', 'scenario', 'since', 'customer', 'specific', 'output', 'maintain', 'output', 'confix', 'zeus', 'automatically', 'replace', 'print', 'immediately', 'printer', 'printer', 'define', 'default', 'printer', 'sale_org', 'customer', 'combination', 'complexity', 'shipping', 'customer', 'usa_usa', 'confirm', 'use', 'chok', 'print', 'delivery_note', 'usa', 'need', 'check', 'usa', 'use', 'chok', 'printing', 'delivery_note', 'base', 'information', 'shall', 'check', 'possibility', 'let_know', 'senior', 'analyst', 'global', 'print', 'email', 'unless', 'really', 'need', 'preserve', 'tree', 'planet', 'earth', 'need', 'little'] ['try', 'install', 'license', 'server', 'new', 'server', 'log_onto', 'appear', 'unavailable', 'polarid', 'engineering', 'technology', 'chasid', 'new'] ['lean_tracker', 'open', 'error_message', 'appear', 'application', 'work'] ['browser_microcoat_internet_explorer', 'minicab', 'instal', 'minicab', 'instal'] ['system_sid_sid', 'sid_sid_herp', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'reset', 'sid', 'password', 'pandean'] ['refer', 'snapshot', 'pdf', 'output', 'engineering_tool', 'batch_number', 'appear', 'pdf', 'output', 'batch_number', 'important', 'case', 'variation', 'tool', 'life', 'batch', 'batch', 'customer', 'raise', 'complaint', 'send', 'cif', 'engineering_tool', 'engineering_tool', 'software', 'enter', 'batch_number', 'download', 'pdf', 'show', 'batch_number', 'without', 'batch_number', 'analysis', 'can_not', 'do', 'important', 'capture', 'batch_number', 'engineering_tool', 'pdf', 'output', 'necessary', 'action', 'batch_number', 'appear', 'pdf', 'output', 'engineering_tool'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'procacity', 'vpn_tr', 'since_pm_et'] ['wlan', 'guest', 'access', 'cantline', 'germany'] ['able', 'access', 'iq', 'industrial', 'receive', 'enquiry', 'special', 'product', 'past', 'one', 'week', 'mention', 'share', 'email', 'box', 'function', 'whereas', 'member', 'able', 'access', 'kindly', 'request', 'take', 'upon', 'high_priority', 'confirm', 'back', 'able', 'access', 'iq', 'industrial'] ['one', 'employee', 'sent', 'expense', 'today', 'note', 'no', 'receipt', 'receipt', 'everything', 'handle', 'expense_report', 'receipt', 'issue'] ['browser_microcoat_internet_explorer', 'two', 'billing', 'post', 'gl', 'two', 'billing', 'post', 'gl'] ['browser_microcoat_internet_explorer', 'vpn', 'allow', 'access', 'erp', 'occurrence', 'issue', 'vpn', 'allow', 'access', 'erp'] ['cast', 'rod', 'workshop', 'telephone', 'failure', 'telephone', 'fault'] ['laptop', 'log'] ['psf', 'milling', 'plant', 'floor', 'switch', 'failure', 'ups', 'without', 'reaction', 'equipment', 'ups', 'failure'] ['crm', 'responsible', 'user', 'update', 'status', 'final', 'review', 'generally', 'dispatch', 'auto', 'notification', 'email', 'crm', 'owner', 'receive', 'notification', 'key', 'user', 'confirm', 'sent', 'reference', 'attach', 'email', 'communication', 'investigate', 'internal', 'crm', 'auto', 'notification', 'receive'] ['issue', 'log_into', 'sid', 'reset_password', 'password', 'still', 'can_not', 'access', 'assist', 'sid', 'access', 'breathe'] ['browser_microcoat_internet_explorer', 'new_laptop', 'dell', 'search', 'icon', 'run', 'time', 'slow', 'laptop', 'dell', 'search', 'icon', 'run', 'time', 'slow', 'laptop'] ['add', 'mail_address', 'shipment', 'notification', 'customer', 'see', 'example', 'attach', 'alanine', 'com', 'add', 'alanine', 'shipment', 'notification', 'notice'] ['review', 'attach', 'warehouse_tool', 'one', 'without', 'tax', 'one', 'customer', 'receive', 'second', 'one', 'tax', 'one', 'sent', 'billing', 'tax', 'spoke', 'cecily', 'tax', 'dept', 'state', 'ticket', 'issue', 'tax', 'printing', 'calculate', 'erp', 'look_into', 'issue', 'quickly', 'possible', 'customer', 'question', 'billing', 'difference', 'become', 'issue', 'customer', 'tax', 'printing', 'customer', 'warehouse_tool'] ['user', 'log_into', 'application', 'engineering_tool', 'netweaver', 'netweaver', 'report', 'many', 'incorrect', 'logins', 'engineering', 'engineering_tool', 'unable', 'contact', 'server', 'suspect', 'user', 'block', 'account', 'due', 'many', 'incorrect', 'logins', 'user', 'recently_change_password', 'canadian', 'customer', 'warehouse_tool', 'printing', 'tax', 'amount', 'warehouse_tool'] ['cigaret', 'direct', 'dial', 'battery', 'hold', 'longer', 'one', 'day', 'no_longer', 'recognize', 'display', 'clip', 'defective', 'phone', 'defect'] ['unable', 'log', 'erp'] ['user', 'log_into', 'application', 'engineering_tool', 'netweaver', 'netweaver', 'report', 'many', 'incorrect', 'logins', 'engineering', 'engineering_tool', 'unable', 'contact', 'server', 'suspect', 'user', 'block', 'account', 'due', 'many', 'incorrect', 'logins', 'user', 'recently_change_password', 'user', 'log_into', 'account'] ['password_reset', 'miri'] ['access', 'system', 'erp', 'able', 'log_into', 'system', 'enter', 'undername_password', 'enter', 'password', 'successfully', 'log_into', 'password_management_tool', 'password', 'unlocked', 'system', 'access', 'password_management_tool', 'password', 'still', 'can_not', 'log', 'see', 'erp', 'error', 'error_message', 'password_management_tool', 'password', 'unlock', 'list', 'erp', 'system', 'can_not', 'access', 'phone', 'erp', 'name', 'password', 'incorrect', 'repeat', 'logion', 'can_not_log_into', 'erp', 'system'] ['fb', 'personal_certificate', 'error'] ['browser_microcoat_internet_explorer', 'password', 'lock', 'try', 'go_into', 'erp', 'netweaver', 'portal', 'password', 'lock', 'try', 'go_into', 'erp', 'netweaver', 'portal'] ['unable', 'log', 'miri'] ['twitch', 'product', 'along', 'rubens', 'castro', 'company', 'receive', 'free', 'downloads', 'esprit', 'cam', 'software', 'through', 'local', 'authorize', 'esprit', 'dealer', 'team', 'project', 'locally', 'wonder', 'need', 'order', 'receive', 'administrative', 'approval', 'load', 'esprit', 'cam', 'software', 'laptop'] ['can_not_connect', 'outlook', 'home'] ['usa', 'location', 'order', 'operation', 'miri', 'show', 'order', 'prf', 'status', 'look', 'erp', 'order', 'partially', 'confirm', 'follow', 'automatic', 'pause', 'miri', 'add', 'change', 'log', 'show', 'entry', 'do', 'weird', 'since', 'erp', 'show', 'expect', 'status', 'provide', 'miri', 'miri', 'show', 'prf', 'status', 'make', 'sense', 'reporting', 'issue', 'deep', 'dive', 'come', 'solution', 'prf', 'instead', 'prior'] ['nosite', 'usa', 'baker', 'need', 'access', 'use', 'etime', 'email', 'told', 'need', 'network', 'account', 'get', 'et', 'need', 'need', 'network', 'account', 'get', 'email', 'etime'] ['try', 'enter', 'discount', 'get', 'follow_message', 'error', 'occur', 'contact', 'pricing', 'new_laptop', 'think', 'configure', 'yet', 'can_not', 'access', 'discount', 'tool'] ['set', 'confirm', 'qty', 'threshold', 'give', 'error', 'even', 'try', 'confirm', 'order', 'plan', 'qty', 'default', 'example', 'order', 'piece', 'confirmation', 'screen', 'default', 'show', 'piece', 'give', 'warn_threshold', 'set', 'believe', 'get', 'warn', 'confirm', 'piece', 'high', 'threshold', 'threshold', 'check', 'piece', 'enter', 'equal', 'less', 'plan', 'no', 'warn', 'confirm', 'threshold', 'qty'] ['performance', 'improvement', 'tune', 'machine', 'summary', 'load', 'list', 'performance', 'improvement', 'tune'] ['chrysene', 'dolt', 'browser_microcoat_internet_explorer', 'currently', 'phone', 'salesman', 'portendance', 'need', 'password_reset', 'erp', 'user_id', 'portent', 'erp_sid', 'login', 'issue', 'portendance'] ['vet', 'notice', 'cpu', 'utilization', 'miri', 'server_hostname', 'hover', 'around', 'occasional', 'spike', 'stop', 'background', 'job', 'even', 'reboot', 'server', 'utilization', 'still', 'high', 'attach_screen_shot', 'task', 'process', 'show', 'ql', 'process', 'anything', 'check', 'server', 'see', 'consume', 'much', 'system', 'resource', 'user', 'currently', 'use', 'system', 'time', 'cause', 'high', 'cpu', 'utilization', 'server_hostname'] ['outlook', 'add', 'crm', 'show'] ['erp', 'user_id', 'issue', 'mudra', 'erp', 'system_sid_sid', 'sid_sid', 'sid', 'portal', 'sid', 'error', 'unable_open', 'transaction_code', 'code', 'allow', 'change', 'anything', 'material', 'su', 'business', 'justification', 'work', 'usa', 'work', 'reference', 'mirror', 'user_id', 'job', 'title', 'access', 'need', 'access', 'erp'] ['unable_print', 'expense_report'] ['company', 'south_america', 'look', 'stop', 'someone', 'facility', 'nobody', 'able', 'create_delivery', 'stop'] ['possible', 'gr', 'delivery', 'stop', 'error', 'account', 'require', 'assignment', 'co', 'object', 'message', 'no', 'diagnosis', 'define', 'co_account_assignment', 'account', 'relevant', 'cost', 'accounting', 'system', 'response', 'account', 'define', 'cost', 'element', 'mean', 'must', 'always', 'specify', 'co_account_assignment', 'procedure', 'enter', 'one', 'follow', 'co_account_assignment', 'order', 'cost_center', 'cost_center', 'activity', 'type', 'sale_order', 'item', 'project', 'cost', 'relevant', 'project', 'wabs', 'element', 'cost', 'object', 'process', 'manufacturing', 'network', 'network', 'activity', 'business', 'process', 'profitability', 'segment', 'real', 'estate', 'object', 'post', 'row', 'affected', 'account', 'create', 'co', 'object', 'account', 'plant', 'gr', 'delivery', 'stop'] ['application', 'ghana', 'sidecar', 'prod', 'node_hostname', 'warn', 'state', 'cpu', 'load', 'high', 'service'] ['vip', 'erp_sid', 'account_unlock', 'user'] ['browser_microcoat_internet_explorer', 'collaboration_platform', 'problem', 'try', 'access', 'error', 'server', 'busy', 'try', 'later', 'correlation', 'id', 'vip', 'unable', 'access', 'collaboration_platform'] ['customer', 'change', 'data', 'update', 'registration', 'ship', 'register', 'sell', 'like', 'customer_master', 'change'] ['receive', 'sid', 'tewa', 'report', 'fix', 'miss', 'tewa', 'report', 'sid'] ['vip', 'unable', 'access', 'collaboration_platform'] ['pc', 'job_scheduler', 'own', 'company', 'image', 'laptop', 'pc', 'name', 'job', 'provide', 'vpn', 'access', 'hodge', 'approve', 'holked'] ['work', 'crm', 'qualify', 'new', 'lead', 'get', 'error', 'advise', 'error', 'qualify', 'new', 'leadin', 'dynamic_crm'] ['unable', 'click', 'claim', 'page', 'insurance', 'website'] ['unable', 'find', 'po', 'pending', 'pl', 'find', 'screen_shot', 'upon', 'go', 'thro', 'sid', 'kindly_needful', 'unable', 'find', 'po', 'pending'] ['password_reset', 'erp'] ['unable_login', 'center', 'hostname'] ['job_fail_job_scheduler'] ['able', 'use', 'discount', 'request', 'form', 'follow', 'window', 'open', 'click', 'new', 'request', 'discount_form'] ['see', 'event', 'ld', 'related', 'dc', 'replication', 'issue', 'hence', 'reboot', 'server', 'replication', 'error', 'domain', 'controller', 'hostname'] ['stop', 'create', 'redeploy', 'future', 'commit_date', 'even', 'stock', 'available', 'sender', 'warehouse', 'redeploy', 'create', 'stop', 'future', 'commit_date'] ['require', 'new', 'driver', 'local', 'printer'] ['need', 'able', 'save', 'several_time', 'day', 'into', 'document_attach', 'able', 'save', 'spreadsheet', 'into', 'document'] ['look', 'error_message', 'let_know', 'fix', 'syrtis', 'senior_sale', 'engineer', 'company', 'forz', 'logo'] ['local', 'application', 'download', 'file', 'archive_tool', 'server', 'content', 'repository', 'address', 'return', 'valid', 'response', 'archive_tool', 'address', 'thring', 'call', 'obtain', 'follow', 'answer', 'hatty_status', 'browache', 'cache', 'type', 'status', 'report', 'message', 'browache', 'cache', 'description', 'request', 'resource', 'available', 'kindly', 'ask', 'check', 'web', 'service', 'configuration', 'enable', 'communication', 'port', 'try', 'ping', 'archive_tool', 'app', 'address', 'solve', 'archive_tool', 'server', 'optical', 'archive', 'document'] ['browser_microcoat_internet_explorer', 'reset', 'sid', 'erp', 'account', 'haum', 'erp_sid', 'password_reset'] ['observe_alert_monitoring_tool', 'since_et', 'shop_floor_app', 'reporting_status', 'able', 'ping', 'server', 'user', 'saran', 'ping', 'ping', 'pandy_com', 'byte', 'data', 'reply', 'byte', 'time', 'tel', 'reply', 'byte', 'time', 'tel', 'reply', 'byte', 'time', 'tel', 'reply', 'byte', 'time', 'tel', 'ping', 'statistic', 'packet', 'sent', 'receive', 'lose', 'loss', 'approximate', 'round', 'trip', 'time', 'millie', 'second', 'minimum', 'maximum', 'average', 'user', 'saran', 'shop_floor_app', 'reporting_status', 'investigate'] ['client', 'laptop', 'crashed', 'boot'] ['contact', 'eu_tool', 'system', 'india', 'need', 'imaginal', 'since', 'big', 'problem', 'eu_tool', 'since', 'today', 'eu_tool', 'no', 'chance', 'confirm', 'operation', 'sign', 'error', 'set', 'great', 'hinderance', 'plant_plant', 'eu_tool', 'work', 'since'] ['replace', 'monitor', 'cell', 'one', 'ainhum', 'sent'] ['able', 'log_into', 'collaboration_platform', 'collaboration_platform', 'restart_pc', 'multiple', 'time', 'log', 'can_not', 'advise', 'see_screen_shot', 'tyr', 'assistant', 'general', 'counsel', 'compliance', 'real', 'estate', 'vip', 'collaboration_platform', 'access', 'problem'] ['company', 'collaboration_platform', 'can_not', 'access', 'hub', 'keep_get', 'message', 'region', 'controller', 'america', 'collaboration_platform'] ['replace', 'monitor', 'across', 'different', 'cable', 'need'] ['get_error_message', 'indicate', 'server', 'busy', 'right', 'try', 'later', 'see_attachment', 'review', 'message', 'need', 'additional_information', 'reach', 'access', 'company', 'collaboration_platform', 'server', 'usa'] ['unable', 'access', 'hub', 'collaboration_platform', 'collaboration_platform', 'receive', 'error', 'executive', 'assistant', 'finance', 'vip', 'vice', 'president', 'chief', 'financial', 'officer', 'vip', 'hub', 'collaboration_platform'] ['cursor', 'move', 'opposite', 'direction'] ['operator', 'know', 'miri', 'erp', 'undername_password', 'erp', 'password_reset', 'user', 'lombard'] ['server', 'busy', 'collaboration_platform'] ['open', 'save', 'noxa', 'two', 'ep', 'active', 'content_version', 'vet', 'use', 'scag', 'dam', 'pro', 'double', 'repair', 'without', 'success', 'accord', 'bob', 'report', 'erp', 'call', 'content', 'prelim', 'resolve_issue', 'multiple', 'active', 'content_version', 'active', 'content_version'] ['unsuccessful', 'instal', 'driver', 'network', 'printer', 'tc', 'tc', 'attempt', 'result', 'error', 'processing', 'request', 'vip', 'printer_driver', 'instal'] ['company', 'collaboration_platform', 'com', 'application', 'status', 'et'] ['printer_em', 'print', 'error', 'paper', 'feed', 'instruction', 'error_message', 'look', 'found', 'nothing', 'printer_em', 'defective'] ['during', 'work', 'crm', 'get', 'exit', 'pop', 'ups', 'attach_screen', 'error_message', 'different', 'view'] ['wk', 'erp', 'printer', 'print', 'cleanly', 'page'] ['vip', 'unable', 'sign', 'one_note', 'password', 'synching'] ['since', 'account', 'access', 'via', 'iphone', 'mail', 'entire', 'account', 'suspend', 'must', 'account', 'delete', 'iphone', 'invests', 'account', 'iphone', 'delete', 'recreate'] ['probably', 'block', 'access', 'account', 'iphone', 'password', 'must', 'zubr', 'password', 'must', 'zubr'] ['user', 'unable_open', 'presentation', 'outlook', 'client'] ['old', 'mail', 'archive', 'somewhere', 'need', 'access', 'get', 'archive', 'remails'] ['packet_drop', 'india'] ['user', 'delete', 'update', 'run', 'update', 'every_day', 'update', 'make', 'impossible', 'logion', 'telephony_software', 'phone', 'system', 'therefor', 'need', 'easy', 'way', 'remove', 'update', 'avoid', 'update', 'instal', 'global', 'issue', 'although', 'mostly', 'see', 'within', 'europe', 'window', 'update', 'make', 'logion', 'telephony_software', 'impossible', 'assign', 'telephony_software', 'amins'] ['refer_screen_shot', 'engineering_tool', 'related', 'issue', 'after', 'instal', 'software', 'update', 'unable', 'make', 'new', 'customer', 'entry', 'option', 'button', 'new', 'customer', 'entry', 'appear', 'kindly_resolve', 'problem', 'early', 'engineering_tool', 'related', 'issue'] ['one_note', 'workbook', 'share', 'open', 'web', 'view', 'get_error_message', 'accord', 'owner', 'permission', 'open', 'one_note', 'issue'] ['discuss', 'problem', 'hazemeter', 'locus', 'shop', 'sid', 'purchasing'] ['vide', 'mention', 'warehouse_tool', 'customer', 'return', 'material', 'without', 'excise', 'paper', 'find', 'system', 'debit', 'vd', 'amount', 'also', 'credit', 'expense', 'review', 'rectify', 'accordingly', 'vd', 'amount', 'wrongly', 'generate'] ['reset_password', 'sid', 'user'] ['see', 'drive', 'germany', 'backup', 'file', 'restore', 'db', 'stop', 'date', 'need', 'production', 'info', 'give', 'see', 'drive', 'germany', 'file', 'db', 'stop', 'recover', 'date'] ['able', 'build', 'distributor_tool', 'project', 'local', 'system', 'login', 'detail', 'able', 'build', 'project', 'local', 'system', 'colleague', 'log', 'login', 'detail', 'able', 'build', 'project', 'local', 'system', 'kindly_look_into', 'priority', 'stop', 'development', 'activity', 'use', 'login', 'name', 'reference', 'map', 'role', 'able', 'build', 'distributor_tool', 'project', 'local', 'system'] ['dn', 'post', 'code', 'shipping', 'label', 'kris', 'correct', 'post', 'code', 'cecum', 'confirms', 'customer_master', 'copy', 'screen', 'check', 'cause', 'wrong', 'post', 'code', 'label', 'wb', 'sin', 'nb'] ['resolve', 'follow', 'issue', 'immediately', 'issue', 'try', 'rama', 'use', 'lx', 'erp', 'process', 'return', 'good', 'screen_shot', 'show', 'fault', 'rama', 'process', 'fault', 'erp'] ['new', 'customer', 'addition', 'button', 'miss', 'update', 'engineering_tool', 'update'] ['follow', 'employee', 'need', 'access', 'run', 'skiv_alfiona', 'employee', 'rockety', 'comparative', 'employee', 'access', 'run', 'skiv_alfiona'] ['need', 'complete', 'pc', 'task', 'erp', 'get_error_message', 'see_attachment', 'cancel', 'get', 'create', 'mistake', 'erp', 'user', 'profile'] ['hostname_oracle_finance_app', 'financial_management', 'web_tier', 'service_monitor', 'unknown', 'hostname_oracle_finance_app', 'financial_management', 'java', 'server', 'service_monitor', 'unknown', 'hostname', 'web_tier', 'java', 'server'] ['printer_em', 'go', 'despite', 'several', 'print', 'job', 'no', 'printer', 'instalment', 'also', 'printer_em', 'printer_em', 'go'] ['unable_launch', 'erp'] ['need', 'access', 'remails', 'year', 'ph', 'need', 'access', 'remails', 'year'] ['ricket', 'confirm', 'password', 'work', 'after', 'reset'] ['ask', 'release', 'skiv_alfiona'] ['need', 'release', 'skiv_alfiona'] ['release', 'skiv_alfiona', 'set'] ['tinselly', 'report', 'product', 'selector', 'link', 'work', 'www', 'home_page', 'allows', 'selection', 'far', 'material', 'type', 'go', 'contact', 'page', 'www', 'web', 'site', 'engineering_tool', 'product', 'selector', 'link', 'report', 'work'] ['erp', 'internet', 'service', 'slow', 'user'] ['pc', 'offline', 'since', 'new', 'india', 'patch_antivirus_sw', 'desktop', 'server'] ['kindly_look_into', 'unable', 'extract', 'open', 'engineering_tool', 'file', 'revert_back', 'top', 'priority', 'case', 'study', 'require', 'discuss', 'get', 'error', 'unable', 'download', 'engineering_tool'] ['change', 'printer', 'configure'] ['erp', 'net_weaver', 'work', 'pc'] ['otophone', 'sl', 'prof', 'charge', 'nr', 'phone', 'office', 'process', 'flow', 'responsible', 'scap', 'telecon', 'defet', 'cigaret', 'charger', 'sl', 'professional', 'port', 'charger', 'station', 'sl'] ['awa', 'order', 'voucher', 'printing', 'say', 'discount', 'wrong', 'check', 'correct', 'example', 'attachment', 'wrong', 'printing', 'awa', 'voucher', 'warehouse_tool'] ['frequent', 'disconnection', 'erp', 'slow', 'also', 'checked', 'early', 'erp', 'frequent', 'disconnection'] ['unable_login', 'window', 'error', 'domain', 'controller', 'logion_balance_error', 'contact', 'no', 'mobile', 'location_germany', 'germany', 'unable_login', 'window'] ['password_expire', 'reset', 'initiate', 'also', 'iphone'] ['start', 'erp_sid', 'get', 'error', 'logion_balance_error', 'see_attachment', 'user', 'manihot', 'erp_sid', 'access'] ['india_kirsty', 'packet_drop', 'telecomm_vendor', 'link', 'since_et', 'india_kirsty', 'packet_drop', 'telecomm_vendor', 'link', 'since_et', 'telecomm_vendor'] ['business_client', 'sid', 'erp', 'business_client', 'use', 'update', 'business_client', 'sid'] ['order', 'header', 'show', 'voucher', 'code', 'line_item', 'detail', 'also', 'show', 'voucher', 'code', 'additional', 'data', 'nevertheless', 'table', 'bap', 'id', 'empty', 'print', 'acknowledgement', 'warehouse_tool', 'refer', 'voucher', 'code', 'pricing', 'consider', 'voucher', 'discount', 'something', 'correct', 'voucher', 'relevant', 'customer', 'ship', 'consider', 'voucher', 'discount', 'check', 'order', 'voucher'] ['salary', 'slip', 'user_id', 'lock', 'apprentice', 'id', 'no', 'pl', 'retrieve', 'request'] ['reset', 'company', 'mobile_phone', 'detail', 'device', 'model', 'type', 'device', 'iphone', 'device', 'id', 'device', 'operating', 'system', 'io', 'sartage', 'device', 'user', 'agent', 'apple', 'device', 'imi', 'exchange', 'version', 'device', 'access', 'state', 'quarantine', 'access', 'device', 'status', 'cause', 'global', 'receive_mail', 'form', 'mobile_phone'] ['sid', 'create_delivery_note_stop', 'apac', 'see', 'error_message', 'att', 'create_delivery_note', 'stock_transfer'] ['try', 'add', 'printer', 'receive', 'follow_message', 'enable', 'connect', 'printer', 'erp', 'room', 'germany', 'attend', 'workshop', 'week', 'many', 'add', 'printer_ag'] ['telephony_software', 'department', 'description', 'germany', 'user', 'description', 'department', 'update', 'bg', 'would', 'expect', 'fc', 'customer', 'fulfillment', 'center', 'instead', 'let_know', 'stand', 'reason', 'change', 'telephony_software', 'description'] ['sm', 'transaction', 'cancel', 'fp', 'bkpr', 'sm', 'refuse', 'remote', 'communication', 'failure', 'partner', 'sid', 'update', 'terminate', 'system', 'error', 'nife', 'update', 'lnr', 'error', 'during', 'update', 'table', 'bkpr', 'fix', 'issue', 'mention', 'description', 'sid', 'swati', 'coordinate', 'work'] ['erp', 'ticket'] ['usa', 'eoiths', 'hr_tool', 'wireless', 'access', 'germany_germany', 'confirm', 'do', 'many', 'wireless', 'access', 'request'] ['unable_open', 'eng', 'engineering_tool', 'able', 'log', 'password_management_tool', 'reset_password', 'pol', 'unable_open', 'eng', 'engineering_tool', 'able', 'log', 'password_management_tool', 'reset_password'] ['unable', 'browse', 'company', 'collaboration_platform', 'site'] ['desk', 'kindly', 'reset_password', 'sid', 'production', 'able_login', 'after', 'change', 'password_reset', 'password', 'erp_sid', 'production', 'user_id'] ['able', 'click', 'icon', 'able_login', 'citril', 'refer', 'able', 'click', 'icon'] ['yesterday', 'yaya', 'conveyed', 'discuss', 'change', 'require', 'graphic', 'portal', 'requirement', 'fulfil', 'go', 'ahead', 'change', 'ticket_comment_add'] ['pc', 'ge', 'et', 'work_fine', 'user', 'tarp', 'pc', 'erp', 'right'] ['able', 'access', 'crm', 'portal', 'need', 'full', 'screen_shot', 'error', 'attach', 'crm', 'portal', 'login', 'issue'] ['computer', 'run_slow'] ['regularly', 'trouble', 'erp', 'lag', 'particularly', 'seem', 'after', 'time', 'last_week', 'especially', 'bad', 'day', 'yesterday', 'today', 'seem', 'lag', 'after', 'noon', 'time', 'become', 'continuously', 'embarrass', 'during', 'phone_call', 'require', 'search', 'stock', 'quote', 'order', 'phone', 'apologise', 'system', 'take_long', 'two', 'sr', 'building', 'rarely', 'trouble', 'system', 'seem', 'faster', 'though', 'much', 'faster', 'mine', 'amy', 'system', 'lag', 'much', 'mine', 'shed', 'light', 'scenario', 'note', 'convenient', 'office', 'contact', 'mid', 'late', 'morning', 'erp'] ['shipping', 'tab', 'data', 'refresh', 'issue', 'maybe', 'data', 'refresh', 'daily', 'something', 'broken', 'respect', 'daily', 'extraction', 'freight', 'cost', 'region', 'analysis', 'package', 'total', 'freight', 'cost', 'sale_org', 'shipping', 'location', 'export', 'indicator', 'analysis', 'delivery', 'type', 'analysis', 'carrier', 'wise', 'analysis', 'shipping', 'statistic', 'data', 'refresh', 'daily', 'find', 'report', 'select', 'previous', 'week', 'shipping', 'data', 'information', 'displayed', 'select', 'previous', 'week'] ['vpn', 'work', 'vpn', 'link', 'give', 'error'] ['problem', 'use', 'ap', 'vpn', 'home', 'problem', 'ap', 'vpn'] ['kris', 'document', 'generate', 'stop', 'no', 'pricing', 'dn', 'stop', 'kris', 'document', 'generate', 'stop', 'no', 'pricing'] ['one', 'shipment', 'apac', 'indonesia', 'attachment', 'unit_price', 'warehouse_tool', 'erp', 'pic', 'check', 'cause', 'wrong', 'price', 'warehouse_tool', 'wrong', 'unit_price', 'warehouse_tool'] ['computer', 'connect', 'public', 'plate', 'transfer', 'kogia'] ['usa', 'pc', 'campanist', 'apac', 'vd', 'area', 'need', 'network', 'order', 'print', 'printer', 'vd', 'usa', 'pc', 'campanist', 'apac', 'vd', 'area', 'can_not_connect', 'group', 'connect_internet'] ['user', 'unable', 'otologic', 'vpn', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'company', 'vpn', 'use', 'vpn', 'company', 'vpn', 'link', 'issue_resolve'] ['browser_microcoat_internet_explorer', 'able', 'log_into_vpn', 'try_open', 'new', 'session', 'go', 'session', 'finish', 'page', 'able', 'log_into_vpn', 'try_open', 'new', 'session', 'go', 'session', 'finish'] ['reconnect', 'vpn', 'hit', 'click', 'screen', 'change', 'closing', 'relaunching', 'result', 'restart_computer', 'result', 'vpn', 'connectivity'] ['revisit', 'ticket', 'ticket', 'review', 'asternal', 'label', 'customer', 'claim', 'sarcode', 'output', 'zebra_printer', 'scan', 'need', 'replicate', 'sarcode', 'locate', 'label', 'currently', 'output', 'ataman', 'see_attach', 'reference', 'ticket', 'ticket', 'customer', 'state', 'sarcodes', 'scannable', 'label'] ['click', 'click', 'enter', 'new', 'session', 'screen', 'repeat', 'instead', 'prompt', 'user_id', 'password', 'usually', 'able', 'use', 'euro', 'vpn', 'through', 'link', 'provide', 'email', 'unable', 'access', 'vpn'] ['vpn', 'issue', 'get', 'log', 'vpn', 'dhyana_sale_gl', 'vpn'] ['browser_microcoat_internet_explorer', 'germany_steel', 'plant', 'eu_tool', 'run', 'check', 'germany_steel', 'plant', 'eu_tool', 'run'] ['vpn', 'login', 'issue', 'user', 'unable', 'otologic', 'vpn', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'company', 'vpn', 'use', 'vpn', 'company', 'vpn', 'link', 'issue_resolve', 'vpn', 'login', 'issue'] ['browser_microcoat_internet_explorer', 'login', 'vpn', 'user', 'unable', 'otologic', 'vpn'] ['browser_microcoat_internet_explorer', 'available', 'get_into', 'vpn', 'need', 'est', 'wont', 'happen', 'erp'] ['distributor_tool', 'account', 'work', 'go', 'can_not', 'select', 'sale_org', 'can_not', 'select', 'customer'] ['browser_microcoat_internet_explorer', 'need', 'get', 'access', 'calendar', 'take', 'eths', 'duty', 'usa', 'well', 'usa', 'indiana', 'access', 'calendar'] ['unable', 'see', 'name', 'engineering_tool'] ['browser_microcoat_internet_explorer', 'need', 'user', 'name', 'password_reset', 'miri', 'current', 'id', 'password', 'let', 'log', 'system', 'miri', 'miri', 'password_reset'] ['global', 'currently', 'connectivity', 'between', 'crm', 'microcoat', 'outlook', 'company', 'computer', 'require', 'begin', 'link', 'remails', 'contact', 'information', 'between', 'outlook', 'crm', 'without', 'crm', 'add', 'work', 'device', 'currently', 'unable_open', 'ticket', 'get', 'complete', 'crm', 'add', 'outlook'] ['distributor_tool', 'engineering_tool', 'show', 'inventory', 'mm', 'even_though', 'ambe', 'transaction', 'show', 'unrestricted', 'stock', 'plant', 'dowl', 'mm', 'number', 'issue', 'sure', 'mm', 'number', 'stock', 'distributor_tool', 'engineering_tool', 'see', 'stock', 'see_attach', 'email', 'background', 'attach', 'material', 'management', 'transaction', 'engineering_tool', 'distributor_tool', 'distributor_tool', 'engineering_tool', 'show', 'inventory', 'mm'] ['unable_connect', 'ca', 'printer'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'bakerdom', 'transaction_code_user', 'need_work_describe', 'issue', 'guserid', 'no_longer', 'active', 'sid', 'reset_password', 'password_management_tool', 'change', 'sid', 'guserid', 'no_longer', 'active', 'allow', 'access', 'need', 'erp', 'miri', 'ing', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['ticket_comment_add'] ['want', 'setup', 'erp', 'automatically', 'sync', 'push', 'update', 'knowledge', 'base', 'pc', 'server_space', 'standard', 'practice', 'require', 'network', 'admin', 'manually', 'also', 'eliminate', 'various', 'compatibility', 'issue', 'manually', 'extract', 'file', 'setup', 'system', 'turn', 'sid_sid', 'sid', 'change', 'delta', 'move', 'server', 'erp', 'update', 'casque', 'automatic', 'knowledge', 'base', 'sync'] ['printer', 'ask', 'trust', 'source', 'driver', 'install', 'still', 'work', 'after', 'update', 'can_not', 'print', 'anymore', 'tc'] ['lock', 'crm', 'account'] ['browser_microcoat_internet_explorer', 'erp', 'netweaver_business_client', 'unable', 'pull', 'drawing', 'see', 'coworker', 'screen', 'look', 'similar', 'draw', 'tab', 'miss', 'mine', 'access', 'drawing', 'net_weaver'] ['need', 'get', 'outlook_crm_mfg', 'toot', 'reach', 'soon_possible', 'crm', 'outlook'] ['no_longer', 'crm', 'portion', 'add', 'outlook', 'need', 'instal', 'login', 'employee', 'number', 'crm', 'outlook'] ['see', 'crm', 'option', 'outlook', 'let_know', 'get', 'work', 'dallas', 'next', 'training', 'crm', 'add', 'outlook'] ['need', 'crm', 'add', 'outlook', 'perform', 'daily', 'job', 'function', 'move', 'forward', 'crm', 'add', 'outcook'] ['sent', 'item', 'folder', 'show', 'outlook'] ['job_job', 'ap', 'fail_job_scheduler'] ['unable', 'fill', 'expense_report', 'form', 'employee'] ['see_attach', 'example', 'discount', 'apply', 'quote', 'copy', 'show', 'sure', 'pdf', 'pick', 'additional', 'also', 'see', 'example', 'show', 'print', 'correct', 'print', 'today', 'something', 'move', 'weekend', 'back', 'quotation', 'printing', 'incorrect', 'voucher', 'discount'] ['ticket', 'ticket', 'update'] ['unable', 'log_into_skype', 'call', 'fb', 'issue'] ['reset_password', 'ghana', 'system_sid_sid', 'user_id', 'pollam', 'kindly', 'make', 'priority', 'basis', 'reset_password', 'ghana', 'system_sid_sid', 'user_id', 'pollam'] ['issue', 'delete', 'rm', 'delete', 'sm', 'job'] ['landplane', 'fc', 'drab', 'hostname', 'since_pm_et'] ['employee', 'usa', 'lock', 'miri', 'unlock', 'verify', 'employee', 'sid', 'access', 'employee', 'unable', 'report', 'production', 'capture', 'value', 'add', 'data', 'miri', 'employee', 'usa', 'lock', 'miri', 'unlock', 'verify', 'employee', 'sid', 'access'] ['schedule', 'final', 'job_scheduler', 'batch', 'job', 'documentation', 'need', 'update'] ['access', 'skype_business', 'come', 'message', 'file', 'microcoat', 'office', 'root', 'office', 'lynch', 'ex', 'fb', 'issue'] ['error', 'security_incident_possible_malware', 'infection_traffic_sinkhole_domain'] ['vip', 'blue', 'light', 'blinking', 'permit', 'connection', 'check', 'access', 'point', 'company', 'ita', 'company', 'melano', 'ap'] ['refer', 'mail', 'branch', 'attach', 'tandy', 'warehouse_tool', 'plant', 'warehouse_tool', 'picked', 'total', 'basic', 'value', 'excise', 'duty', 'get', 'charge', 'paid', 'accordingly', 'instead', 'correct', 'total', 'basic', 'value', 'per', 'previous', 'warehouse', 'kindly', 'find', 'fix', 'problem', 'future', 'warehouse_tool', 'capture', 'correct', 'total', 'basic', 'value', 'avoid', 'pay', 'high', 'excise', 'duty', 'tandy', 'warehouse_tool', 'pricing', 'error'] ['source_vip_system', 'name', 'android', 'user', 'unknown', 'location', 'unknown', 'sum_status', 'field_sale_user', 'no_sw_event', 'log', 'incident_overview', 'see', 'device_generate', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset', 'alert_traffic_block_port', 'cp', 'port_cp', 'android', 'device', 'indicate', 'host', 'likely', 'infect', 'malware', 'return', 'traffic', 'indicates', 'android', 'likely', 'attempt', 'visit', 'domain_name', 'sinkhole_dun', 'sinkhole_dun', 'server', 'give', 'false', 'information', 'order', 'prevent', 'use', 'domain', 'vip_address', 'resolution', 'request', 'sinkhole', 'traffic', 'possible', 'indicator', 'infect', 'computer', 'reach', 'controller', 'take', 'law', 'enforcement', 'research', 'organization', 'part', 'malware', 'mitigation', 'effort', 'traffic_sinkhole', 'examine', 'characteristic', 'automate', 'activity', 'case', 'administrator', 'curious', 'particular', 'domain', 'browse', 'trigger', 'signature', 'repeat', 'automate', 'request', 'sinkhole', 'however', 'clear', 'indication', 'malware_infection', 'escalate_incident_via_high', 'priority_ticket', 'per_default', 'escalation', 'policy', 'would_like', 'handle_incident', 'differently_future', 'see_handle', 'option_question', 'concern_let', 'know_either', 'correspond_via', 'ticket_delegate_ticket', 'back_soc_call', 'ticket_escalation', 'sinkhole_domain', 'alert_explicit_notification_via', 'medium_priority_ticket', 'no', 'phone_call', 'auto', 'resolve', 'sinkhole_domain', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'domain_name', 'system', 'dun', 'hierarchical', 'name', 'system', 'resource', 'connect_internet', 'private', 'network', 'primary', 'purpose', 'associate', 'various', 'information', 'domain_name', 'assign', 'participate', 'entity', 'primarily', 'use', 'translate', 'domain_name', 'numerical', 'vip_address', 'purpose', 'locate', 'service', 'device', 'network', 'domain_name', 'system', 'distributes', 'responsibility', 'assign', 'domain_name', 'mapping', 'name', 'vip_address', 'designate', 'authoritative', 'name', 'server', 'domain', 'authoritative', 'name', 'server', 'assign', 'responsible', 'support', 'domain', 'delegate', 'authority', 'subdomains', 'name', 'server', 'domain_name', 'system', 'also', 'specifies', 'technical', 'functionality', 'database', 'service', 'defines', 'dun', 'protocol', 'detailed', 'specification', 'data', 'structure', 'data', 'communication', 'exchange', 'use', 'dun', 'part', 'internet', 'protocol', 'suite', 'dun', 'sinkhole_dun', 'server', 'give', 'incorrect', 'information', 'order', 'prevent', 'use', 'domain_name', 'vip_address', 'resolution', 'attempt', 'client', 'request', 'resolve', 'address', 'sinkhole', 'hole', 'domain', 'sinkhole', 'return', 'non', 'unroutable', 'address', 'address', 'except', 'real', 'address', 'denies', 'client', 'connection', 'target', 'host', 'use', 'method', 'compromise', 'client', 'easily', 'found', 'use', 'sinkhole', 'log', 'another', 'method', 'detect', 'compromise_host', 'during', 'operation', 'server', 'use', 'command', 'control', 'purpose', 'take', 'law', 'enforcement', 'part', 'malware', 'mitigation', 'effort', 'traffic_sinkhole', 'examine', 'characteristic', 'automate', 'activity', 'case', 'administrator', 'curious', 'particular', 'domain', 'browse', 'trigger', 'signature', 'repeat', 'automate', 'request', 'sinkhole', 'clear', 'indication', 'infection', 'trojan', 'sort', 'connection', 'sinkhole', 'seem', 'somewhat', 'benign', 'certainly', 'include', 'information', 'leakage', 'extent', 'although', 'sinkhole', 'operator', 'unlikely', 'use', 'personally', 'identifiable', 'information', 'capture', 'trojan', 'communication', 'become', 'public', 'knowledge', 'company', 'infect', 'lead', 'deputational', 'damage', 'additionally', 'sinkhole', 'feed', 'vip_address', 'victim', 'impede', 'access', 'certain', 'service', 'like', 'send', 'email', 'finally', 'trojan', 'connect', 'multiple', 'controller', 'domain', 'hostname', 'even_though', 'sinkhole', 'others', 'lead', 'possibility', 'remote_code_execution', 'information', 'leakage', 'malicious', 'party', 'case', 'reference_event', 'data_related_event', 'event_id_event', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_occurrence_count_event', 'count_host_connection_information', 'source_vip_source_port', 'source_vip_elocation_lisbon', 'port_destination_vip_destination', 'host', 'android', 'destination_port', 'destination', 'mac_address', 'connection_directionality_incoming_protocol', 'cp_hatty_status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'security_correlation_data_cpd', 'android_via_eth_relay', 'lease_duration', 'renew_ascii', 'packet_cap_ascii_cap', 'ascii_hex_packet_cap', 'hex', 'dft', 'pdf', 'feak', 'code', 'dc', 'acc', 'gedd', 'caf', 'def', 'hatty', 'move', 'tempo', 'da', 'warily', 'server', 'fe', 'ninox_date', 'mon', 'da', 'mt', 'cont', 'pent', 'type', 'text', 'cd', 'fe', 'ea', 'html', 'connection', 'cf', 'da', 'fb', 'close', 'set', 'cook', 'ie', 'abstr', 'sid', 'domba', 'de', 'da', 'cf', 'fe', 'location', 'hatty', 'af', 'fe', 'cc', 'soso', 'invest', 'da_da', 'go', 'ff', 'cap_hex_security_incident', 'possible_malware_infection_traffic', 'sinkhole_domain', 'android'] ['unlock', 'netweaver', 'access', 'user', 'switzerland', 'switzerland', 'reinstall', 'application', 'report', 'many_fail', 'logins', 'user', 'switzerland', 'block', 'netweaver'] ['install', 'vision', 'std', 'client', 'pc'] ['lock', 'sid', 'client', 'function', 'specifically', 'crm', 'system', 'make', 'one', 'attempt', 'enter', 'password', 'receive', 'password', 'logion', 'no_longer_possible', 'many_fail_attempt', 'reset_password', 'use_password_management', 'tool_password_reset'] ['need', 'vision', 'instal', 'laptop', 'software', 'request', 'vision'] ['unable_connect', 'skype'] ['well', 'fight', 'week', 'supplier', 'technical', 'department', 'help', 'also', 'refresh', 'memory', 'trouble', 'connect', 'becomma', 'site', 'manager', 'becomma', 'cloud', 'history', 'configure', 'total', 'five', 'becomma', 'site', 'manger', 'one', 'complete', 'first', 'two', 'work', 'still', 'work_fine', 'third', 'one', 'start', 'drop', 'cloud', 'wont', 'connect', 'unit', 'four', 'five', 'wont', 'connect', 'never', 'unit', 'three', 'building', 'one', 'two', 'no', 'luck', 'take', 'unit', 'three', 'home', 'connect', 'router', 'connects', 'see', 'gate', 'use', 'every', 'machine', 'build', 'ask', 'company', 'department', 'direction', 'realize', 'might', 'familiar', 'product', 'attach', 'simple', 'troubleshoot', 'guide', 'becomma', 'connection', 'issue', 'becomma', 'site'] ['no', 'access', 'time', 'track', 'network'] ['see_attach', 'screen', 'print', 'pfx', 'billing', 'error', 'state', 'foreign', 'trade', 'data', 'incomplete', 'billing_document', 'create', 'pfx', 'billing', 'error'] ['power_supply', 'issue', 'hq'] ['warn_message', 'semantic_endpoint', 'protection', 'icon', 'backbar', 'see_attach', 'document', 'show', 'message', 'issue', 'semantic_endpoint', 'protection'] ['eristic', 'browser_microcoat_internet_explorer', 'try', 'get', 'status', 'ticket', 'number', 'ticket', 'try', 'get', 'status', 'ticket', 'number', 'ticket'] ['monitor', 'work'] ['need', 'mouse', 'replacement'] ['mouse', 'work', 'properly', 'replace'] ['need', 'new', 'work', 'mouse'] ['unable', 'load', 'outlook', 'due', 'crm'] ['iphone', 'reduce', 'ear', 'speaker', 'speak', 'individual', 'hear', 'volume', 'faint', 'must', 'use', 'speaker', 'phone', 'make', 'call', 'non', 'secure', 'phone', 'repair', 'replace', 'smart', 'phone', 'issue'] ['no', 'registration', 'skype', 'possible', 'no', 'registration', 'possible', 'skype'] ['support', 'release', 'device', 'per', 'attach', 'form', 'employee', 'own', 'mobile_device', 'correspond', 'form', 'attach', 'moment', 'use', 'outlook', 'app', 'approve', 'form', 'return', 'mail', 'employee', 'own', 'mobility', 'agreement'] ['no', 'response', 'caller'] ['need', 'know', 'member', 'provide', 'excel_file', 'format', 'need', 'know', 'member'] ['account_lock', 'ibex'] ['outlook', 'work', 'vet', 'update', 'sp', 'nothing'] ['setup', 'printer', 'dg', 'dg', 'hostname', 'print', 'driver'] ['can_not', 'print', 'status', 'printer', 'mapped', 'need', 'driver_update', 'however', 'try', 'update', 'driver_update', 'quits', 'half', 'way', 'through', 'installation', 'printer', 'update', 'driver'] ['route', 'file', 'print', 'pa', 'hp', 'vip', 'plant', 'hp', 'note', 'pa', 'problem', 'hardware', 'doubt', 'contact', 'printer', 'problem', 'reroute', 'issue', 'information'] ['mail_com', 'check', 'replace', 'toner', 'em', 'em', 'germany'] ['guest_wifi', 'set', 'gastronomy', 'year'] ['password_management_tool', 'account_unlock'] ['kindly_assist', 'user', 'unable', 'receive', 'incoming', 'email', 'pc', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'unable', 'receive', 'incoming', 'email'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'no', 'authorization', 'open', 'employee', 'doc', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['unable', 'cogito', 'skype'] ['need', 'assistance', 'can_not', 'login', 'engineering_tool', 'web', 'application', 'after', 'password', 'change'] ['add', 'user', 'active_directory', 'group'] ['network', 'problem_multiple_application', 'run_slow'] ['would_pol', 'create_delivery_note_stop', 'plant', 'something', 'error', 'unable', 'create', 'pol', 'create_delivery_note_stop'] ['can_not', 'create', 'engineering_tool', 'task', 'er', 'deal', 'problem', 'contact', 'galop', 'can_not', 'create', 'engineering_tool', 'task', 'er'] ['erp', 'system', 'slow', 'plant', 'erp', 'user', 'plant', 'erp', 'system', 'slow', 'plant'] ['usa', 'follow', 'consultant', 'attendance_tool', 'access', 'company_guest', 'week', 'rosario', 'sarafan', 'language', 'confirm', 'do', 'many', 'vip', 'access', 'company_guest'] ['determine', 'network', 'problem', 'erp', 'slow', 'use_quick_ticket', 'within', 'erp', 'folder', 'erp', 'run_slow', 'one', 'transaction_impact', 'erp', 'server', 'server', 'name', 'locate', 'status_bar', 'bottom_right', 'screen', 'co_worker_also', 'notice_slow_response_time', 'erp', 'application', 'run_slow', 'access', 'data', 'file', 'server', 'comment', 'issue', 'system', 'network', 'problem_multiple_application', 'run_slow'] ['head', 'set', 'input', 'jack', 'no_longer', 'ask', 'question', 'during', 'plug', 'laptop', 'speaker_work', 'amic', 'work', 'during', 'skype', 'conically'] ['face', 'huge', 'issue', 'german', 'traveler', 'can_not', 'enter', 'expense', 'erp_sid', 'zincotype', 'exist', 'create', 'manually', 'really', 'time', 'consume', 'even', 'know', 'contact', 'error', 'come', 'happen', 'zincotype', 'delete', 'create', 'automatically', 'somehow', 'zincotype', 'delete', 'huge', 'number', 'traveler', 'germany', 'sid'] ['volume_label', 'dat_hostname', 'space_consume_space_available'] ['receive', 'follow_error_message', 'try_open', 'finance_app', 'plant', 'monthly', 'book', 'check', 'mit_gr', 'sen', 'connection', 'finance_app', 'data', 'base'] ['kogia', 'fax', 'machine', 'thick', 'black', 'ink', 'look', 'thank', 'fax', 'machine', 'unclear'] ['accourt', 'lock'] ['outlook', 'prompt', 'password'] ['erp', 'sid_sid', 'work'] ['system_sid_sid', 'sid_sid_herp_sid', 'sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'need', 'access', 'state', 'role', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'need', 'erp', 'access', 'state', 'role'] ['last_week', 'setup', 'collaboration_platform', 'after', 'start', 'collaboration_platform', 'recognize', 'owner', 'make', 'action', 'today', 'start', 'collaboration_platform', 'tell', 'connect', 'server', 'vpn_connection', 'establish', 'hope', 'fix', 'issue', 'met', 'groset', 'directeur', 'company', 'company', 'nederland', 'bv', 'wim', 'se', 'www', 'company', 'nederland', 'bv', 'posticus', 'az', 'collaboration_platform', 'issue'] ['computer', 'unable', 'connection', 'company', 'network', 'pc', 'get', 'vip_address', 'computer', 'unable', 'connection', 'company', 'network'] ['employee', 'pin', 'require', 'access', 'powder', 'control', 'station', 'read', 'list'] ['warm', 'unable', 'create', 'stock', 'recall', 'form'] ['wireless', 'press', 'button', 'enable', 'disable', 'inform', 'praise', 'laender', 'hrzn', 'wireless', 'press', 'button', 'enable', 'disable'] ['atop', 'get', 'commit', 'sid', 'screen_shot', 'error', 'msg', 'give', 'atop', 'get', 'commit', 'sid'] ['vpn', 'connect'] ['browser_microcoat_internet_explorer', 'change_password', 'outlook', 'change_password', 'outlook'] ['time', 'card', 'automatically', 'generate'] ['mention', 'apprentice', 'unable_login', 'desktop', 'reset_password', 'emp', 'no_name_seid', 'chahar'] ['connect', 'ui', 'set', 'view', 'brand', 'kyd', 'language', 'zho', 'chn', 'adv', 'after', 'log_into', 'user', 'interface', 'sale', 'organization', 'edit', 'build', 'customer', 'quotation', 'report', 'treatment', 'after', 'log_into', 'new', 'customer', 'information', 'offer'] ['kindly_assist', 'reset', 'sid', 'password', 'user', 'bassia', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'reset_password'] ['connect', 'mobile', 'hotpot'] ['ie_browser', 'issue', 'after', 'search', 'page', 'open'] ['unable_login', 'microcoat', 'account', 'need', 'password'] ['inquiry', 'erp', 'availability'] ['volume_label', 'triarch', 'server', 'chasid', 'space_consume_space_available', 'chasid', 'space_consume_space_available'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active', 'primary', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'mbps', 'internet', 'link', 'telecomm_vendor', 'circuit', 'id', 'company_ap_ind', 'india', 'vpn_tr', 'since_pm'] ['job_backup', 'tool', 'casque', 'prod_inc_fail_job', 'scheduler'] ['erp', 'password', 'block', 'request', 'kindly', 'set', 'password', 'employee', 'code', 'login', 'id', 'erp', 'password', 'block'] ['skype', 'personal_certificate', 'issue'] ['use', 'outlook', 'group'] ['job_job', 'batch', 'even', 'job_job'] ['mail_com', 'submit', 'trouble', 'engineering_tool', 'cid', 'synchronization', 'lack', 'report', 'greet', 'oooo', 'engineering_tool'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power', 'outage_south_america', 'site_hard_since_et'] ['skype_business', 'can_not', 'login', 'error_message', 'problem', 'acquire', 'personal_certificate', 'require', 'sign', 'solve', 'skype', 'login', 'issue', 'personal_certificate', 'issue'] ['apac', 'company', 'company_ap_chn_apac', 'shop', 'closet', 'access_sw', 'uplink_company', 'ap_chn', 'apac', 'access_sw_since_et', 'apac', 'company', 'uplink_company', 'ap_chn', 'apac', 'access_sw_since_et'] ['erp', 'run_slow', 'since_last', 'hour', 'internet', 'work_fine', 'transaction', 'run_slow', 'contact', 'erp', 'system', 'sid', 'transaction', 'checked', 'dace', 'no', 'issue', 'dace', 'check', 'utilization', 'dace', 'confirm', 'utilization', 'high', 'since_last', 'half', 'hour', 'call', 'erp', 'basis', 'call', 'support', 'call', 'support', 'erp', 'run_slow', 'since_last', 'hour', 'israel', 'internet', 'work_fine'] ['source_vip_system', 'name', 'reference', 'user', 'location', 'dz', 'sum_status', 'field_sale_user', 'no_sw_event', 'log', 'see', 'croc', 'receive', 'least_occurrence', 'possible', 'magneto', 'mage_block_widget', 'ql_injection', 'attempt', 'inbound', 'cave', 'alert', 'sensor', 'device', 'traffic_block', 'sour', 'port_cp', 'dallas', 'usa', 'destine_port', 'cp', 'usa_usa', 'occur', 'indicates', 'external_host', 'possibly', 'source', 'attempt', 'discover', 'public', 'face', 'server', 'include', 'vulnerable', 'magneto', 'mage_block_widget', 'grid', 'ql_injection', 'vulnerability', 'described', 'cave', 'ticket', 'effectively', 'serve', 'master', 'ticket', 'related', 'alert', 'receive', 'feedback', 'handle', 'event', 'go_forward', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket', 'back', 'croc', 'call', 'number', 'option', 'available', 'handle', 'future', 'alert', 'one', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'likely', 'choice', 'run', 'application', 'target', 'ticket_escalation', 'via_medium_priority_ticket', 'no', 'phone_call_unique_source', 'vip_address', 'alert', 'generate', 'relatively', 'large', 'volume', 'incident', 'ticket', 'full_escalation', 'via_high_priority_ticket', 'phone_call_unique_source', 'vip_address', 'would', 'recommend', 'option', 'since', 'exploit', 'code', 'wild', 'merely', 'identify', 'source', 'attack', 'useful', 'always', 'run', 'report', 'portal', 'identify', 'list', 'attacker', 'instead', 'would', 'recommend', 'audit', 'environment', 'vulnerable', 'system', 'update', 'necessary', 'complete', 'go', 'option', 'suppress', 'alert', 'event', 'croc', 'technical_detail', 'vulnerability', 'exists', 'magneto', 'due', 'insufficient', 'input', 'validation', 'within', 'mage_block_widget', 'grid', 'function', 'remote', 'attacker', 'exploit', 'vulnerability', 'conduct', 'ql_injection', 'attack', 'vulnerable', 'system', 'magneto', 'usa', 'platform', 'vulnerability', 'exists', 'magneto', 'product', 'edition', 'ce', 'version', 'through', 'version', 'version', 'version', 'through', 'version', 'version', 'magneto', 'enterprise', 'edition', 'ee', 'version', 'prior', 'due', 'insufficient', 'input', 'validation', 'user', 'controllable', 'supply', 'via', 'popularity', 'field', 'exr', 'popularity', 'popularity', 'set', 'properly', 'sanitize', 'illegal', 'malicious', 'content', 'mage_block_widget', 'grid', 'function', 'prior', 'store', 'filename', 'variable', 'use', 'ql', 'query', 'remote', 'administrator', 'leverage', 'issue', 'conduct', 'ql_injection', 'attack', 'ql', 'code', 'into', 'affected', 'input', 'successful', 'exploitation', 'permit', 'attacker', 'manipulate', 'ql', 'query', 'execute', 'arbitrary', 'ql', 'command', 'underlie', 'database', 'reference_event', 'data_related_event', 'event_id_event', 'possible', 'magneto', 'mage_block_widget', 'ql_injection', 'attempt', 'inbound', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source', 'port_source', 'vip_elocation', 'dallas', 'usa', 'destination_vip_destination_port', 'destination_vip_elocation', 'usa_usa', 'connection_directionality_incoming_protocol', 'cp_hatty', 'method_post', 'host', 'www', 'company', 'de', 'full_url_path', 'admin', 'cwm', 'directive', 'index', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'possible', 'magneto', 'mage_block_widget', 'ql_injection', 'attempt', 'inbound', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack', 'win', 'ex', 'colen_cp', 'option_knop_knop_cap', 'ex_hatty', 'uri', 'admin', 'cwm', 'directive', 'index', 'ex_hatty_hostname', 'www', 'company', 'de', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'dd', 'ba', 'ae', 'dd', 'pyx', 'dace', 'kn', 'cb', 'ac', 'cc', 'post', 'ad', 'ef', 'min', 'cwm', 'directive', 'index', 'hatty', 'host', 'reub', 'ce', 'www', 'company', 'da', 'af', 'ad', 'de', 'accept', 'fe', 'dc', 'content', 'length', 'fe_content', 'fe', 'hype', 'application', 'dd', 'www', 'form', 'urled', 'da_da', 'encode', 'filter', 'dc', 'dc', 'sid', 'ef', 'reub', 'fa', 'af', 'ec', 'ca', 'hdkf', 'ee', 'ca', 'fa', 'ee', 'ca', 'ea', 'de', 'cc', 'de', 'ce', 'ba', 'cc', 'cb', 'supply', 'ca', 'reub', 'ff', 'dir', 'sective', 'de', 'ba', 'landform', 'arided', 'cap_hex', 'event', 'show', 'due', 'space', 'constraint', 'take', 'action', 'ticket', 'action', 'security_incident', 'sw', 'magneto', 'ql_injection'] ['pol_check', 'issue', 'return', 'post', 'due', 'bath', 'issue', 'key', 'anything', 'batch', 'blank', 'pol', 'handle', 'tx', 'lot', 'gd_company_handprint_apac', 'wg_dc', 'post'] ['year', 'occur', 'five', 'time', 'network', 'address', 'miss', 'need', 'restart', 'device', 'regain', 'no', 'failure', 'device', 'bound', 'vip_address', 'no', 'hot', 'stove', 'lc', 'controller', 'communication', 'module', 'network', 'address', 'miss'] ['set', 'password_reset', 'password', 'use_password_management', 'tool_password_reset'] ['computer', 'get', 'wet', 'deal', 'pay', 'kogia', 'thank'] ['today', 'chinese', 'work', 'day', 'open', 'erp', 'system', 'erp', 'material', 'company', 'apac', 'co', 'td', 'erp', 'logion'] ['hostname', 'hostname', 'hostname', 'hostname', 'hostname', 'ex', 'run', 'ex', 'run', 'many', 'pilm_conversion', 'server'] ['receive', 'call', 'music', 'play', 'no', 'one', 'answer', 'interaction_id', 'receive', 'call', 'music', 'play', 'no', 'one', 'answer'] ['job_bowpin', 'cluster', 'full', 'fail_job_scheduler'] ['account_disabled'] ['mobile_device_activation', 'company', 'provide'] ['mail_com', 'ask', 'cut', 'new', 'mobile_phone', 'fwd', 'synchronization_exchange', 'temporarily_block', 'device', 'access', 'admin'] ['try', 'submit', 'engineering_tool', 'system', 'problem', 'message', 'error', 'connect', 'company', 'network', 'think', 'connect', 'vpn', 'company', 'try', 'submit', 'still', 'get', 'fail', 'advise', 'can_not', 'submit', 'engineering_tool', 'system'] ['able', 'submit', 'report', 'engineering_tool', 'contact', 'able', 'submit', 'report', 'engineering_tool'] ['no', 'internet', 'signal'] ['browser_microcoat_internet_explorer', 'skype', 'work', 'skype', 'work'] ['serf', 'job_scheduler', 'unlinked', 'respond', 'try', 'reconnect', 'server', 'job_scheduler', 'unlinked'] ['hostname', 'swap', 'space', 'hostname', 'less'] ['production_order_interface_app', 'server', 'india', 'able', 'release', 'production_order'] ['refer_screen_shot', 'get', 'po', 'print', 'thank', 'www', 'after', 'print'] ['password_reset', 'hr_tool', 'miri'] ['unable', 'get', 'crm', 'add', 'excel'] ['password_reset', 'login', 'collaboration_platform', 'check'] ['user', 'want', 'download', 'software', 'share', 'collaboration_platform', 'connect', 'user', 'system_use_televiewer', 'user', 'download', 'software', 'local', 'system', 'issue_resolve', 'user', 'want', 'download', 'software', 'share', 'collaboration_platform'] ['set', 'ship', 'day', 'air', 'would', 'however', 'erp', 'show', 'delivery_date', 'day', 'quote', 'enter', 'next', 'day', 'air', 'shipping', 'delivery_date', 'quote', 'enter', 'next', 'day', 'air', 'shipping', 'delivery_date', 'correct', 'delivery_date', 'show', 'schedule_line', 'output'] ['user', 'decide', 'need', 'office', 'turn', 'degree', 'mean', 'phone', 'another', 'port', 'manage', 'get', 'power', 'use', 'poe', 'injector', 'currently', 'phone', 'sync', 'extension', 'mac_address', 'ata', 'phone', 'issue'] ['unlock', 'erp', 'password', 'work', 'after', 'change', 'senior', 'technical', 'service', 'rep', 'erp', 'log'] ['user', 'error', 'access', 'decad', 'unavailable', 'database', 'error', 'decad', 'raj'] ['way', 'remove', 'information', 'desktop', 'screen', 'slight', 'change', 'desktop'] ['call_vitalist', 'opportunity', 'editable', 'check', 'screen_shot', 'require', 'use', 'enter', 'customer', 'lead', 'product', 'data', 'into', 'crm', 'understand', 'many', 'time', 'actual', 'data', 'entry', 'field', 'lock', 'can_not', 'enter', 'anything', 'also', 'flow', 'screen', 'lack', 'intuitive', 'input', 'much', 'challenge', 'true', 'product', 'screen', 'also', 'lead', 'screen', 'call_vitalist', 'opportunity', 'editable'] ['face_problem', 'laptop', 'screen', 'vertical', 'line', 'strip', 'come', 'screen', 'today', 'refer', 'pic', 'earlier', 'also', 'face_problem', 'permanent', 'today', 'continue', 'screen', 'kindly_look_into', 'application', 'engineering', 'laptop', 'screen', 'problem'] ['need', 'administrator', 'access', 'user', 'install', 'dace', 'software', 'admin', 'access'] ['interface', 'ethernet', 'port', 'channel', 'fluke', 'review', 'appliance', 'company', 'dc', 'go', 'intermittently', 'interface', 'ethernet', 'port', 'channel', 'fluke', 'review', 'appliance', 'intermittently', 'go'] ['vat', 'tally'] ['check', 'obj', 'account', 'get', 'enclose', 'error_message', 'try_open', 'obj', 'report', 'check', 'obj', 'account', 'get', 'enclose', 'error_message', 'try_open', 'obj', 'report'] ['one_note', 'issue', 'file', 'get', 'synched', 'log', 'try', 'log', 'back', 'no', 'go', 'checked', 'user', 'able', 'sync', 'no', 'issue', 'user', 'one_note', 'issue', 'file', 'get', 'synched'] ['browser_microcoat_internet_explorer', 'can_not', 'access', 'printer', 'usa_plant', 'act', 'like', 'need', 'install_driver', 'give', 'access', 'hostname', 'never', 'issue', 'past', 'sure', 'permission', 'change', 'change', 'position', 'printer', 'printing'] ['need', 'item', 'related', 'must', 'replace', 'new', 'package', 'fill', 'plant', 'bom', 'current', 'change', 'current', 'change', 'current', 'change', 'current', 'change', 'current', 'change', 'change', 'mm', 'package', 'plant', 'bom'] ['unable', 'get', 'audio', 'skype_meeting'] ['enter', 'power', 'save', 'mode', 'external_monitor'] ['tim', 'stop', 'attach', 'hr', 'job', 'immediate', 'effect', 'stop', 'hr', 'job'] ['need', 'authorization', 'approve', 'expense_report', 'chivage', 'one', 'correct', 'chivage', 'reporting', 'expense', 'side', 'need', 'update', 'error', 'get', 'expense_report', 'error', 'need', 'authorization'] ['try', 'login', 'ethic', 'user', 'get', 'follow', 'error', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'unable_login', 'ethic'] ['install', 'viewer', 'software', 'available', 'drive', 'temporary', 'viewer', 'subdirectory', 'install', 'viewer'] ['advise', 'undeliverable_mail', 'person', 'still', 'company', 'request', 'complete', 'requirement', 'fy', 'ethic', 'module', 'work', 'together', 'promote', 'mutual', 'respect'] ['able_login', 'collaboration_platform', 'use', 'email_address', 'change', 'setting', 'extension', 'attribute', 'editor', 'ask', 'user', 'login', 'after', 'time', 'able_login', 'collaboration_platform', 'use', 'email_address'] ['ship', 'create', 'visible', 'erp'] ['request', 'installation', 'adobe', 'acrobat', 'software', 'creation', 'maintenance', 'various', 'document', 'import', 'export', 'request', 'installation', 'software', 'adobe', 'acrobat'] ['within', 'european', 'pricing', 'experience', 'user', 'trouble', 'get', 'right', 'connection', 'business', 'explorer', 'ghana', 'receive', 'couple', 'ticket', 'show', 'error', 'behavior', 'hope', 'quick', 'resolution', 'user', 'germany', 'location', 'attachment', 'set', 'instruction', 'use', 'error', 'log', 'setup', 'machine', 'complete', 'through', 'local', 'analysis_office', 'ghana', 'access', 'user', 'without', 'access', 'ghana'] ['desk', 'end', 'balance', 'alar', 'different', 'trial', 'balance', 'previous', 'end', 'balance', 'zero', 'alar', 'condition', 'previous', 'end', 'balance', 'appear', 'end', 'balance', 'match', 'between', 'alar', 'cause', 'vendor', 'customer', 'balance', 'local', 'currency', 'list', 'alar', 'alar'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'password', 'set', 'sid'] ['wireless', 'work'] ['access', 'update', 'work_center', 'shop_floor_app', 'access', 'system', 'tab', 'shop_floor_app', 'look_like', 'miss', 'item', 'need', 'access', 'shop_floor_app', 'correct'] ['virus', 'issue', 'goggle', 'map', 'issue'] ['need', 'information', 'password'] ['browser_microcoat_internet_explorer', 'engineering_tool', 'fail', 'load', 'error', 'log', 'available', 'large', 'paste', 'unable_launch', 'engineering_tool'] ['explanation', 'password', 'require'] ['unable_connect', 'wireless'] ['user', 'add', 'campaign', 'product', 'hit', 'save', 'crm', 'delivers', 'error', 'privilege', 'perform', 'action', 'log', 'file', 'attach', 'eva', 'able', 'add', 'campaign', 'global', 'hard', 'machining', 'opportunity'] ['change_password', 'can_not', 'open', 'outlook', 'happen', 'last', 'time', 'also', 'crm', 'issue', 'happens', 'password', 'change', 'high', 'importance', 'application_engineer', 'comp', 'industrial', 'segment', 'password', 'change', 'no', 'outlook'] ['install', 'ibex', 'analysis_add'] ['laptop', 'battery', 'need', 'replace', 'erp', 'battery', 'backup', 'poor', 'laptop', 'power', 'remove', 'dock_station', 'service_tag', 'laptop', 'model', 'dell_latitude', 'laptop', 'battery', 'need', 'replace', 'erp', 'service_tag'] ['no', 'original', 'file', 'create', 'fr', 'production', 'hold', 'wait', 'file', 'no', 'original', 'manufacturing', 'wait'] ['network', 'connection', 'work', 'machine', 'agathin', 'zombi', 'use', 'ask', 'thank', 'machine', 'agathin', 'zombi', 'network', 'connection', 'work'] ['person', 'unable', 'hear', 'warehouse_tool', 'skype_call', 'skype_audio', 'issue'] ['madam', 'space_available', 'grind', 'drive', 'mb', 'provide', 'additional', 'space', 'drive', 'early', 'space', 'requirement', 'grind', 'drive'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_india', 'india', 'vpn', 'circuit_since_et', 'no', 'backup'] ['need', 'telephony_software', 'instal', 'contact', 'via', 'skype', 'remote', 'installation', 'phone', 'need', 'telephony_software', 'instal', 'sr', 'can_not', 'take', 'call'] ['call', 'check', 'account_disabled'] ['make_sure', 'fact', 'confirm', 'customer', 'valid', 'statement', 'complain', 'service', 'response', 'mail', 'info', 'forward', 'copy', 'comment', 'sale', 'construction', 'sa', 'new', 'road', 'king', 'bit', 'catalog', 'revise', 'price', 'local'] ['use', 'microcoat', 'mobile_phone', 'outlook', 'mobile', 'no', 'task', 'available', 'use', 'undermist', 'add', 'app', 'outlook', 'add', 'start', 'undermist', 'add'] ['see', 'travel_expense', 'billing', 'erp', 'transaction_pr', 'come', 'message', 'info', 'type', 'exist', 'pers', 'no', 'see', 'travel_expense', 'billing', 'erp', 'transaction_pr'] ['get', 'communication', 'attendance_tool', 'system', 'follow', 'clock', 'request', 'check', 'priority'] ['printer', 'swap'] ['someone', 'disabled', 'ad', 'account', 'day', 'ago', 'reactivate', 'tell', 'disabled', 'change', 'location', 'switzerland', 'germany', 'still', 'employee', 'director', 'hr', 'confirm', 'still', 'work', 'company', 'account_disabled'] ['problem', 'mit', 'outlook', 'egracias', 'gunwale', 'fernando'] ['approve', 'mailbox', 'user', 'follow', 'environment', 'tempe', 'train', 'prod', 'mail_box', 'need', 'approve', 'nad', 'enable'] ['colleague', 'open', 'ticket', 'issue', 'spain', 'sale_org', 'portugal', 'sale_org', 'ticket', 'application_response_time', 'network_resource_work_normally'] ['error', 'can_not', 'authenticate', 'user', 'soap', 'fault', 'detail', 'endpoint', 'soap', 'connection', 'available', 'connection', 'id', 'hostname_pandy_com', 'fail', 'create', 'fc', 'download', 'stream', 'fc', 'path', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['folder', 'team', 'gpcd', 'access', 'read_write', 'user_id', 'network', 'access', 'orth', 'network_drive', 'require'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_usa', 'mi', 'brember', 'site_hard_since_et'] ['experience', 'slow_response', 'time', 'location', 'erp', 'various', 'transaction', 'va_va', 'va_va', 'md', 'currently', 'server', 'mine', 'ok', 'others', 'complain', 'server_hostname', 'experienced', 'also', 'issue', 'heard', 'least', 'server', 'issue', 'hostname', 'check', 'network', 'connection', 'advise', 'many', 'user', 'germany', 'location', 'earlier', 'germany', 'complain', 'response_time', 'issue', 'erp'] ['erp', 'response_time', 'especially', 'load', 'take', 'much', 'long', 'erp', 'load', 'release', 'order', 'sid', 'take', 'much', 'long', 'check'] ['notice_slow', 'performance', 'erp', 'yuk', 'facility', 'polarid', 'engineering', 'technology', 'erp', 'performance'] ['erp', 'slow', 'internet', 'run', 'fine', 'application', 'outlook', 'run', 'fine', 'many', 'user', 'affected', 'erp', 'slow', 'multiple', 'location', 'poland', 'united_kingdom', 'germany'] ['laptop', 'use', 'audio', 'file', 'sound', 'laptop', 'use', 'audio'] ['erp', 'slow', 'user', 'poland', 'office', 'user', 'impact', 'erp', 'slow', 'user', 'poland', 'office'] ['determine', 'network', 'problem', 'system', 'slowly', 'erp', 'slow', 'use_quick_ticket', 'within', 'erp', 'folder', 'erp', 'run_slow', 'no', 'one', 'transaction_impact', 'erp', 'server', 'server', 'name', 'locate', 'status_bar', 'bottom_right', 'screen', 'apod', 'server', 'eu_tool', 'server', 'co_worker_also', 'notice_slow_response_time', 'many', 'colleague', 'plant', 'application', 'run_slow', 'eu_tool', 'erp', 'print', 'drawing', 'create_delivery_note', 'eu_tool', 'network', 'problem_multiple_application', 'run_slow'] ['can_not', 'synchronize', 'appointment', 'press', 'anything', 'outlook', 'crm', 'tag', 'like', 'attach', 'picture', 'can_not', 'synchronize', 'outlook', 'appointment', 'crm'] ['warehouse_tool', 'block', 'system', 'foreign', 'data', 'miss', 'item', 'after', 'first', 'analysis', 'info', 'available', 'mm', 'concerned', 'material', 'warehouse_tool', 'complete', 'check', 'happen', 'order', 'avoid', 'futuro', 'issue', 'material', 'correctly_enter', 'mm', 'step', 'miss', 'erp', 'incident', 'lead', 'issue', 'foreign', 'trade', 'data', 'miss', 'warehouse_tool'] ['bothy', 'know', 'copying', 'question'] ['cc', 'can_not_connect', 'vpn', 'access', 'try', 'connect', 'vpn', 'small', 'window', 'picture', 'show', 'shortly', 'disconnect', 'second', 'picture', 'say', 'disconnect', 'checked', 'device', 'find', 'device', 'pc', 'network', 'adapter', 'la', 'driver', 'give', 'advice', 'vpn', 'access', 'issue'] ['unblock', 'user', 'use_password_management', 'tool', 'id', 'password', 'want', 'work', 'can_not', 'get_into', 'system', 'password', 'block'] ['user', 'try', 'use', 'run', 'report', 'functionality', 'product', 'product', 'report', 'page', 'summary', 'product', 'return', 'data', 'blank_screen', 'find', 'happen', 'troubleshoot', 'take', 'user', 'illustrate', 'functionality', 'talk', 'user', 'yet', 'work', 'ny', 'opportunity', 'user', 'can_not', 'use', 'run', 'report'] ['error', 'put', 'mm', 'bestand', 'stlg', 'dat', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['ship', 'method', 'information', 'lose', 'bulk', 'shipment', 'indicator', 'remove', 'multiple', 'line', 'delivery', 'process', 'kris', 'carrier', 'ipid', 'carrier', 'information', 'lose', 'bulk', 'indicator', 'remove', 'multiple', 'line', 'delivery', 'process', 'kris', 'carrier', 'vip'] ['shutdown', 'computer', 'yesterday', 'window', 'update', 'caseload', 'stop', 'update', 'telephony_software', 'must', 'fix', 'see', 'information', 'identify', 'update', 'cause', 'issue', 'update', 'computer', 'disable', 'list', 'update', 'case', 'happen', 'anyway', 'remove', 'puritan', 'cecum', 'analyst', 'operational', 'excellence', 'emea', 'telephony_software', 'break'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_usa', 'site_hard_since_et'] ['change_password', 'yesterday', 'open', 'log', 'thing', 'change', 'favorite', 'disappear', 'asks', 'input', 'customer', 'customer', 'search', 'work', 'opening', 'favorite', 'say', 'call', 'helodes', 'call', 'erp', 'able', 'work', 'today', 'capture', 'problem'] ['duplex', 'mismatch', 'duplex', 'mode', 'interface', 'uplink_company', 'eu', 'ita', 'melano', 'vpn', 'company_eu', 'ita', 'milan', 'core', 'stack_sw', 'half', 'check', 'duplex', 'configuration', 'end', 'device', 'link', 'make_sure', 'duplex', 'mode', 'match', 'duplex', 'mismatch', 'duplex', 'mode', 'interface', 'connection', 'lan', 'company_eu', 'ita', 'melano', 'vpn', 'full', 'check', 'duplex', 'configuration', 'end', 'device', 'link', 'make_sure', 'duplex', 'mode', 'match', 'melano', 'italy', 'duplex', 'mismatch', 'gi', 'router', 'gi', 'router', 'see', 'description', 'info'] ['check', 'advise', 'cost', 'attach', 'shipping', 'warehouse_tool', 'per', 'standard', 'cost', 'use', 'per', 'piece', 'deusan', 'shipping', 'document', 'sgd', 'use', 'effect', 'customer', 'pay', 'high', 'cost', 'import', 'duty', 'mm', 'dn', 'pt', 'indonesia', 'uratoma'] ['company', 'check', 'laptop', 'setting', 'get', 'inconsistent', 'company', 'vpn_connection', 'home', 'unable_connect', 'vpn', 'home'] ['erp', 'lock', 'unlock', 'use_password_management', 'tool_password', 'unlock_account', 'use', 'vpn', 'log', 'erp', 'erp', 'lock'] ['able', 'connect', 'erp'] ['connection', 'error', 'system', 'hostname', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['unable', 'submit', 'report', 'engineering_tool', 'refer', 'unable', 'submit', 'report', 'engineering_tool'] ['need', 'erp', 'outlook', 'stop', 'work', 'pc', 'outlook', 'stop', 'work'] ['open', 'photo', 'iphone'] ['dell', 'skype_audio_work', 'connect', 'user', 'system_use_televiewer', 'update', 'bios', 'user', 'system', 'restart', 'system', 'skype_audio_work', 'call', 'user', 'call', 'user', 'back', 'tomorrow', 'check', 'issue', 'dell', 'skype_audio_work'] ['user', 'unable_login', 'pc', 'checked', 'ad', 'inform', 'user', 'account_lock', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'user', 'unable_login', 'pc'] ['distributor_tool', 'login', 'issue'] ['browser_microcoat_internet_explorer', 'collaboration_platform', 'link', 'collaboration_platform', 'link'] ['check', 'see', 'error', 'side', 'create', 'express', 'stock', 'transit', 'mm', 'order', 'canc', 'art'] ['user', 'try', 'install_software', 'customer', 'pc', 'connect', 'user', 'system_use_televiewer', 'user', 'able_login', 'distributor_tool', 'go', 'engineering_tool', 'tab', 'install_software', 'unable', 'install_software', 'user', 'system', 'customer', 'email', 'id', 'user', 'try', 'install_software', 'customer', 'pc'] ['mm', 'use', 'change', 'grade', 'logic', 'executes', 'verifies', 'engineering_tool', 'valid', 'new', 'grade', 'work_correctly', 'save', 'select', 'catalog', 'id', 'grade', 'screen', 'save', 'delete', 'select', 'logic', 'work', 'invalid', 'engineering_tool', 'value', 'left', 'affect', 'user', 'one', 'logic', 'need', 'correct', 'save', 'delete', 'mm', 'grade', 'change', 'material', 'engineering_tool', 'validate', 'save', 'delete', 'select'] ['user', 'want', 'speak', 'one', 'usa', 'ask', 'contact'] ['unable', 'log', 'skype'] ['stop', 'notion', 'order', 'mm'] ['connect', 'erp', 'vpn', 'issue'] ['erp', 'excel', 'add', 'issue', 'get', 'error', 'try_open', 'ghana', 'file'] ['erp', 'log', 'issue'] ['everyone', 'power', 'whole', 'usa', 'manufacturing', 'plant', 'generator', 'keep', 'computer', 'room', 'run', 'switch', 'locate', 'remote', 'network', 'closet', 'drop', 'turn', 'back', 'power', 'resume', 'usa_plant', 'power_outage'] ['call', 'unlock', 'ad', 'account', 'user'] ['dell', 'system', 'slow', 'connect', 'user', 'system_use_televiewer', 'clear', 'cache', 'cooky', 'temp', 'file', 'update', 'semantic', 'user', 'update', 'system', 'bios', 'restart_pc', 'advise', 'user', 'try', 'check', 'user', 'launch', 'scrum', 'work_fine', 'issue_resolve', 'dell', 'system', 'slow', 'scrum', 'slow'] ['unable', 'submit_expense_report'] ['change', 'percentage', 'effective', 'see', 'list', 'attach', 'change', 'percentage'] ['id', 'printer', 'setup', 'printer', 'setup'] ['printer', 'driver_update'] ['outlook', 'get', 'connect'] ['audio_work', 'driver', 'issue'] ['window', 'accourt', 'lockout'] ['favor', 'check', 'po', 'extract', 'file', 'po', 'check', 'vendor', 'assign', 'po', 'assign', 'vendor', 'erp', 'rar', 'show', 'vendor', 'see_attachment', 'screen', 'print', 'incorrect', 'vendor', 'po', 'extract'] ['travel_expense', 'error'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_south', 'america', 'site_hard', 'et', 'no_backup_circuit', 'site'] ['still', 'can_not', 'access', 'beech', 'module', 'see', 'message', 'correct', 'ethic', 'issue'] ['able', 'apply', 'job', 'company', 'portal', 'external', 'user'] ['continue', 'get', 'disconnect', 'vpn', 'reconnect', 'multiple', 'time', 'day', 'work', 'home', 'connection', 'vpn', 'get', 'disconnect'] ['reset_password', 'user', 'sid'] ['create', 'apocenter', 'login_credential', 'new_joiner', 'user_id', 'yerava', 'user_id', 'apocenter', 'login_credential', 'new_joiner'] ['add', 'member', 'distribution', 'group'] ['friend', 'change_password', 'today', 'no', 'problem', 'message', 'come', 'after', 'password', 'change', 'everything', 'say', 'ok', 'password', 'successfully', 'change', 'reason', 'able', 'log', 'skype_business', 'show', 'follow', 'let_know', 'skype', 'issue'] ['error', 'no', 'section', 'display', 'note', 'section', 'group', 'support', 'call_vitalist', 'error', 'no', 'section', 'display', 'note', 'section', 'group', 'support', 'one_note', 'issue'] ['close', 'ticket', 'ticket', 'change', 'ansi', 'iso', 'no'] ['spam', 'mail', 'come', 'inbox', 'ticket', 'update', 'ticket'] ['would', 'close', 'ticket', 'moment', 'change', 'ansi', 'iso', 'no', 'work', 'well', 'excuse', 'inconvenience', 'aw', 'ticket', 'change', 'ansi', 'iso', 'no'] ['change', 'company', 'company', 'mail', 'seem', 'create', 'problem', 'ethnic', 'site', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'make_sure', 'access', 'change', 'ethic'] ['unable', 'submit', 'time', 'card', 'attach', 'unable', 'submit', 'time', 'card'] ['see', 'error', 'outlook', 'update', 'say', 'password', 'wrong', 'connect', 'server', 'open', 'outlook', 'ask', 'enter', 'credential', 'after', 'server', 'connect', 'currently', 'use', 'web_base', 'version', 'outlook', 'internet_explorer', 'cid', 'effet', 'asea', 'outlook', 'update'] ['need', 'add', 'couple', 'email', 'box', 'access', 'assist', 'also', 'request', 'owner', 'email_address', 'add', 'people', 'need', 'possible', 'rc', 'email', 'box'] ['vpn', 'query'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'israel_israel', 'sale', 'facility', 'et'] ['unable', 'log', 'window'] ['personnel', 'use', 'collaboration_platform', 'save', 'local', 'computer', 'drive', 'would_like', 'connect', 'local', 'collaboration_platform', 'collaboration_platform', 'access', 'through', 'office', 'software', 'collaboration_platform', 'company', 'hub', 'connect', 'two', 'location', 'connect', 'share', 'collaboration_platform', 'pc', 'collaboration_platform', 'through', 'company', 'hub'] ['ask', 'two', 'network', 'synchronize', 'must', 'identical', 'currently', 'data', 'match', 'cid', 'many', 'advance', 'lentner', 'specialist', 'hr', 'share', 'service', 'manage_director', 'important', 'synchronize', 'network'] ['interface', 'tb', 'kgf', 'wireless', 'ap', 'company_ap_ind', 'kirsty', 'pu', 'ff', 'stack_sw'] ['open', 'ticket', 'skype_call', 'recently', 'quality', 'poor', 'call', 'multinational', 'india', 'apac', 'participant', 'audio', 'quality', 'poor', 'understand', 'point', 'meeting', 'almost', 'waste', 'time', 'also', 'ability', 'broadcast', 'pourpoint', 'erp', 'screen', 'image', 'ba', 'well', 'participant', 'meeting', 'see', 'content', 'make', 'meeting', 'waste', 'time', 'sr', 'global', 'ethic_compliance', 'skype', 'poor', 'quality'] ['can_not', 'log_onto', 'telephony_software', 'error_message', 'authentication', 'process', 'fail', 'can_not', 'log_onto', 'telephony_software'] ['laptop', 'need'] ['repeat', 'issue', 'past', 'able', 'connect', 'outlook', 'also', 'com', 'add', 'stay', 'available', 'excel_file', 'reselect', 'time', 'open', 'file', 'can_not_connect', 'outlook', 'connect', 'exchange', 'skype', 'also', 'issue', 'com', 'add', 'excel'] ['create_delivery', 'allow', 'syst', 'status', 'xl', 'object', 'text', 'need', 'create_delivery', 'material'] ['log_onto', 'skype', 'change_password', 'yesterday', 'recognize', 'today'] ['work', 'usa', 'access', 'no', 'folder', 'access'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'detailed_description_problem', 'reroute', 'rn', 'back', 'erp', 'fix', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information', 'reroute', 'rn', 'back'] ['user', 'follow_link', 'install', 'electronic', 'decad'] ['germany', 'skype', 'speaker', 'require', 'conference_room', 'conference_room', 'behind', 'cantline', 'therefore', 'caker', 'confirm', 'purchase', 'new', 'two', 'speaker', 'suggest', 'go', 'one', 'big', 'speaker', 'instead', 'check', 'price', 'allow', 'compare', 'possibility', 'speaker', 'skype', 'conference'] ['pol', 'create_new', 'password', 'user_id', 'block', 'computer', 'need', 'access', 'erp', 'contact', 'do', 'user', 'need', 'reset_password'] ['receive', 'lead', 'convert', 'into', 'product', 'qualify', 'get', 'error', 'see', 'advise_comp_sr_application', 'eng_problem', 'crm', 'lead'] ['company', 'iphone', 'device_activation'] ['vip', 'unable', 'get', 'network'] ['printer', 'add', 'pc', 'fine', 'try', 'print', 'continuously', 'print', 'character', 'symbol', 'use', 'pc', 'server_hostname', 'print', 'fine', 'printer', 'laserjet', 'si', 'max', 'tim', 'omar', 'look', 'printer', 'wjc', 'printer', 'server_hostname', 'right'] ['stock', 'available', 'erp', 'apparently', 'apod', 'issue', 'delivery', 'return', 'scrap', 'powder', 'powder', 'plant', 'get', 'erp', 'issue', 'delivery', 'stop', 'truck', 'schedule', 'pick', 'today'] ['fitness', 'center', 'digital', 'signate', 'pc', 'connect', 'network', 'get', 'update'] ['unable', 'logion', 'erp'] ['reset_password', 'user', 'sid_sid'] ['mail_com', 'sent', 'mail_com', 'draw', 'another', 'draw', 'incorrectly', 'print', 'draw', 'number', 'correct', 'production', 'planner', 'company', 'production_gambs_co', 'kg', 'manage_director', 'dr', 'fibry', 'herald', 'nuclein', 'wg', 'draw'] ['able', 'access', 'email', 'able', 'access', 'email'] ['refer', 'vpn', 'doesnt', 'check', 'antivirus', 'company', 'domain', 'connect', 'outside', 'network'] ['system', 'disk_server_hostname', 'full', 'check', 'issue', 'week', 'ago', 'ticket', 'virtual', 'center', 'server', 'system', 'disk_server_hostname', 'full'] ['no', 'reply', 'create', 'case', 'need', 'possibility', 'subscribe', 'dedicate', 'daily', 'sale_order', 'report', 'receive', 'ti', 'data', 'per', 'email', 'instead', 'total', 'industrial', 'result', 'consist', 'combine', 'result', 'tool', 'ti', 'mit', 'reporting_tool', 'issue', 'daily', 'sale_order', 'report'] ['yi', 'sent', 'cc', 'authorization', 'eu_tool', 'module', 'nr', 'master', 'need', 'full', 'access', 'follow', 'eu_tool', 'module', 'batch', 'management', 'powder', 'control', 'center', 'pareu', 'supervisor', 'rod', 'production', 'germany', 'cero', 'manage_director', 'seat_register_office', 'germany', 'personally', 'liable', 'general_partner', 'general_partner', 'company_gambs', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message', 'select_follow_link_view', 'alternate_language', 'ordinary', 'no', 'require', 'full', 'access', 'follow', 'eu_tool', 'module'] ['try', 'ship', 'product', 'usa', 'get', 'put', 'away', 'ticket', 'system', 'take', 'storage', 'productory', 'long_time', 'process', 'transaction', 'get', 'error', 'state', 'update', 'terminate', 'site', 'location', 'company', 'usa', 'ohio', 'user_id', 'ad', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'erp_sid', 'transaction_slow_va', 'create', 'order', 'md', 'area_belongs_sale', 'finance', 'production', 'issue', 'replicate_support_group', 'user', 'see', 'sure', 'attach_relevant', 'exact_time', 'issue', 'occur', 'application_response_time', 'network_resource_work_normally'] ['attach', 'fill', 'wireless', 'mobility', 'policy', 'sheet', 'approval', 'kindly', 'enable', 'email', 'access', 'mobile', 'kindly', 'contact', 'information', 'require', 'regard', 'request', 'mobile', 'email', 'access'] ['try', 'log', 'erp', 'get', 'error', 'urgently', 'process', 'customer', 'order'] ['computer', 'hot', 'fan', 'run', 'time', 'hear', 'mit_gr_en', 'computer', 'get', 'hot'] ['cable', 'viga', 'exchange'] ['monitor', 'ahmet', 'material', 'storage', 'make', 'problem', 'get', 'look', 'monitor', 'defective'] ['wrong', 'format', 'pdf'] ['raise', 'ticket', 'behalf', 'crm', 'complaint', 'no', 'error', 'archive', 'ecce', 'crm', 'complaint', 'no', 'ticket', 'require'] ['problem', 'login', 'into', 'erp', 'assist', 'login_failure', 'erp', 'user'] ['reset_password', 'erp', 'engineering_tool', 'dipl', 'ing', 'ba', 'manage_director', 'pesach_fet_hirer', 'erp', 'engineering_tool'] ['kindly_assist', 'reset', 'sid', 'password', 'user', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'email', 'reenable', 'erp_sid', 'account', 'enghle'] ['south_africa', 'office', 'south_africa', 'can_not_log_into', 'erp', 'get', 'log_balance_error', 'look_like', 'baiginet', 'line', 'effect', 'everyone', 'logion_balance_error'] ['able', 'log', 'erp', 'kindly_assist', 'user', 'erp', 'logion'] ['lock', 'erp', 'shutdown', 'computer', 'still', 'company', 'south_africa', 'erp', 'system'] ['assist', 'can_not_log_into', 'erp', 'receive', 'follow', 'error', 'erp'] ['good_day', 'trust', 'well', 'lock', 'erp', 'give', 'code', 'erp'] ['terminal', 'iso', 'no_longer', 'call', 'drawing', 'eu_tool', 'function', 'need', 'order', 'ready', 'position', 'terminal', 'iso', 'no_longer', 'call', 'drawing', 'eu_tool'] ['issue', 'refresh', 'global', 'spend', 'analytics', 'report', 'obj', 'obj', 'error'] ['critical', 'job_bowpin_tax_interface', 'qaf', 'daily_fail_job_scheduler'] ['request', 'delete', 'charm', 'since', 'no_longer', 'require', 'delete', 'charm', 'since', 'no_longer', 'require'] ['major', 'job_bowpin', 'hostname', 'inc_fail_job_scheduler'] ['see', 'cell', 'unable', 'load', 'engineering_tool', 'new', 'say', 'can_not_connect', 'internet'] ['second', 'time', 'week', 'issue', 'vpn', 'vpn', 'work', 'either', 'even', 'sr', 'analyst', 'indirect', 'industrial', 'sale', 'vpn', 'vpn', 'allow', 'access', 'erp'] ['see_attach', 'engineering_tool', 'app', 'no_longer', 'able', 'check', 'availability', 'message', 'unable_connect', 'availability', 'server', 'instal', 'reinstall', 'fix', 'problem', 'know', 'issue', 'like', 'week', 'engineering_tool', 'phone', 'app'] ['remove', 'dukhn', 'usa', 'campus', 'calendar', 'request'] ['error_message', 'asks', 'trust', 'printer', 'tell', 'need', 'download', 'driver', 'phone_number', 'since_last', 'security', 'update', 'unable_print', 'anything', 'network', 'printer'] ['provide_detail', 'template', 'multiple_application', 'impact', 'use_quick_ticket', 'template', 'operation', 'folder', 'site', 'location', 'usa', 'user_id', 'ad', 'since', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'erp_sid', 'transaction_slow_va', 'create', 'order', 'va', 'area_belongs_sale', 'finance', 'order', 'processing', 'issue', 'replicate_support_group', 'user', 'see', 'remote', 'user', 'attach_relevant', 'exact_time', 'issue', 'occur', 'application_response_time', 'network_resource_work_normally'] ['neither', 'crm', 'outlook', 'load', 'restart_pc', 'time', 'lock', 'several_time', 'synchronize', 'crm', 'login', 'image', 'jpg', 'image', 'jpg', 'outlook', 'crm', 'error'] ['prospect_account', 'contact', 'come', 'ok', 'contact', 'come', 'incorrectly', 'come', 'through', 'elm', 'contact', 'load', 'mt', 'exist', 'account', 'carry', 'require', 'field', 'erp', 'crm', 'sd'] ['need', 'reimage', 'pc', 'office', 'come', 'company', 'image', 'raku', 'show', 'activation', 'require', 'also', 'show', 'leslie', 'account', 'associate', 'office', 'product', 'always', 'office', 'need', 'reimage', 'pc', 'check', 'account', 'fix', 'office', 'show', 'activation', 'require'] ['remove', 'theme', 'grip', 'group', 'remove'] ['need', 'change_password', 'get', 'sync', 'system'] ['outlook', 'allow', 'open', 'remails', 'inbox', 'connect', 'user', 'system_use_televiewer', 'sent', 'mail', 'user', 'user', 'mailbox', 'user', 'confirm_able', 'open', 'advise', 'user', 'close', 'reopen', 'outlook', 'check_caller_confirm_able', 'see', 'remails', 'outlook', 'issue_resolve', 'outlook', 'allow', 'open', 'remails', 'inbox'] ['external_monitor', 'detect', 'dell_tablet'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'hp', 'color', 'laserjet', 'cl', 'detailed_description_problem', 'try', 'send', 'document', 'printer', 'say', 'driver_update', 'need', 'next', 'printer', 'name', 'click', 'print', 'start', 'download', 'driver', 'repeat', 'several_time', 'before', 'display', 'error', 'window', 'can_not', 'print', 'due', 'problem', 'current', 'printer', 'setup', 'print', 'printer', 'machine', 'before', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'specifically', 'microcoat', 'word', 'document', 'also', 'printing', 'remails', 'excel', 'document', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'microcoat', 'word', 'microcoat_excel', 'microcoat', 'outlook', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['know', 'happen', 'get', 'error', 'try', 'print', 'normal', 'default', 'printer', 'say', 'need', 'driver', 'instal', 'get', 'box', 'try', 'get', 'printing', 'box', 'pop', 'close', 'snip_tool', 'go', 'away', 'pop', 'back', 'every_time', 'try', 'use', 'snip_tool', 'show', 'error', 'get', 'error', 'printer_driver', 'error'] ['setup', 'laptop', 'new', 'hire', 'pc', 'set', 'new', 'employee'] ['wifi', 'get', 'connect', 'wifi', 'issue'] ['pc', 'set', 'new', 'employee'] ['want', 'software', 'print', 'document', 'pdf', 'pdf', 'printer'] ['configure', 'new_laptop', 'remove', 'old', 'pc', 'change', 'old', 'pc'] ['account', 'get', 'lock', 'frequently', 'work', 'many', 'time', 'still', 'check', 'end', 'frequent_account_lockout'] ['miri', 'duration', 'high', 'load', 'refresh', 'load'] ['es_portal', 'expense_report', 'approve', 'wrong', 'date', 'range', 'show', 'need', 'say', 'need', 'change', 'date', 'order', 'enter', 'expense_report', 'date', 'range', 'approve', 'expense_report', 'date', 'range', 'error'] ['lock', 'skype'] ['unable', 'host', 'skype_meeting', 'conference_room'] ['vip', 'printer', 'driver_update'] ['mail_com', 'unlock', 'user', 'immediately', 'erp', 'extend_account', 'immediately', 'need', 'tomorrow', 'ply', 'run', 'sent', 'cc', 'lock', 'erp', 'urgently', 'turn', 'free', 'high', 'want', 'sign', 'certainly', 'enter', 'correct', 'logion', 'data', 'unfortunately', 'lock', 'view', 'impend', 'settlement', 'urgently', 'need', 'cut', 'erp', 'many', 'advance', 'many', 'lead', 'logo', 'new', 'final', 'small', 'staff', 'partner', 'stringer', 'gambs', 'cid', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'erp', 'user', 'block', 'unlock', 'immediately', 'extend_account', 'necessary', 'tomorrow', 'ply', 'run'] ['unable_print', 'network', 'printer', 'area', 'get', 'pop', 'ups', 'install_driver', 'error', 'problem', 'printing'] ['unable', 'change', 'price', 'order_number', 'fix', 'issue', 'before', 'warehouse_tool', 'create', 'tonight', 'pricing', 'error', 'order_number'] ['reset_password', 'telephony_software', 'supervisor', 'system', 'reset_password', 'telephony_software'] ['browser_microcoat_internet_explorer', 'password', 'vpn', 'blocker', 'reset', 'teth', 'password', 'undername', 'change_password', 'after', 'unlocked_account', 'lock', 'ad'] ['unable', 'log', 'outlook', 'microcoat', 'crm', 'add', 'corrupt', 'unable', 'log', 'outlook'] ['browser_microcoat_internet_explorer', 'reason', 'skype_call', 'conference_room', 'usa', 'campus', 'unable', 'get', 'skype_call'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage', 'sa', 'vpn', 'circuit', 'et_site_primary'] ['update', 'user', 'interaction_desktop'] ['zincotype', 'exist', 'personal', 'no', 'phone', 'zincotype', 'exist', 'personal', 'no'] ['need', 'idant', 'font', 'instal', 'unable', 'install', 'idant', 'font'] ['screen', 'print', 'attach', 'highlight', 'field', 'list', 'spreadsheet', 'provide', 'live', 'sid', 'example', 'review', 'incase', 'werent', 'aware', 'ticket_comment_add'] ['sid', 'user', 'lock'] ['thousand', 'update'] ['unable_login', 'vpn', 'page', 'stop', 'check', 'antivirus', 'client', 'unable_login', 'vpn'] ['lock', 'unlocked', 'pc', 'new', 'password', 'update', 'password', 'email', 'access', 'cell_phone', 'error', 'fail', 'reset', 'cached', 'password'] ['file', 'seem', 'miss', 'record', 'later', 'file', 'seem', 'complete', 'nightly', 'update', 'melano', 'run', 'simplifies', 'support', 'change', 'value', 'field', 'occurs', 'start', 'attach', 'schedule', 'picture', 'change', 'schedule', 'job', 'import', 'complete', 'erp', 'data', 'nightly'] ['issue', 'speaker_work', 'troubleshoot', 'ran', 'hardware', 'troubleshooter', 'get', 'message', 'no', 'speaker', 'lehr', 'topophone', 'connect', 'device', 'checked', 'device', 'realter', 'audio', 'driver', 'instal', 'update', 'no', 'update', 'available', 'download', 'driver', 'dell', 'com', 'support', 'speaker', 'instal', 'system', 'unable', 'install_driver', 'checked', 'play', 'audio', 'use', 'earphone', 'work_fine', 'confirm', 'issue', 'hardware', 'conclusion', 'either', 'speaker', 'instal', 'work', 'speaker_work'] ['outlook', 'respond', 'after', 'crm', 'sync'] ['reset_password', 'reset_password'] ['since', 'mandatory', 'reboot', 'unable', 'print_tc', 'tc', 'also', 'unsuccessful', 'attempt', 'print', 'dialogue', 'box', 'pop', 'copy', 'doll', 'file', 'drive', 'error_message', 'pop', 'say', 'error', 'printing', 'start', 'check', 'printer', 'setup', 'window', 'control', 'panel', 'update', 'driver', 'control', 'panel', 'doll', 'file', 'download', 'attempt', 'print', 'vet', 'printing', 'several', 'application', 'outlook', 'excel', 'adobe', 'reader', 'no', 'success', 'user', 'still', 'able', 'print', 'printer', 'spit', 'erp', 'order', 'one', 'engineer', 'print_tc', 'tc', 'hostname'] ['skype_audio', 'functionality', 'work', 'per', 'expect'] ['system_sid_sid', 'sid_sid_herp', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'lock', 'sid', 'reset_password'] ['microcoat', 'connectivity', 'analyzer', 'software', 'confirms', 'software', 'old', 'support', 'download', 'instal', 'service', 'pack', 'fails', 'no', 'support', 'software', 'found', 'repair', 'office_installation', 'clear', 'credential', 'delete', 'profile', 'content', 'app', 'data', 'local', 'outlook', 'restart_pc', 'microcoat', 'office', 'version', 'outlook', 'password', 'prompt'] ['customer', 'service', 'usa', 'issue', 'sale_order', 'acct', 'consignment', 'inventory', 'show', 'stock', 'batch', 'block', 'prevents', 'allocate', 'billing', 'purpose', 'something', 'odd', 'mb', 'erp', 'ph', 'erp', 'issue', 'invoice', 'insufficient', 'stock', 'even_though', 'inventory', 'available'] ['open', 'attach', 'warehouse_tool', 'spintext', 'erp', 'see_attachment'] ['subject', 'case', 'transfer', 'tool', 'trial', 'report', 'old', 'laptop', 'new_laptop'] ['no', 'mail', 'receipt', 'user', 'would', 'contact', 'user', 'currently', 'receive_mail', 'mobile_phone', 'currently', 'travel', 'outside', 'germany', 'mobile_phone'] ['miri', 'take', 'min', 'load', 'load', 'everyone', 'get', 'br', 'error', 'attach', 'miri', 'work'] ['wl', 'scanner', 'work', 'printer', 'work_fine', 'scanner', 'work', 'phone', 'wl', 'scanner', 'work'] ['light', 'back', 'one', 'file', 'server', 'site', 'blinking', 'part', 'plant', 'access', 'network_resource', 'check', 'local', 'file', 'server_hostname', 'hostname', 'contact', 'file', 'server', 'function'] ['browser_microcoat_internet_explorer', 'telephone', 'forgotten', 'password', 'shop_floor_app', 'shop_floor_app', 'password', 'misplace'] ['erp', 'miri', 'hostname', 'start', 'ex_service', 'show', 'critical'] ['usa', 'receive', 'technical', 'error', 'miri', 'system', 'can_not', 'even', 'log', 'contact', 'number', 'miri', 'technical', 'error', 'across', 'usa', 'location'] ['mail_com', 'file', 'available', 'follow_link', 'since', 'no_longer_possible', 'edit', 'file', 'follow_error_message', 'opening', 'file', 'displayed', 'cid', 'greet', 'edit', 'possible', 'current', 'situation'] ['erp', 'miri', 'function', 'roanoke', 'rapid', 'employee', 'unable', 'use', 'software', 'clock', 'software', 'lock', 'phone', 'erp', 'miri', 'function'] ['account_unlock', 'erp_sid'] ['refer_screen_shot', 'warm', 'business_client', 'respond'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'tc', 'detailed_description_problem', 'driver', 'need', 'update', 'load', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'window', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'no', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information', 'try', 'print_tc', 'driver', 'need', 'update'] ['madam', 'able', 'connect', 'vpn', 'address', 'also', 'install', 'new', 'vpn', 'well', 'vpn', 'issue'] ['ng', 'ff', 'account_unlock', 'erp_sid'] ['sarcode', 'scanner', 'defective', 'share', 'pc', 'locate', 'plant', 'area', 'vd', 'sarcode', 'scanner', 'defective', 'share'] ['unable_print', 'need', 'driver_update'] ['unable_print', 'driver_update'] ['install', 'lc', 'player', 'system', 'able', 'play', 'product', 'demonstration', 'womp', 'install', 'lc'] ['service', 'kit', 'supply'] ['problem', 'office'] ['problem', 'batch', 'management'] ['need', 'assistance', 'transfer', 'engineering', 'tonoclonic', 'amb', 'show', 'ticket', 'onto', 'company', 'iphone'] ['able', 'open_excel_file', 'follow_error_message', 'route', 'file', 'gruf', 'excel', 'issue'] ['pray', 'folder', 'read_write', 'enable', 'folder', 'need', 'daily', 'work', 'activation', 'folder', 'ce', 'ap', 'data', 'drive', 'department', 'hostname'] ['after', 'password', 'change', 'outlook', 'opening', 'mit_gr_en', 'outlook', 'issue'] ['per', 'email', 'seem', 'user', 'delete', 'opportunity', 'another', 'user', 'detail', 'opportunity', 'visible', 'anymore', 'say', 'delete', 'period', 'likely', 'product', 'name', 'start', 'ae', 'snibel', 'verify', 'chance', 'restore', 'restore', 'delete', 'opportunity'] ['pol', 'reset_password', 'temser', 'erp_sid', 'erp', 'pron', 'reactivate', 'id', 'temser', 'sid', 'erp', 'production'] ['check', 'frequent', 'disconnection', 'wifi', 'connection', 'erp', 'skype', 'disconnect', 'frequent', 'wifi', 'disconnection', 'new', 'bay', 'basis', 'area'] ['pc', 'printer', 'set'] ['reset', 'sid', 'erp', 'password_reset', 'sid', 'erp', 'password'] ['unlock', 'erp_sid', 'account', 'id', 'soon', 'reset_password', 'lock'] ['image', 'machine', 'pc', 'genius', 'need', 'restore', 'pc', 'pen', 'drive', 'issue', 'basis', 'machine', 'image', 'restoration'] ['em', 'printer', 'female', 'defective', 'paper', 'copying', 'operation', 'during', 'pressure', 'wrinkle'] ['ware', 'issue', 'laptop', 'monitor', 'plastic', 'portion', 'come', 'groove', 'left', 'control', 'key', 'work', 'kindly', 'take', 'necessary', 'action', 'detail', 'laptop', 'warm', 'hardware', 'damage'] ['send', 'new', 'password', 'erp', 'lose', 'mine', 'sale', 'construction', 'sa', 'new', 'road', 'king', 'bit', 'catalog', 'erp', 'logion', 'password'] ['business', 'transaction', 'can_not', 'carry', 'release', 'fix'] ['computer', 'connect', 'scanner', 'jujitsu', 'fi', 'scanner', 'driver', 'need', 'also', 'instal', 'computer', 'scanner', 'online', 'nobody', 'work', 'scan', 'client', 'instal', 'take', 'overtime', 'control', 'computer', 'open', 'text', 'viewer', 'instal', 'need', 'site', 'support', 'let_know', 'enterprise', 'scan', 'client', 'open', 'text', 'erp', 'need', 'instal'] ['vpn', 'connect', 'prompt', 'find', 'dozen', 'anti', 'virus', 'software', 'semantic', 'software', 'service', 'start', 'vpn', 'connect', 'prompt', 'find', 'dozen', 'anti', 'virus', 'software'] ['pol', 'see', 'ralf', 'email', 'last', 'write', 'access', 'issue', 'possible', 'participant', 'round', 'tool', 'group', 'work', 'collaboration_platform', 'file', 'even', 'file', 'name', 'change', 'need', 'update', 'file', 'save', 'respective', 'idea', 'handle', 'monthly', 'quality', 'work', 'group', 'wg', 'global', 'round', 'tool', 'input', 'need'] ['material', 'no', 'use', 'purchasing', 'replicate', 'need', 'support'] ['one', 'company', 'user', 'sometimes', 'go', 'error_message', 'think', 'erp', 'server', 'connection', 'issue', 'solution', 'error', 'show', 'error', 'happen', 'during', 'access', 'lbw', 'server', 'connection', 'stop', 'error', 'tarkashi', 'asana', 'lbw', 'server', 'error_message'] ['system_sid_sid', 'sid_sid_herp_sid', 'sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'unable', 'logion', 'lock', 'describe_issue', 'unlock_account', 'reset_password', 'system', 'erp', 'access', 'issue'] ['unable', 'update', 'profile', 'detail', 'give', 'unable', 'update', 'user', 'found', 'error', 'assist', 'unable', 'update', 'profile', 'detail'] ['system', 'virus', 'effect', 'remove', 'permanently', 'screen_shot', 'virus', 'laptop'] ['account', 'get', 'lock', 'hostname'] ['after', 'automatic', 'disconnection', 'vpn', 'suggest', 'modem', 'found', 'vpn', 'automatically', 'disconnect', 'after', 'connection'] ['problem', 'log_into_vpn', 'receive_error_message', 'say', 'undername_password', 'incorrect', 'even_though', 'know', 'correct', 'problem', 'log_into_vpn'] ['create', 'permanent', 'wifi', 'login', 'pwr', 'user', 'name', 'office', 'need', 'password', 'user', 'name', 'guest', 'come', 'training', 'meeting', 'able_login', 'wifi', 'login', 'pwr', 'user', 'name'] ['unable', 'process', 'order', 'through', 'shipping', 'system', 'due', 'system', 'register', 'exist', 'intercompany', 'billing', 'delivery', 'display', 'no', 'intercompany', 'billing', 'error_message', 'intercompany', 'exist'] ['carty', 'browser_microcoat_internet_explorer', 'can_not_log_into', 'vpn', 'can_not_log_into', 'vpn'] ['erp', 'account', 'unlocked'] ['timecard', 'generate', 'automatically'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'germany_germany', 'company', 'primary', 'mil_circuit', 'since_et', 'site_secondary'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'israel_israel', 'sale', 'facility', 'since_et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_global_telecomm', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'paris', 'company', 'primary', 'mil_circuit', 'since_et', 'site_secondary'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'global_telecomm', 'ticket', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'israel_israel', 'company', 'network', 'since_et'] ['milling', 'third', 'floor', 'control', 'room', 'computer', 'turn', 'power', 'indicator', 'orange', 'strobe', 'milling', 'third', 'floor', 'control', 'room', 'computer', 'failure'] ['computer', 'foundry', 'production', 'data', 'record', 'boot', 'foundry', 'computer', 'failure'] ['last', 'two', 'week', 'suf', 'system', 'server', 'backup', 'fails', 'day', 'fidac', 'regular', 'backup', 'unsuccessful'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'germany_steel', 'plant', 'company', 'mil_circuit', 'since_et', 'site_secondary'] ['inquiry', 'email', 'work', 'phone', 'without', 'internet_connection'] ['wallpaper', 'beshroud', 'need', 'change', 'window', 'theme'] ['unable', 'communicate', 'savin', 'printer'] ['hostname', 'erp', 'search', 'server', 'server', 'ex_service', 'since_et'] ['excel', 'right', 'click', 'work', 'connect', 'user', 'system_use_televiewer', 'repair', 'office', 'reopen', 'excel', 'work_fine', 'issue_resolve', 'excel', 'right', 'click', 'work'] ['ing', 'available', 'get_into', 'sid'] ['po', 'report', 'pull', 'search', 'result', 'connect', 'user', 'system_use_televiewer', 'user', 'try', 'run', 'po', 'report', 'see_screen_shot', 'give', 'user', 'error', 'see_attachment', 'contact', 'po', 'report', 'pull', 'search', 'result'] ['unable', 'print_tc', 'printer'] ['unable_connect', 'printer'] ['unable_print', 'keep', 'ask', 'install_driver', 'printer'] ['able', 'print', 'usa', 'unable_print'] ['need', 'access', 'pr', 'template', 'load', 'site', 'can_not', 'enter', 'customer', 'pr', 'issue'] ['try', 'create', 'group', 'people', 'collaboration_platform', 'get_error_message', 'ability', 'create', 'group', 'turn', 'person', 'manages', 'email', 'create', 'group', 'collaboration_platform', 'get_error_message'] ['approve', 'primary', 'email', 'crm', 'call', 'sd_crm', 'production', 'approve', 'primary', 'email', 'crm', 'user', 'production'] ['afternoon', 'computer', 'stop', 'connect', 'printer', 'cl', 'attempt', 'print', 'document', 'prompt', 'install_driver', 'printer', 'let', 'open', 'document', 'try', 'print', 'thing', 'tell', 'can_not', 'print', 'main', 'printer', 'use', 'since', 'sure', 'suddenly', 'stop', 'work', 'assist', 'get', 'moment', 'appreciate', 'print', 'another', 'nearby', 'printer', 'meantime', 'allow', 'print', 'network', 'printer', 'need', 'contact', 'feel', 'free', 'call', 'reach', 'via', 'skype', 'computer', 'connect', 'printer', 'keep', 'instal', 'driver'] ['setup', 'client', 'laptop'] ['browser_microcoat_internet_explorer', 'difficulty', 'opening', 'power', 'point', 'open', 'say', 'repair', 'click', 'can_not', 'open', 'unable_open', 'pourpoint', 'file'] ['update', 'password', 'use_password_management', 'tool', 'collaboration_platform', 'ask', 'enter', 'credential', 'enter', 'old', 'password', 'collaboration_platform', 'say', 'incorrect', 'enter', 'newly', 'update', 'password', 'message', 'contact', 'server', 'information', 'pop', 'disappears', 'asks', 'sign', 'collaboration_platform', 'share', 'collaboration_platform', 'between', 'coworkers', 'attach', 'video', 'show', 'happen', 'can_not', 'sync', 'internal', 'collaboration_platform', 'notebook'] ['generic', 'issue', 'office', 'version'] ['create', 'standard', 'collaboration_platform', 'template', 'site', 'german', 'payroll', 'implementation', 'project', 'owner', 'backup', 'full', 'update', 'access', 'also', 'use', 'cohue', 'nighty', 'also', 'require', 'vendor', 'external', 'company', 'access', 'certain', 'folder', 'well', 'inform', 'soon', 'site', 'create', 'many', 'vip', 'german', 'payroll', 'collaboration_platform', 'site', 'request'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'hakim', 'erp', 'password', 'lock', 'enter', 'wrong', 'one', 'way', 'change_password', 'erp', 'password_reset'] ['erp_sid', 'account_unlock', 'flaffer'] ['nightly', 'erp', 'report', 'no_longer', 'run', 'day', 'reset', 'still', 'run', 'background', 'report', 'erp', 'run'] ['browser', 'outscape', 'lock', 'crm', 'need', 'get', 'get', 'shipment', 'today', 'lock', 'crm', 'need', 'get', 'get', 'shipment', 'today'] ['activate_new', 'iphone', 'company_own', 'device'] ['volume_label_dat_server', 'space_consume_space_available', 'drive', 'space_consume_space_available', 'glb'] ['neither', 'barbudos', 'work', 'anymore', 'audio', 'doesnt', 'work', 'anymore', 'laptop'] ['browser_microcoat_internet_explorer', 'unable_print', 'update', 'driver', 'however', 'still', 'say', 'need', 'update', 'printer', 'installation'] ['unlocked', 'confirm', 'user', 'erp_sid', 'account_lock'] ['reset_password', 'customer', 'service', 'representative', 'lock', 'password_management_tool'] ['unable_connect', 'tx', 'tx'] ['browser_microcoat_internet_explorer', 'add', 'add'] ['time', 'card', 'miss', 'service', 'change', 'supervisor', 'name'] ['pdf_file', 'get', 'save', 'freeze', 'server'] ['call', 'disconnect', 'due', 'vpn', 'disconnection'] ['unable_print', 'cl'] ['german', 'call', 'caller', 'disconnect'] ['microcoat', 'word', 'stop', 'work', 'unable_open', 'file'] ['user', 'want', 'contact', 'hr'] ['frequently', 'get', 'error', 'outlook', 'application', 'error_message', 'attach', 'frequently', 'get', 'error', 'outlook', 'application'] ['call', 'get', 'disconnect', 'vpn', 'go'] ['auto', 'output', 'warehouse_tool', 'siemens', 'cm', 'set', 'auto', 'output', 'warehouse_tool', 'however', 'receive', 'email', 'trigger', 'line', 'invoice', 'customer', 'website', 'auto', 'output', 'warehouse_tool'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make', 'model', 'printer', 'detailed_description_problem', 'say', 'install_driver', 'print', 'type_document_printing', 'email_excel_word', 'document', 'system', 'application', 'use', 'time', 'problem', 'system', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'no', 'erp', 'system', 'system', 'system', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information', 'recur', 'problem'] ['variant', 'plant', 'rootstock', 'work', 'erp'] ['unable', 'create_new', 'expense', 'show', 'zincotype', 'error', 'unable', 'create_new', 'expense'] ['usa_pa', 'interface', 'fc', 'since_et'] ['warehouse_tool', 'include', 'payment', 'proposal'] ['account', 'unlocked'] ['call', 'private', 'number', 'get', 'disconnect'] ['able', 'connect', 'regular', 'printer', 'printer', 'hostname'] ['company_usa_usa', 'switch', 'tc', 'access_sw', 'interface', 'furnace', 'pc', 'ray', 'company_usa_usa', 'switch', 'tc', 'access_sw', 'interface', 'furnace', 'pc', 'ray'] ['machine', 'pc', 'no_longer', 'start', 'field', 'kentia'] ['want', 'open', 'draw', 'erp', 'computer', 'erp', 'close', 'sign', 'two', 'write', 'ticket', 'problem', 'resolve', 'erp', 'problem'] ['vet', 'make', 'sid', 'warehouse_tool', 'number', 'also', 'warehouse_tool', 'proforma', 'sid', 'example', 'english', 'sentence', 'automatic', 'one', 'french', 'manual', 'one', 'customer_master', 'level', 'classification', 'checked', 'no', 'print', 'export', 'info', 'work', 'impossible', 'remove', 'country', 'origin', 'data', 'warehouse_tool', 'export', 'customer'] ['personnel', 'number', 'accepted', 'travel_expense', 'erp', 'personnel', 'number', 'accepted', 'travel_expense', 'erp'] ['hostname_average_sample_disk', 'free'] ['mail_com', 'reset', 'marked', 'database', 'plant', 'stock', 'report', 'daily', 'xl', 'thank', 'cid', 'process', 'planning', 'mail_com_mail_com', 'company', 'company', 'production_gambs_co', 'kg', 'manage_director', 'dr', 'fibry', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'reset'] ['time', 'track', 'work', 'quality', 'management'] ['canner', 'petrologic', 'computer', 'defective', 'bendlet', 'scanner', 'petrologic', 'computer', 'defective', 'bendlet'] ['install', 'company', 'sarcode'] ['repeat', 'print', 'tip', 'printer'] ['hostname', 'label_dat_hostname', 'space_consume_space_available'] ['unlock'] ['serious', 'issue', 'create', 'shopping', 'car', 'purchasing', 'buyer', 'group', 'apac', 'default', 'changeable', 'since', 'buyer', 'group', 'belongs', 'different', 'curch', 'org', 'cause', 'error', 'can_not', 'overwritten', 'seem', 'happens', 'create', 'pretext', 'shopping', 'cart', 'need', 'immediate', 'action', 'no', 'one', 'create', 'pretext', 'requisition', 'purchasing', 'pretext', 'requisition', 'can_not', 'create'] ['vip', 'outlook', 'work', 'ask', 'password', 'no', 'password', 'prompt', 'come', 'vip', 'outlook', 'work', 'ask', 'password'] ['need', 'dn', 'material', 'pic', 'plant_plant'] ['access', 'sid'] ['mail_com', 'discuss', 'hotline', 'send', 'error_message', 'appear', 'shopping', 'purchasing', 'catalog', 'cid', 'hardcopy', 'cid', 'contact', 'error', 'order', 'purchasing', 'catalog'] ['need', 'cute', 'pdf', 'instal'] ['user', 'pc', 'name', 'change', 'old', 'pc', 'name', 'user', 'want', 'update', 'telephony_software', 'system', 'update', 'user', 'pc', 'name', 'change', 'old', 'pc', 'name'] ['mail_com', 'unfortunately', 'complete', 'course', 'get', 'access', 'far', 'go', 'cid', 'wish', 'greet', 'designer', 'product_engineering', 'wear', 'solution', 'tel', 'fax', 'mobile', 'mail_address', 'mail_com_mail_com', 'www', 'necker', 'stra', 'germany', 'brayerin', 'germany', 'cero', 'manage_director', 'seat_register_office', 'orth_bay', 'list_court_register', 'orth_bay', 'hera', 'personally', 'liable', 'general_partner', 'general_partner', 'company_gambs', 'germany', 'seat_register_office', 'germany', 'list_court_register', 'bad', 'homburg', 'harb', 'ethic'] ['purchase', 'requisition', 'purchasing', 'see_attachment', 'account', 'require', 'assignment', 'co', 'object', 'select', 'buyer', 'purchase', 'requisition', 'purchasing', 'see_attachment'] ['computer', 'start'] ['need', 'install', 'application', 'job_scheduler_backup', 'tool', 'ware', 'enc', 'viewer', 'try', 'install', 'application', 'ask', 'administration', 'access', 'need', 'install', 'application'] ['can_not', 'see', 'new', 'fax', 'public', 'rich', 'fax', 'folder', 'since', 'end', 'check', 'fix', 'problem', 'no', 'new', 'fax', 'rich', 'fax', 'folder', 'company', 'malaysia', 'public'] ['outfoot', 'always', 'prompt', 'password', 'change_password', 'work', 'turn', 'kogia'] ['job_bowpin', 'search', 'server', 'qaf', 'daily_fail_job_scheduler'] ['extract', 'file', 'request', 'use', 'scrum', 'hapi', 'extract', 'file', 'request'] ['delete', 'payment', 'run', 'code'] ['would', 'complete', 'gr', 'mm', 'qty', 'po', 'gr', 'error'] ['switch', 'company_ap_ind', 'kirsty', 'coat', 'access_sw', 'locate', 'india_kirsty', 'since_pm_et'] ['session', 'queue', 'time', 'hour', 'complete', 'disk_agent', 'fail', 'disk_agent', 'aborted', 'disk_agent', 'disk_agent', 'total', 'complete', 'medium_agent', 'fail', 'medium_agent', 'aborted', 'medium_agent', 'medium_agent', 'total', 'byte', 'total', 'mb', 'use', 'medium', 'total', 'disk_agent', 'error', 'total', 'job_bowpin_tax_interface', 'dev', 'daily_fail_job_scheduler', 'job_bowpin_tax_interface', 'dev', 'daily_fail_job_scheduler'] ['face', 'item_category', 'issue', 'pfd', 'free', 'charge', 'order', 'can_not', 'select', 'item_category', 'kln', 'check', 'resolve_issue', 'order', 'detail', 'sale_org', 'order', 'type', 'pfd', 'qty', 'delivery', 'plant_plant', 'usage', 'product', 'lose', 'intrans', 'can_not', 'select', 'item_category', 'kln', 'without', 'error', 'hence', 'erp', 'can_not', 'identify', 'open', 'order', 'can_not', 'see', 'open', 'order', 'md', 'screen', 'resolve', 'item_category', 'error', 'during', 'pfd', 'order'] ['major', 'job_bk_ghana_sid', 'erp', 'idly_dp', 'fail_job_scheduler'] ['major', 'job', 'sid', 'fail_job_scheduler'] ['session', 'queue', 'time', 'hour', 'complete', 'disk_agent', 'fail', 'disk_agent', 'aborted', 'disk_agent', 'disk_agent', 'total', 'complete', 'medium_agent', 'fail', 'medium_agent', 'aborted', 'medium_agent', 'medium_agent', 'total', 'byte', 'total', 'mb', 'use', 'medium', 'total', 'disk_agent', 'error', 'total', 'job', 'sid', 'fail_job_scheduler_job', 'sid', 'fail_job_scheduler'] ['shop_floor_app', 'reporting', 'unreachable', 'status', 'investigate', 'shop_floor_app', 'application', 'pm'] ['sid', 'keep', 'receive', 'balance_error'] ['good', 'even', 'lose', 'vpn', 'login', 'icon', 'reinstate', 'vpn'] ['skype', 'outlook_launch', 'connect', 'user', 'system_use_televiewer', 'user', 'connect', 'company', 'vpn', 'delete', 'rusa', 'file', 'user', 'login', 'skype', 'reconfigure', 'scrum', 'no', 'go', 'repair', 'office', 'reinstall', 'office', 'caller_confirm', 'able', 'see', 'remails', 'outlook', 'issue_resolve', 'computer', 'contact', 'skype', 'outlook_launch'] ['hostname', 'status', 'label_dat_hostname', 'utilized', 'hostname', 'status', 'utilized'] ['hostname', 'status', 'label_syst', 'hostname', 'utilized', 'hostname', 'status', 'utilized'] ['static', 'call'] ['change', 'make', 'ticket', 'cause', 'issue', 'delivery', 'printing', 'plant_plant', 'recondition', 'facility', 'locate', 'plant', 'facility', 'illinois', 'usa', 'change', 'make', 'pick', 'request', 'printing', 'group', 'employee', 'affected', 'entire', 'facility', 'plant', 'group', 'use', 'print', 'delivery_note', 'user', 'delivery_note', 'printing', 'office', 'printer', 'near', 'work', 'productive', 'reach', 'resolve', 'soon_possible', 'change', 'make', 'ticket', 'cause', 'issue', 'delivery', 'printing', 'plant'] ['configuration', 'incompletion', 'item', 'invalid', 'item', 'complete', 'error', 'invalid', 'incompletion', 'error'] ['try', 'use', 'excel_word', 'skype', 'outlook', 'message', 'product', 'disabled', 'continue', 'use', 'activate', 'use', 'mail', 'account', 'message', 'account', 'associate', 'product', 'active', 'installation', 'enter', 'account', 'associate', 'product', 'properly', 'abcess', 'excel_word', 'skype', 'outlook', 'message', 'product', 'disabled', 'continue', 'use', 'activate'] ['download', 'archive_tool', 'software', 'erp_sid'] ['see_attach', 'workbook', 'require', 'refresh', 'misc', 'requirement', 'ghana', 'report', 'refresh', 'analysis', 'button', 'deactivate', 'high_priority'] ['junior', 'application', 'sale_engineer', 'reset', 'erp', 'password', 'battel', 'log', 'undername'] ['debye', 'browser_microcoat_internet_explorer', 'rama', 'receive', 'issue', 'item', 'lb', 'rama', 'two', 'item', 'try', 'receive', 'item', 'mm', 'erp', 'round', 'value', 'lb', 'lb', 'way', 'receive', 'exact', 'weight', 'rama', 'receive', 'issue', 'item', 'lb', 'rama', 'two', 'item'] ['britannia', 'get', 'work', 'business'] ['need', 'access', 'met', 'lab', 'computer', 'able', 'perform', 'job'] ['follow', 'object', 'search', 'connector', 'enterprise_search', 'return', 'result', 'material', 'material', 'bom', 'specification', 'enterprise_search', 'no', 'result'] ['bug', 'performance', 'proc', 'calculates', 'payout', 'value', 'small', 'modification', 'need', 'occur', 'order', 'calculate', 'payout', 'value', 'monthly', 'basis', 'miss', 'during', 'ing', 'due', 'ing', 'take_place', 'first', 'period', 'financial', 'topical', 'year', 'issue', 'arises', 'subsequent', 'period', 'accrual', 'value', 'match', 'compensation', 'system'] ['able', 'create_delivery', 'stop', 'verify', 'apod', 'sass', 'supply_chain', 'group', 'able', 'create_delivery', 'stop'] ['skype', 'sound', 'work', 'connect', 'user', 'system_use_televiewer', 'instal', 'sound', 'driver', 'restart_pc', 'give', 'call', 'user', 'able', 'hear', 'sound', 'clearly', 'issue_resolve', 'skype', 'sound', 'work'] ['tax', 'calculate'] ['need', 'configure', 'remails', 'company', 'iphone', 'device'] ['erp', 'query'] ['unlocked', 'erp_sid'] ['need', 'full_control', 'access', 'hostname_team', 'consign', 'inventory'] ['email', 'step', 'await', 'ing', 'unable', 'end', 'email'] ['issue', 'deliver', 'part', 'stock', 'another', 'plant', 'deliver', 'plant_plant', 'deliver', 'ext', 'issue', 'deliver', 'part', 'stock', 'another', 'plant', 'deliver', 'plant_plant', 'deliver', 'issue', 'deliver', 'part', 'stock', 'another', 'plant', 'deliver', 'plant_plant'] ['hear', 'user', 'side', 'phone', 'issue', 'hear', 'user', 'side'] ['user', 'unable_connect', 'network_drive', 'hostname', 'server', 'also', 'reachable', 'user', 'unable_connect', 'network_drive', 'hostname'] ['unable_connect', 'wireless', 'laptop'] ['mapped', 'unit', 'department', 'public', 'team', 'hostname', 'incorrectly', 'help', 'mapping', 'network_drive', 'correctly', 'after', 'reboot', 'computer', 'connect', 'back', 'instead', 'hostname', 'access', 'drive', 'drive', 'drive', 'server_hostname', 'pc', 'update', 'login', 'script', 'user', 'spica', 'gez', 'ufo', 'also', 'user', 'request', 'process', 'request', 'soon_possible', 'daily', 'work', 'get', 'hamper', 'reference', 'ticket'] ['vpn', 'access', 'pc', 'name', 'vpn', 'access', 'pc', 'name', 'user_id'] ['office', 'least', 'next', 'month', 'need', 'password_reset', 'mail'] ['outlook', 'load'] ['no', 'response', 'side', 'german', 'call'] ['remove', 'another', 'mail_box', 'outlook'] ['try', 'get', 'erp', 'search', 'explorer', 'analytics', 'blank_screen', 'come', 'problem', 'erp'] ['need', 'contact'] ['hoi', 'view', 'attach', 'example', 'customer', 'ref', 'enter', 'erp', 'printing', 'delivery', 'sale_org', 'also', 'order', 'attach', 'might', 'also', 'case', 'sale_org', 'also', 'check', 'erp', 'customer', 'ref', 'delivery'] ['set', 'field', 'service', 'collaboration_platform', 'page', 'include', 'collaboration_platform', 'meeting', 'section', 'explain'] ['phone', 'password', 'error', 'fail', 'log', 'inn', 'block', 'reset'] ['browser_microcoat_internet_explorer', 'company', 'italy', 'try', 'create_delivery', 'weaver', 'ship', 'printout', 'shipment', 'labile', 'work', 'italian', 'shipment', 'work', 'others', 'country', 'work', 'give', 'support', 'printout', 'shipment', 'labile', 'work'] ['no', 'response', 'side'] ['follow', 'call', 'inplant'] ['investigate', 'repair', 'cause', 'weak', 'wifi', 'signal', 'rand', 'area', 'use', 'full', 'bar', 'reason', 'barley', 'bar', 'wifi', 'rand', 'conference_room'] ['dual', 'monitor', 'issue'] ['need', 'interaction', 'password_reset', 'phone', 'need', 'interaction', 'password_reset'] ['password_management_tool', 'password', 'password_reset', 'query'] ['transportation', 'printer', 'rapier', 'occur', 'regular', 'interval', 'notch', 'paper', 'feed', 'defective', 'printer', 'paper', 'em', 'transport', 'defect'] ['unable', 'log', 'miri', 'system', 'user_authentication_fail', 'unable', 'log', 'miri', 'system'] ['usa', 'no', 'function', 'ups', 'system', 'switch', 'server', 'plug', 'into', 'wall', 'ship', 'two', 'erp', 'usa_facility', 'mgr', 'issue'] ['reset_password', 'ducat', 'use_password_management', 'tool_password_reset'] ['data', 'disappear', 'ibex', 'master', 'found', 'reason', 'anybody', 'change', 'key_figure', 'name', 'sale', 'revenue', 'total', 'sale', 'revenue', 'addition', 'new', 'key_figure', 'net', 'value', 'nobody', 'inform', 'change', 'different', 'content', 'two', 'key_figure', 'immediately', 'need', 'change', 'back', 'report', 'work', 'miss', 'data', 'ibex'] ['guy', 'advise', 'change_password', 'password_management_tool', 'since', 'do', 'delay', 'mail', 'per', 'outlook', 'issue'] ['active_directory', 'lock'] ['mobile_device', 'activate'] ['after', 'implementation', 'nudation', 'tax_rate', 'through', 'system', 'come', 'across', 'instance', 'wherein', 'system', 'capture', 'different', 'tax_rate', 'local', 'sale', 'within', 'one', 'recommend', 'connection', 'attach', 'herewith', 'mail', 'communication', 'request', 'look_into', 'aspect', 'result', 'into', 'non', 'compliance', 'correct', 'tax_rate', 'warehouse_tool'] ['student', 'work', 'project', 'vintry', 'report', 'password', 'no_longer', 'work', 'access', 'data', 'assumption', 'get', 'password', 'mixed', 'between', 'ad', 'ghana_sid', 'lock', 'one', 'look', 'unlock_account', 'contractor', 'lock', 'unlock', 'ad', 'erp_sid'] ['can_not', 'access', 'skype_business', 'login_credential', 'need', 'log_into', 'skype_business'] ['user', 'issue', 'user', 'session', 'instantly', 'kirtled', 'timeout', 'error', 'per', 'attach_screen', 'erp', 'crm', 'instant', 'timeout'] ['add', 'user', 'employee', 'group', 'call', 'issue', 'access', 'vpn'] ['mail_com', 'pray', 'password', 'window', 'free', 'erp', 'thank', 'password'] ['computer', 'start', 'mouse', 'work', 'impossible', 'login', 'cable', 'connection', 'ok', 'mouse', 'light', 'computer', 'work'] ['basis', 'dace', 'investigate', 'obj', 'explorer', 'service', 'run', 'show', 'blank_screen', 'moment', 'indexed', 'information', 'space', 'assist', 'early', 'create', 'ticket', 'minute', 'update', 'obj', 'explorer', 'info', 'space', 'load', 'issue', 'email', 'sent', 'basis', 'dace'] ['erp', 'create', 'automatically', 'follow_error_message', 'erp', 'issue', 'batch'] ['would', 'delete', 'solution', 'upload', 'enter', 'proven', 'solution', 'page', 'can_not', 'foun'] ['account', 'generate', 'reference', 'user', 'client', 'create', 'account'] ['log_balance_error', 'sid_sid'] ['disk_free_warn_threshold'] ['write', 'read', 'authorization', 'folder', 'set', 'thank', 'child', 'write', 'read', 'authorization', 'folder', 'set'] ['revert', 'change', 'do', 'find_attachment', 'issue', 'user', 'face', 'revert', 'change', 'do'] ['search', 'explorer', 'analytics', 'issue', 'blank', 'obj', 'login', 'search', 'analytics', 'es', 'no', 'search', 'list', 'available', 'phone', 'search', 'explorer', 'analytics', 'issue'] ['double', 'click', 'te', 'icon_desktop', 'start', 'initial', 'load', 'page', 'after', 'second', 'application', 'close', 'run', 'many', 'te', 'application', 'run'] ['someone', 'check', 'fix', 'problem', 'sale_rep', 'report', 'report', 'available', 'obj', 'checked', 'also', 'get_error_message', 'obj'] ['good_day', 'unlock', 'user', 'window', 'account', 'window_account_lock'] ['local', 'availability', 'pricing', 'information', 'miss', 'various', 'obsolete', 'product', 'see'] ['unable', 'turn', 'computer'] ['po', 'display', 'vendor', 'show', 'pending', 'po', 'selection', 'select', 'show', 'pending', 'po', 'selection', 'kept', 'blank', 'show', 'complete', 'po', 'do', 'vendor', 'po', 'display', 'vendor', 'proper'] ['hostname', 'respond', 'since_et'] ['add', 'new', 'user', 'company', 'rua', 'nm', 'install', 'phone', 'headset', 'well', 'add', 'new', 'user', 'company', 'rua', 'nm'] ['change_password', 'password', 'problem', 'synching', 'collaboration_platform', 'collaboration_platform', 'keep', 'ask', 'enter', 'new', 'password', 'rest', 'include', 'office', 'workstation', 'mobile', 'work', 'ok', 'new', 'password', 'collaboration_platform', 'problem', 'suggestion', 'many', 'password_reset', 'collaboration_platform', 'problem'] ['receive', 'new_laptop', 'dell_latitude', 'unable', 'take', 'printout', 'scan', 'office', 'printer', 'kindly_resolve_issue', 'unable', 'take', 'print', 'scan', 'new_laptop'] ['erp_sid', 'lbw', 'production', 'account', 'password', 'change', 'fail', 'password_management_tool', 'system', 'erp', 'ibex', 'login', 'user_id', 'highjack', 'issue', 'reset', 'erp_sid', 'lbw', 'production', 'account', 'password', 'highjack'] ['get', 'message', 'during', 'password', 'change', 'kindly', 'cid', 'bb', 'error', 'rue', 'password', 'change'] ['win', 'bit', 'dell', 'oooo', 'till', 'problem', 'engineering_tool', 'offline', 'version', 'start'] ['error', 'vum', 'hostname', 'ref', 'vum', 'disconnect', 'job_job_fail_job', 'scheduler_job_job_fail', 'job_scheduler'] ['layer', 'leader', 'calculator', 'defective', 'come', 'time', 'layer', 'leader', 'calculator', 'defective'] ['calculator', 'measure', 'device', 'stelic', 'work', 'bendlet'] ['problem', 'conference_room'] ['open', 'problem', 'sb', 'ex'] ['waterlogger', 'opus', 'thrip', 'require', 'monitor', 'room', 'temperature', 'take_place', 'after', 'external', 'maintenance', 'no', 'network', 'connection', 'pc', 'pm', 'waterlogger', 'opus', 'thrip', 'establish', 'connection'] ['can_not_connect', 'remote', 'vpn', 'use', 'either', 'link', 'probably', 'something', 'emea', 'upgrade', 'activity', 'take_place', 'fix', 'problem', 'connect', 'vpn', 'remote', 'vpn', 'issue'] ['machine', 'detail', 'vip_address', 'subnet', 'mask', 'physical', 'address', 'ay', 'host', 'name', 'service', 'egg', 'machine', 'supplier', 'switzerland', 'training', 'need', 'internet', 'access', 'machine', 'week', 'request', 'immediate', 'support', 'reliability', 'engineering', 'requirement', 'internet', 'access', 'machine', 'pc', 'pu'] ['forward', 'request', 'dl', 'copying', 'tome', 'create', 'inventory', 'list'] ['need', 'cancel', 'pol', 'reverse', 'warehouse_tool', 'market', 'red', 'tx', 'gd_company_handprint_apac', 'wg_dc', 'forward', 'israel', 'grind'] ['account_lock', 'unlock'] ['password', 'run', 'day', 'travel', 'no', 'chance', 'come', 'into', 'company', 'network', 'extend', 'current', 'password', 'password', 'expires', 'day'] ['unable', 'set', 'skype_meeting', 'outlook'] ['customer', 'group', 'customer', 'deign', 'cank', 'told', 'price', 'product', 'mm', 'maintain', 'system', 'order', 'price', 'check', 'let_know', 'wrong', 'system', 'customer', 'need', 'order', 'solve_problem', 'erp', 'find', 'detail', 'attach', 'price', 'customer', 'purchase_order'] ['source_vip_source_port', 'source_vip_elocation_lisbon', 'port_destination_vip_destination', 'host', 'destination_port', 'user', 'location', 'assapan', 'apac', 'computer', 'sum_status', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event_server_response', 'anubis_sinkhole_cookie_set', 'probable_infect_asset_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_port_source_vip', 'elocation_lisbon_port_destination', 'vip_destination_host', 'destination_port_connection_directionality', 'incoming_protocol_cp_hatty', 'status', 'code_device_information', 'device_vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail', 'server_response_anubis_sinkhole', 'cookie_set_probable_infect', 'asset_classification_none_priority', 'action_accept_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap_ex_hatty_uri', 'domain', 'newel', 'shu', 'net', 'ex_hatty_hostname', 'soso', 'abstr', 'com', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'code', 'ac', 'ebcd', 'ad', 'ce', 'hatty', 'move', 'da', 'temporarily', 'serv', 'er', 'ninox_date', 'fe', 'da', 'mt', 'content', 'type', 'te', 'cd', 'fe', 'ext', 'html', 'connect', 'ea', 'cf', 'da', 'ion', 'close', 'set', 'fb', 'cookie', 'abstr', 'ca', 'sid', 'de', 'ee', 'domain', 'da', 'cf', 'fe', 'et', 'location', 'ht', 'af', 'fe', 'tp', 'soso', 'newel', 'ee', 'shu', 'net', 'ad', 'af', 'go', 'fe', 'soso', 'newel', 'shu', 'ee', 'net', 'cap_hex_security_incident', 'possible_malware_infection_traffic', 'sinkhole_domain'] ['job', 'apac', 'apac', 'china', 'company_ap', 'chn', 'china', 'access', 'multiple', 'server', 'go', 'et'] ['unable_open', 'jpg', 'ping', 'file', 'pol', 'needful', 'byhand', 'asst', 'sale', 'company', 'india', 'td', 'india', 'unable_open', 'jpg', 'ping', 'file'] ['recall', 'send', 'message', 'outlook'] ['reset_password', 'reset_password', 'erp_production_cm'] ['hand_scanner', 'feedback', 'terminal', 'defective', 'opposite', 'kln', 'defective', 'hand_scanner', 'feedback', 'terminal'] ['feller', 'microcoat_net_instal', 'contact', 'administrator', 'netweaver'] ['access', 'company', 'engineering_tool', 'tool', 'data', 'system', 'crm', 'company', 'engineering_tool', 'ask', 'email', 'password', 'open', 'email', 'password', 'show', 'incorrect', 'id', 'password', 'needful', 'thank', 'company', 'engineering_tool', 'access'] ['unable_connect', 'engineering_tool'] ['browser_microcoat_internet_explorer', 'log_into_vpn', 'log_into_vpn'] ['browser_microcoat_internet_explorer', 'system', 'lock', 'able', 'log', 'system', 'lock', 'able', 'log'] ['generate', 'dn', 'would_pol', 'check', 'generate'] ['forgot', 'password', 'old', 'laptop', 'submit', 'india', 'office', 'before', 'want', 'transfer', 'data', 'especially', 'engineering_tool', 'resolve_issue', 'retrieve', 'data', 'old', 'new_laptop'] ['battery', 'show', 'warn', 'status', 'battery', 'warn', 'status'] ['unable_connect', 'vpn', 'vpn', 'unable_connect', 'vpn'] ['unlock', 'erp', 'logion', 'logion', 'erp', 'system', 'input', 'password', 'unlock', 'erp', 'logion'] ['security', 'tool', 'application', 'component', 'name', 'security', 'tool_password', 'security', 'tool_password', 'service', 'component', 'server'] ['hostname_pilm', 'conversion', 'production_ex_wrong', 'number_instance_process_ex', 'hostname_pilm', 'conversion', 'production_ex_wrong', 'number_instance_process_ex', 'ex'] ['hostname_volume_label_dat', 'hostname', 'server_hostname_space_consume', 'space_available', 'hostname', 'space_consume_space_available'] ['volume_label_dat_server', 'space_consume_space_available', 'disk_space', 'consume_space_available'] ['job_bk_ghana_sid', 'waly', 'fail_job_scheduler'] ['sent', 'mail', 'vip', 'change_password', 'remotely', 'travel', 'expires', 'day'] ['browser_microcoat_internet_explorer', 'closing', 'laptop', 'start', 'vpn', 'solve', 'issue', 'access', 'drive', 'today', 'team', 'global', 'work', 'access', 'restore', 'able', 'access', 'drive'] ['office_installation', 'contact', 'no', 'office_installation'] ['power_supply', 'fail', 'library'] ['hostname', 'service', 'after', 'weekend', 'reboot', 'ex'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'malaysia', 'site_hard_since_et'] ['hostname', 'label_syst', 'hostname', 'server_hostname_space_consume', 'space_available'] ['restore', 'ppt'] ['face', 'erp', 'login', 'problem', 'password', 'issue', 'erp', 'login', 'password', 'issue'] ['engineering_tool', 'installation', 'office_installation', 'vpn', 'access', 'erp', 'access'] ['loutre', 'hear', 'issue', 'ethic', 'vpn', 'experience', 'access', 'vpn', 'able', 'connect', 'through', 'also', 'share', 'error', 'try', 'get_into', 'ethic', 'understand', 'change', 'employment_status', 'might', 'contribute', 'need', 'confirm', 'share', 'change', 'take_place', 'error_message', 'vpn', 'issue'] ['loutre', 'hear', 'issue', 'ethic', 'vpn', 'experience', 'access', 'vpn', 'able', 'connect', 'through', 'also', 'share', 'error', 'try', 'get_into', 'ethic', 'understand', 'change', 'employment_status', 'might', 'contribute', 'need', 'confirm', 'share', 'change', 'take_place', 'error_message', 'ethic', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'sundial', 'company', 'company', 'sinico', 'sundial', 'tr', 'circuit_since_et', 'no', 'backup'] ['observe_alert_monitoring_tool', 'since_et', 'application', 'dynamic_crm', 'url', 'check', 'node', 'company', 'crm', 'sp', 'mfg_cooption', 'net', 'dynamic_crm', 'url', 'check', 'reporting_status', 'company', 'crm', 'sp', 'mfg_cooption', 'net'] ['ap', 'vpn', 'get', 'connect', 'assist', 'early', 'ap', 'vpn', 'get', 'connect'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'secondary', 'vpn', 'circuit_since_et', 'site_backup'] ['unable_print', 'production_order', 'since_last', 'hour', 'user', 'half', 'day', 'mention', 'contact', 'issue', 'sure', 'rest', 'user', 'india', 'plant', 'face_issue', 'collate', 'information', 'issue', 'assign', 'concern', 'connection', 'system', 'production_order_interface_app', 'beng', 'destination_production_order_interface', 'vendor_conc', 'beng', 'okay', 'unable_print', 'production_order', 'error', 'production_order', 'interface', 'vendor_conc', 'beng'] ['password', 'change', 'lock', 'need', 'change_password', 'account', 'coked'] ['day', 'clientless', 'vpn', 'work', 'system', 'detail', 'information', 'user_id', 'system', 'id', 'snap', 'receive', 'try', 'use', 'vpn', 'clientless', 'vpn', 'work'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'apac', 'site_hard_since_pm', 'et', 'no', 'backup'] ['skype', 'login', 'issue', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'skype', 'issue_resolve', 'skype', 'login', 'issue'] ['no', 'audio', 'skype_meeting'] ['company', 'reason', 'image', 'invitation', 'show', 'see', 'think', 'oc', 'issue', 'end', 'outlook', 'setup', 'something', 'sender', 'side', 'confidential', 'project', 'update', 'outlook', 'issue', 'display', 'image', 'meeting', 'invite', 'project', 'image', 'ping', 'im'] ['access', 'no_longer', 'connect', 'sn', 'gloria', 'old', 'need', 'connection', 'obtain', 'archive', 'data', 'assign', 'odic', 'connection', 'gloria', 'old', 'no_longer', 'work', 'access', 'gloria', 'data'] ['remails', 'update', 'outlook'] ['browser_microcoat_internet_explorer', 'update', 'office_bit', 'update', 'office_bit'] ['unable', 'submit_discount', 'form'] ['install', 'project', 'back', 'client', 'pc'] ['engineering_tool', 'try', 'create_new', 'task', 'option', 'displayed', 'refer_attachment', 'engineering_tool', 'try', 'create_new', 'task', 'option', 'displayed'] ['supply', 'chian', 'mgt', 'tool_password_reset'] ['la', 'java', 'instal'] ['everyone', 'user', 'receive_message', 'logion', 'senior', 'analyst', 'bourgade'] ['user', 'need', 'access', 'engineering_tool'] ['unable', 'add', 'contact', 'list', 'receive', 'catalog', 'crm', 'user_id', 'contact', 'no', 'unable', 'add', 'contact', 'list', 'receive', 'catalog', 'crm'] ['source_vip_source_host', 'dane', 'user', 'duane', 'location', 'usa_pa', 'eh', 'sum_status', 'field_sale_user', 'no', 'no_sw_event', 'log', 'see', 'see', 'company_internal_asa', 'device_generate', 'ipl', 'whish_form_submit_outbound', 'vip', 'alert_traffic', 'dane', 'external', 'vip_address', 'counter', 'threat', 'unit', 'actu', 'due', 'association', 'malware', 'whish_form_submit_outbound', 'affected', 'asset', 'investigate', 'traffic', 'vip_address', 'indicate', 'host', 'infect', 'malware', 'escalate_incident_via_medium', 'priority_ticket', 'mail', 'notification', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket', 'back', 'croc', 'call_full', 'escalation', 'related_event', 'high_priority_ticket', 'phone_call', 'event', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'croc', 'event', 'data', 'event_id_event', 'ipl', 'whish_form_submit_outbound', 'vip', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'dane', 'source', 'mac_address', 'ca', 'reb', 'db', 'destination_vip_destination_host', 'vip', 'vip', 'net', 'destination_vip_elocation', 'usa', 'connection_directionality_outgo', 'device_information_device_vip', 'device', 'company_internal_asa', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_event', 'id_agent_id_event', 'detail_asa', 'built', 'outbound', 'cp_connection', 'outside', 'inside_correlation_data_cpd', 'ca', 'reb', 'db', 'dane', 'via_eth_relay_lease', 'duration_renew', 'take', 'action', 'ticket', 'action', 'incident', 'whish_form_submit_outbound', 'vip', 'dane'] ['receipt', 'generate', 'pdf', 'come', 'character', 'repro', 'adobe', 'pdf'] ['preengineering', 'web', 'service', 'call', 'design', 'tool', 'service', 'obtain', 'cad', 'model', 'engineering_tool', 'believe', 'link', 'point', 'design', 'tool', 'service', 'look_like', 'name', 'convention', 'change', 'last_day', 'file', 'return', 'service', 'name', 'material', 'management', 'number', 'mm', 'sid', 'see_attach', 'fw', 'engineering_tool', 'drill', 'msg', 'detail', 'change', 'cause', 'issue', 'model', 'return', 'engineering_tool', 'engineering_tool', 'demote', 'mt', 'start', 'need', 'fix', 'revert', 'change', 'might', 'make', 'file', 'name', 'convention', 'file', 'design', 'tool', 'service', 'original', 'rule', 'pul', 'implement', 'file', 'name', 'cad', 'file', 'return', 'service', 'implement', 'name', 'rule', 'cad', 'catalog', 'iso', 'take', 'else', 'cad', 'catalog', 'ansi', 'take', 'else', 'take', 'underscore', 'plus', 'cad', 'graph', 'type', 'add', 'finally', 'original', 'file', 'extension', 'add', 'design', 'tool', 'service', 'file', 'name', 'convention', 'change'] ['dell_tablet', 'crack', 'after', 'accidentally', 'drop'] ['problem', 'approval', 'workfellow', 'credit', 'memo', 'request', 'respectively', 'rima', 'open', 'several', 'ticket', 'regard', 'topic', 'unfortunately', 'lead', 'final', 'solution', 'maybe', 'erp', 'language', 'problem', 'part', 'anyway', 'hope', 'get', 'fix', 'approval', 'level', 'organization', 'follow', 'regardless', 'sale', 'person', 'customer', 'account', 'level', 'substitute', 'possible', 'level', 'substitute', 'possible', 'level', 'substitute', 'possible', 'level', 'plus', 'substitute', 'possible', 'often', 'happens', 'workfolks', 'rout', 'wrong', 'person', 'la', 'example', 'rama', 'rout', 'level', 'approve', 'level', 'wo', 'nothing', 'take', 'lot', 'time', 'gather', 'wrong', 'rout', 'workfolks', 'forward', 'responsible', 'person', 'appreciate', 'approval', 'workfellow', 'problem'] ['sound', 'work'] ['erp', 'vpn', 'user', 'keep_get', 'error', 'every_time', 'try', 'log', 'sid', 'erp', 'hr', 'ago', 'no', 'trouble', 'ph', 'erp', 'open'] ['try', 'print', 'network', 'printer', 'savin'] ['vpn', 'stop', 'work', 'able', 'reconnected', 'after', 'minute', 'kick', 'vpn', 'reconnected'] ['see_attach', 'error', 'receive', 'try', 'log', 'ghana', 'error', 'log', 'ghana'] ['lock', 'global', 'view', 'need', 'password_reset', 'payroll', 'report', 'must', 'pull', 'lock', 'global', 'view', 'need', 'password_reset', 'payroll', 'report', 'must', 'pull'] ['window', 'password_reset', 'tinguy'] ['rarity', 'old', 'laptop', 'need', 'login', 'can_not_connect', 'network', 'error', 'security', 'database', 'server', 'computer', 'account', 'workstation', 'trust_relationship', 'connect', 'old', 'password', 'need', 'play', 'cad', 'new_laptop', 'cd', 'drive', 'see', 'laptop', 'can_not', 'found', 'ad', 'ph'] ['vpn', 'vpn', 'work', 'need'] ['unable', 'run', 'report', 'etime', 'hr', 'engineering_tool', 'unable', 'run', 'report', 'etime'] ['initiate', 'download', 'net', 'unable_launch', 'business_client', 'net', 'need', 'instal'] ['unlocked_account', 'todd', 'able', 'get', 'successfully', 'account_unlock', 'erp_sid'] ['unable_launch', 'skype'] ['get', 'error', 'try', 'log_into_skype', 'address', 'correct', 'log', 'id', 'correct', 'password', 'correct', 'time', 'get', 'error', 'need', 'able', 'log_into_skype', 'unable', 'log_into_skype'] ['per', 'conversation', 'screen', 'televiewer', 'screen_shot', 'account', 'issue', 'look', 'product', 'number', 'geosid', 'correct', 'account', 'number', 'customer', 'opp', 'create', 'no', 'problem', 'select', 'correct', 'account', 'number', 'opportunity', 'create', 'recently', 'after', 'able', 'choose', 'account', 'number', 'correct', 'account', 'number', 'need', 'close', 'today', 'account', 'number', 'incorrect'] ['erp', 'engineering_tool', 'lock'] ['intern', 'hire', 'full', 'time', 'effective', 'follow', 'process', 'old', 'transfer', 'new', 'insteam', 'new', 'enter', 'new', 'job', 'compensation', 'information', 'like', 'instruct', 'however', 'honest', 'experience', 'disaster', 'far', 'say', 'every_time', 'call', 'hus', 'helpful', 'resolve_issue', 'hus', 'tell', 'problem', 'tell', 'hr', 'problem', 'issue', 'still', 'no', 'access', 'benefit', 'information', 'collaboration', 'tool', 'follow', 'direction', 'give', 'get_error_message', 'say', 'need', 'approval', 'request', 'submit', 'no', 'ethic', 'access', 'no', 'expense_report', 'access', 'able', 'enter', 'expense_report', 'however', 'go', 'submit', 'get_error_message', 'try', 'log', 'get_error_message', 'say', 'problem', 'no', 'access', 'vpn', 'say', 'hr', 'need', 'update', 'sid', 'really', 'sure', 'incorrect', 'paycheck', 'receive', 'paycheck', 'told', 'depend', 'information', 'process', 'payroll', 'might', 'caught', 'fact', 'salary', 'correct', 'paycheck', 'shareef', 'email', 'yesterday', 'make', 'sound', 'like', 'everything', 'go', 'correct', 'paycheck', 'sent', 'follow', 'email', 'say', 'ran', 'go', 'able', 'backdate', 'effective', 'date', 'change', 'go', 'want', 'loutre', 'provide', 'hour', 'work', 'go', 'work', 'loutre', 'stop', 'track', 'hour', 'since', 'salaried', 'employee', 'also', 'company', 'conference', 'week', 'technically', 'work', 'way', 'hour', 'week', 'part', 'meeting', 'dinner', 'after', 'hour', 'building', 'activity', 'someone', 'share', 'service', 'designate', 'contact', 'work', 'through', 'issue', 'everything', 'figure', 'something', 'issue', 'hus', 'follow', 'pass', 'back', 'forth', 'beyond', 'frustrate', 'next', 'figure', 'benefit', 'before', 'eligibility', 'experience'] ['password_reset', 'erp_sid'] ['interface', 'fc', 'hostname', 'landplane', 'since_et'] ['get', 'follow', 'error', 'try', 'start', 'vpn', 'also', 'try', 'install', 'say', 'need', 'admin', 'right', 'vpn'] ['take', 'snapshot', 'vim', 'manually', 'hostname'] ['skype', 'content', 'show', 'meeting'] ['away', 'computer', 'length', 'time', 'sometimes', 'start', 'get', 'follow_error_message', 'trust_relationship', 'between', 'workstation', 'primary', 'domain', 'fail', 'pain', 'keep', 'totally', 'reboot', 'computer', 'away', 'desk', 'time', 'error', 'trust_relationship', 'between', 'workstation', 'primary', 'domain', 'fail'] ['lose', 'skype', 'button', 'view', 'colleague', 'view', 'niter', 'sour', 'pesach_fet_hirer', 'skype_meeting', 'button'] ['finance_app', 'time', 'error'] ['account', 'extension', 'extend_account', 'another', 'six', 'month', 'account', 'extension'] ['job_bowpin', 'cluster', 'inc_fail_job_scheduler'] ['audio', 'device', 'stop', 'work', 'after', 'company', 'update', 'show', 'message', 'no', 'audio', 'output', 'device', 'instal', 'coworkers', 'trouble', 'audio', 'stop', 'work', 'after', 'company', 'update'] ['unable_login', 'center', 'hostname', 'through', 'sphere', 'client', 'kindly', 'check', 'issue', 'unable_login', 'center', 'hostname', 'through', 'sphere', 'client'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'apac', 'issue', 'description_error_message', 'check', 'attach', 'unable_create_delivery', 'shipment', 'siak'] ['mapped', 'unit', 'department', 'public', 'team', 'wrong', 'server', 'would', 'unit', 'hostname', 'pc', 'mapped', 'unit', 'department', 'public', 'team', 'wrong', 'server'] ['sb', 'port', 'detect', 'device'] ['account', 'insert', 'assign', 'per', 'insert', 'account'] ['travel_expense', 'erp', 'transaction_pr', 'work', 'start', 'travel_expense', 'erp', 'transaction_pr', 'work'] ['query'] ['mail', 'sent', 'company', 'quarantine', 'database'] ['viga', 'cable', 'defective', 'bendlet'] ['install', 'small'] ['install', 'kris'] ['install', 'zebra'] ['move', 'shipping', 'date', 'dn', 'create', 'pol', 'ship', 'koae', 'shipment', 'siak'] ['job_bk', 'bija', 'objet', 'fail_job_scheduler'] ['source_vip_system', 'name', 'user', 'workstation', 'server', 'location', 'usa', 'sum_status', 'field_sale_user', 'no_sw_event', 'log', 'incident_overview', 'croc', 'receive', 'least_occurrence', 'malware', 'defender', 'hakea', 'phone', 'home', 'alert', 'sensor', 'device', 'traffic_block', 'sour', 'port_cp', 'destine_port', 'cp', 'wellington', 'usa', 'occur', 'outbound', 'hatty', 'traffic', 'infect', 'device', 'contain', 'follow', 'method', 'data', 'protocol_cp', 'hatty_method', 'post', 'hatty', 'version', 'hatty', 'domain', 'com', 'url_path', 'event', 'jpg', 'user', 'agent_amolilla', 'window_nt', 'html', 'like', 'gecko', 'chrome', 'safari', 'content', 'length', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket', 'back', 'croc', 'call_ticket_escalation', 'related_event', 'medium_priority_ticket', 'mail', 'notification_event', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'croc', 'event_data_related', 'event', 'event', 'show', 'due', 'space', 'constraint', 'security_incident_possible_malware', 'phone', 'home', 'request'] ['need', 'add', 'software', 'instal', 'new', 'latitude', 'torch', 'tel', 'archive_tool', 'viewer', 'hardcopy', 'need', 'add', 'software', 'instal', 'new', 'latitude', 'torch', 'tel'] ['basis', 'germany', 'day', 'week', 'order', 'supervise', 'apprentice', 'station', 'germany', 'need', 'workplace', 'germany', 'workplace', 'pc', 'phone', 'germany', 'office', 'finer', 'woolfell', 'set'] ['provide_access', 'application', 'company', 'engineering_tool', 'business_client', 'access', 'application'] ['need', 'add', 'share_mailbox'] ['erp', 'transaction_pr', 'show', 'follow_error_message', 'cid', 'ida', 'finance', 'quality', 'technician', 'cero', 'manage_director', 'erp', 'transaction_pr', 'work'] ['user', 'erp_sid', 'account', 'password', 'lock', 'unlock', 'erp_sid', 'account', 'password', 'lock'] ['meeting', 'schedule', 'orth', 'pol', 'arrange', 'wifi', 'guest', 'account', 'two', 'external', 'trainer', 'day', 'name', 'suwe', 'wifi', 'guest', 'account'] ['possible', 'exchange', 'active', 'sync', 'io', 'unlocked', 'advance', 'prior', 'get', 'normal', 'email', 'shall', 'forward', 'receive', 'iphone', 'today', 'would', 'good', 'use', 'immediately', 'unlock', 'exchange', 'active', 'sync', 'io', 'company', 'device'] ['mp', 'fax', 'printer', 'problem', 'issue', 'information'] ['mail_com', 'department', 'drive', 'germany_steel', 'disappear', 'folder', 'eths', 'unfolder', 'mbps', 'restore', 'thank', 'much', 'many', 'folder', 'mbps'] ['well', 'issue', 'search', 'tool', 'outlook', 'whenever', 'connect', 'net', 'work', 'work', 'offline', 'nt', 'wark', 'outlook', 'search', 'work'] ['accompany', 'video', 'get', 'mail', 'office', 'open', 'video', 'let', 'talk', 'watch', 'enable', 'video', 'service'] ['ie_browser', 'issue'] ['engineering_tool', 'company', 'issue', 'forbidden', 'error', 'engineering_tool', 'company', 'issue'] ['problem', 'attendance_tool', 'attendance_tool', 'login', 'issue'] ['im', 'face_problem', 'login', 'attendance_tool', 'portal', 'solve', 'issue', 'login', 'problem', 'attendance_tool', 'portal'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'united_kingdom', 'company', 'united_kingdom', 'company', 'vpn', 'go_pm_et', 'backup'] ['backup', 'statistic', 'session', 'queue', 'time', 'hour', 'complete', 'disk_agent', 'fail', 'disk_agent', 'aborted', 'disk_agent', 'disk_agent', 'total', 'complete', 'medium_agent', 'fail', 'medium_agent', 'aborted', 'medium_agent', 'medium_agent', 'total', 'byte', 'total', 'mb', 'use', 'medium', 'total', 'disk_agent', 'error', 'total', 'job_bowpin', 'search', 'server', 'dev', 'daily_fail_job_scheduler', 'job_bowpin', 'search', 'server', 'dev', 'daily_fail_job_scheduler'] ['fix', 'problem', 'copy', 'window', 'monitor', 'copy', 'window', 'monitor'] ['outlook', 'open', 'boot', 'prompt', 'error'] ['india', 'company_ap_ind', 'kirsty', 'pu', 'lean', 'stack_sw', 'go', 'pm', 'uplink_company', 'ap_ind', 'pu', 'lean', 'stack_sw', 'company_ap_ind', 'pu', 'kgf', 'access_sw', 'india', 'company_ap_ind', 'pu', 'lean', 'stack_sw', 'go', 'pm'] ['since', 'territory', 'sale', 'director', 'resign', 'need', 'response', 'review', 'forecast', 'future', 'assign', 'approval', 'authorization', 'sannop', 'forward', 'finish', 'start', 'op', 'process'] ['browser_microcoat_internet_explorer', 'erp', 'issue', 'reverse', 'dn', 'sale_order', 'go', 'valine', 'complete', 'delivery', 'get', 'message', 'value', 'motific', 'counter', 'doc', 'supply_chain', 'erp', 'issue', 'reverse', 'dn', 'sale_order', 'go', 'valine', 'complete', 'delivery', 'get', 'tshi'] ['skype_audio_work', 'connect', 'user', 'system_use_televiewer', 'update', 'audio', 'driver', 'after', 'check', 'sound', 'setting', 'restart_pc', 'audio_work', 'fine', 'issue_resolve', 'skype_audio_work'] ['network', 'cable', 'erp', 'printer_em', 'extend', 'office', 'weiner', 'sponsal', 'network', 'cable', 'printer', 'erp', 'extend'] ['need', 'add', 'pc', 'domain'] ['browser_microcoat_internet_explorer', 'erp', 'netweaver_business_client', 'open', 'drawing', 'erp', 'netweaver_business_client', 'open', 'drawing'] ['browser_microcoat_internet_explorer', 'easy', 'way', 'change_password', 'easy', 'way', 'change_password'] ['user', 'name'] ['printer', 'hr', 'printing', 'pdf', 'document', 'connect', 'user', 'system_use_televiewer', 'delete', 'printer', 'readded', 'printer', 'able', 'print', 'word', 'doc', 'able', 'print', 'pdf', 'doc', 'user', 'issue', 'user', 'need', 'local', 'take', 'look', 'erp', 'computer', 'contact', 'vip', 'printer', 'hr', 'printing', 'pdf', 'document'] ['browser_microcoat_internet_explorer', 'reset', 'window', 'password', 'erp', 'password', 'flaffer', 'password_reset'] ['reference', 'another', 'vendor', 'involve', 'usa', 'carve', 'project', 'need', 'save', 'file', 'local', 'pc', 'add', 'exception', 'group', 'nighty', 'approve', 'necessary', 'vendor', 'need', 'save', 'file', 'local', 'pc'] ['difficulty', 'look', 'top', 'notch', 'drawing', 'keep_get', 'time', 'error', 'screen', 'come', 'look', 'drawing', 'page', 'direct', 'follow', 'see', 'top', 'notch', 'drawing', 'sure', 'permission', 'problem', 'erp', 'problem', 'way', 'shed', 'light', 'get', 'try', 'look', 'drawing', 'erp', 'runtime_error', 'eventually', 'see'] ['company', 'corporate', 'license', 'seagirt', 'editor', 'business', 'system', 'crm', 'news', 'final', 'release', 'fy', 'dynamic_crm', 'project', 'microcoat', 'dynamic_crm', 'mobile_app', 'available', 'download', 'crm', 'user', 'app', 'instal', 'io', 'android', 'window', 'phone', 'tablet', 'include', 'dell', 'window', 'tablet', 'laptop', 'detail', 'app', 'watch', 'launch', 'video', 'need', 'dynamic_crm', 'click', 'chat', 'live', 'agent', 'dynamic_crm', 'click', 'seagirt'] ['browser_microcoat_internet_explorer', 'can_not', 'get', 'onto', 'outlook', 'get', 'blue_screen', 'dot', 'move', 'bottom', 'cold', 'boot', 'unable_open', 'outlook'] ['user', 'lock', 'erp', 'miri', 'system', 'user', 'login', 'after', 'unlock', 'user', 'account', 'issue_resolve', 'user', 'lock', 'erp', 'miri', 'system'] ['configure', 'songle', 'new_laptop', 'telecomm_vendor', 'songle'] ['printer', 'setup', 'id', 'printer'] ['id', 'printer', 'work', 'id', 'printer', 'issue'] ['user', 'want', 'message', 'recall', 'erp'] ['erp', 'response_time', 'long', 'even', 'simple', 'transaction', 'check', 'plant', 'sid', 'reporting'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'apac', 'company', 'secondary', 'vpn', 'circuit', 'since_pm_et', 'site_primary', 'mil'] ['contact', 'ext', 'need', 'no', 'error_message', 'outlook', 'constantly', 'freeze'] ['mapping', 'network_drive'] ['configure', 'install', 'cad', 'machine', 'av', 'cabinet', 'new', 'training_room', 'machine', 'need', 'standard', 'cad', 'configuration', 'also', 'install', 'wireless_mouse', 'cad', 'manipulator', 'machine', 'need', 'setup', 'multiple', 'user', 'sign', 'credential', 'per', 'request', 'eths', 'also', 'need', 'vd', 'drive', 'play', 'safety', 'training', 'video', 'cad', 'pc', 'main', 'training_room'] ['unable', 'convert', 'plan_order', 'item', 'also', 'unable', 'create', 'production_order', 'item', 'receive_error_message', 'time', 'sent', 'snip_tool'] ['drive', 'respond', 'mount', 'request', 'library'] ['can_not_log_into', 'skype', 'say', 'credential', 'bad', 'can_not_log_into', 'skype'] ['backup_tool', 'backup', 'take', 'hour', 'release', 'snapshot', 'end', 'backup', 'look', 'vum', 'advise', 'problem', 'vum', 'take', 'excessive', 'length', 'time', 'release', 'backup', 'snapshot'] ['password_reset', 'erp_sid', 'account'] ['hostname', 'hostname', 'database', 'listener', 'function', 'ever', 'try', 'connection', 'connect', 'affection', 'production', 'production', 'make', 'user', 'enter', 'data', 'manually', 'database', 'quantum', 'glogg', 'vip_address', 'hostname', 'vip_address', 'cisco', 'ducs', 'console', 'vet', 'every', 'set', 'credential', 'access', 'anyone', 'change', 'credential', 'hostname', 'hostname', 'restart', 'request', 'check', 'database', 'listener', 'quantum', 'glogg', 'quantum', 'oracle', 'database', 'connection', 'work'] ['create_delivery_note_stop', 'plant_plant', 'item', 'item', 'stop', 'available', 'stock', 'plant', 'system', 'see', 'check', 'generate', 'delivery_note', 'quite', 'drum', 'need', 'sent', 'apac', 'exposition', 'apac', 'create_delivery_note_stop', 'plant_plant'] ['unable', 'access', 'network', 'folder', 'connect', 'vpn', 'vpn', 'access'] ['node', 'germany', 'pbx', 'trunk', 'card', 'locate', 'germany', 'pm_et'] ['contact', 'need', 'access', 'collaboration_platform'] ['notify', 'pc', 'issue', 'apparently', 'plant', 'select', 'during', 'execution', 'task', 'investigate', 'talk', 'thio', 'specific', 'pc', 'plant', 'select'] ['helper', 'see', 'message', 'try', 'process', 'complaint', 'allow', 'change', 'anything', 'say', 'crm', 'process', 'user', 'sound', 'sound', 'would', 'fix', 'reboot', 'computer', 'message', 'still', 'sid', 'crm', 'problem', 'fix', 'erp'] ['sign_into', 'crm', 'get_error_message', 'reporting_engineering_tool', 'load', 'see', 'comp_sr', 'application_eng', 'problem', 'crm'] ['error', 'try', 'access', 'sid', 'quality', 'system', 'erp'] ['next', 'one', 'bedford', 'usa', 'request', 'provide_access', 'drive', 'engineering', 'application', 'since', 'take', 'much', 'time', 'open', 'nix', 'document', 'engineering_tool', 'current', 'drive', 'path', 'hostname', 'engineering', 'application', 'kindly', 'process', 'erp', 'drive', 'access'] ['let', 'talk', 'video', 'open', 'license'] ['usa', 'enc', 'server_hostname', 'respond', 'no', 'access'] ['attach', 'find', 'agreement', 'need', 'next', 'get', 'mail', 'push', 'calendar', 'synchronization', 'mit', 'gruf', 'employee', 'own', 'mobility', 'agreement'] ['sync', 'hr', 'org', 'detail', 'purchasing', 'get', 'follow', 'error', 'no', 'data', 'found', 'employee', 'inform', 'system', 'administration', 'sync', 'hr', 'org', 'detail', 'purchasing'] ['work_center', 'change', 'machine', 'erp', 'pm', 'machine', 'old', 'new', 'work_center', 'appear', 'machine', 'list', 'miri', 'duplicate', 'machine', 'display', 'machine', 'list'] ['attn', 'kindly_resolve', 'subject', 'issue', 'early', 'skype_audio_work'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'hp_laserjet', 'detailed_description_problem', 'papier', 'taut', 'sich', 'mommet', 'kevin', 'praus', 'type_document_printing', 'email_excel_word', 'erp', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm', 'sid', 'erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'ng', 'stop', 'work', 'hardware', 'problem', 'urgently', 'need', 'mission', 'paper', 'order'] ['mail_com', 'problem', 'beam', 'system', 'engineering_tool', 'see', 'yellow', 'field', 'several_time', 'fill', 'field', 'store', 'want', 'day', 'system', 'error_message', 'see_attachment', 'cid', 'problem', 'engineering_tool'] ['blank_call', 'germany', 'interaction_id', 'blank_call'] ['md', 'external_monitor', 'stay', 'one', 'flash', 'briefly', 'go'] ['get', 'information', 'want', 'travel_expense', 'zero', 'amount', 'enter', 'number', 'sale', 'earthwork', 'european', 'serve', 'area', 'north', 'pesach_fet_hirer', 'undo', 'www', 'travel_expense', 'erp'] ['seem', 'start', 'after', 'window', 'update', 'get', 'instal', 'user', 'pc', 'find', 'attach', 'email', 'telephony_software', 'interaction_desktop', 'fails', 'connect'] ['close', 'look', 'ale', 'interface', 'production_environment', 'work', 'through', 'request', 'expense', 'reporting', 'issue', 'found', 'many', 'change', 'herp', 'move', 'sid', 'via', 'ale', 'even', 'data', 'fine', 'hr', 'side', 'example', 'change', 'around', 'tom', 'reflect', 'sid', 'look_like', 'majority', 'change', 'since', 'least', 'month', 'sync', 'sure', 'nothing', 'go', 'manual', 'run', 'ale', 'chris', 'check', 'ale', 'detail', 'ongoing', 'issue', 'send', 'data', 'herp_sid', 'sid', 'assign', 'sridhar'] ['hp', 'printer', 'defective', 'replace', 'hp_laserjet', 'defective', 'hp_laserjet', 'mp'] ['reset_password', 'rebank', 'use_password_management', 'tool_password_reset'] ['calculator', 'measure', 'device', 'stelic', 'work'] ['sarcode', 'scanner', 'defective', 'paternoster', 'bur', 'order'] ['sb', 'supply', 'extension', 'cable'] ['computer', 'update', 'start'] ['good_day', 'advise', 'scroll', 'screen', 'minimize', 'order', 'view', 'entry', 'sure', 'wrong', 'ihs', 'metric', 'input', 'unable', 'scroll'] ['customer', 'receive', 'invoice', 'via', 'email', 'invoice', 'receiver', 'receive_mail', 'address', 'customer', 'easily', 'get', 'bill', 'thus', 'customer', 'bill', 'before', 'therefore', 'paid', 'detect', 'change', 'therefore', 'ask', 'clarification', 'thank', 'translation', 'customer', 'receive', 'warehouse_tool', 'email', 'warehouse_tool', 'recipient', 'receive', 'email_address', 'customer', 'easily', 'get', 'bill', 'customer', 'therefore', 'before', 'bill', 'paid', 'therefore', 'detect', 'change', 'therefore', 'ask', 'clarification', 'no', 'accounting', 'entry', 'customer', 'mail'] ['needful', 'mail', 'request', 'vet', 'inform', 'company', 'malaysia', 'office', 'face_problem', 'internet', 'access', 'check', 'confirm'] ['need', 'support', 'one', 'member', 'ter', 'steigh', 'tusser', 'location_germany', 'open', 'ticket', 'get', 'skype', 'speed', 'mention', 'solve', 'after', 'two', 'niter', 'participate', 'important', 'hr', 'call', 'able', 'work', 'common', 'communication', 'technology', 'support', 'follow', 'niter', 'directly', 'german', 'language', 'necessary', 'open', 'ticket', 'niter', 'steigh', 'er'] ['addition', 'match', 'trial', 'balance', 'settlement', 'list', 'difference', 'mainly', 'crip', 'last', 'year', 'settle', 'current', 'year', 'fix', 'asset', 'addition', 'list'] ['pourpoint', 'application', 'crashed', 'overtime', 'after', 'start', 'file', 'impossible', 'work', 'need', 'work', 'customer', 'proposal', 'internal', 'presentation', 'no', 'ppt', 'file', 'open', 'application', 'crash', 'immediately', 'need', 'restart_computer', 'absolutely', 'impossible', 'work', 'pourpoint', 'laptop', 'present', 'transit', 'home', 'reach', 'german', 'time', 'pourpoint', 'application', 'crashed', 'overtime', 'after', 'start', 'file', 'impossible', 'work'] ['colleague', 'need', 'today', 'start', 'netweaver_business_client', 'start', 'er', 'unfortunately', 'netweaver_business_client', 'work', 'netweaver_business_client'] ['pc', 'old', 'pc', 'semi', 'automatic', 'switch', 'apparently', 'wg', 'heat', 'fan', 'power_supply', 'turn', 'problem', 'laser'] ['need', 'add', 'user'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant_plant', 'issue', 'description_error_message', 'no', 'stop', 'possible', 'combination', 'unable_create_delivery'] ['enable', 'clear', 'would', 'hr', 'employ', 'hr', 'employ', 'also', 'unlock', 'thank', 'advance', 'reinhard', 'sent', 'cc', 'wg', 'access', 'right', 'reinhard', 'ask', 'approval', 'ok', 'access', 'greet', 'fc', 'department', 'skiv_alfiona'] ['issue', 'difference', 'amount', 'po', 'approval', 'report', 'also', 'kindly', 'remove', 'no_longer', 'use', 'issue', 'difference', 'amount', 'po', 'approval', 'report', 'also', 'kindly', 'remove'] ['write', 'read', 'authorization', 'folder', 'set', 'scan', 'thank', 'child', 'fc', 'department', 'scan'] ['confirm', 'email_address', 'typed', 'into', 'guserid', 'field', 'system', 'away', 'phone_call', 'back', 'mobile', 'pavan', 'confirm', 'issue_resolve', 'unable', 'sign', 'skype'] ['still', 'no', 'synchronize', 'erp', 'after', 'repair', 'zip', 'code', 'see', 'ticket', 'still', 'show', 'error', 'see_attach', 'file', 'zip', 'code', 'correct', 'user', 'company', 'israel', 'sd_crm', 'still', 'no', 'synchronize', 'erp'] ['login', 'impact_award', 'question', 'login', 'impact_award'] ['marty', 'liberty', 'call', 'account', 'unlocked', 'unlocked', 'confirm_able_login', 'account_unlock'] ['colleague', 'enter', 'need', 'immediately', 'erp', 'see', 'no', 'erp', 'netweaver', 'terence', 'erp'] ['error_message', 'unable', 'log', 'follow', 'reason', 'byte', 'read', 'network', 'stream', 'user', 'workstation', 'see_attach', 'picture', 'able', 'connect', 'telephony_software', 'interaction_desktop'] ['erp', 'net_weaver', 'doesnt', 'work', 'error_message', 'microcoat_net_instal'] ['business_client', 'logion', 'work', 'throw', 'error', 'seem', 'issue', 'laptop', 'logion', 'work_fine', 'system', 'business_client', 'log', 'error'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_global_telecomm', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage_south_america', 'site_hard_since_et', 'no_backup_circuit'] ['skype', 'work'] ['need', 'participant', 'access', 'guest_wifi', 'system', 'house', 'see_attach', 'excel', 'spread', 'sheet'] ['action', 'require', 'connect', 'new', 'vpn', 'url', 'before'] ['find', 'gap', 'between', 'report', 'asset', 'balance', 'report', 'alar', 'plant', 'cost_center', 'add', 'two', 'rc', 'asset', 'depreciation', 'rumb', 'increase', 'run', 'find', 'depreciation', 'add', 'give', 'idea', 'plant', 'depreciation', 'issue'] ['user_id', 'lock', 'reset_password', 'send', 'new', 'password', 'emp', 'no_name_seid', 'hish', 'yi', 'hish'] ['alex', 'invoiced', 'thank', 'forward', 'order_number', 'sign'] ['attach_screen_shot', 'error', 'information', 'login', 'erp_sid', 'ing'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'primary', 'circuit', 'company_eu_deul', 'mil', 'since_pm_et'] ['node'] ['unlock', 'undername', 'erp', 'lock', 'many', 'log', 'attempt', 'senior', 'technical', 'service', 'rep', 'erp', 'access'] ['supervisor', 'ask', 'send', 'request', 'able', 'access', 'document', 'folder', 'drive', 'would_like', 'permission', 'access', 'document', 'locate', 'quality', 'control', 'folder', 'locate', 'quality', 'control', 'request'] ['yesterday', 'telephony_software', 'phone', 'system', 'update', 'do', 'today', 'notice', 'show', 'yellow', 'phone', 'icon', 'show', 'phone', 'receive', 'call', 'assist', 'quickly', 'telephony_software', 'phone', 'issue'] ['uninstalled', 'goggle', 'chrome'] ['close', 'opportunity', 'customer', 'active', 'open', 'opportunity', 'customer', 'create', 'another', 'product', 'customer', 'no_longer', 'list', 'available', 'customer', 'try', 'put', 'name', 'account', 'end', 'user', 'name', 'field', 'get', 'statement', 'no', 'record', 'found', 'several', 'customer', 'work', 'one', 'customer', 'erp', 'no_longer', 'available', 'crm', 'create_new', 'product'] ['unable_connect', 'network_drive', 'vpn'] ['account_lock', 'vpn', 'page'] ['company', 'email', 'password', 'work'] ['browser_microcoat_internet_explorer', 'need', 'access', 'erp', 'ghana_sid', 'vip', 'sid', 'ghana', 'login'] ['manually', 'send', 'expense_report', 'approval', 'stuck', 'patrick', 'due', 'reporting', 'relationship', 'change', 'send', 'expense_report', 'approval'] ['raise', 'ticket', 'network', 'user', 'work', 'remotely', 'erp', 'system', 'keep_get', 'kick', 'without', 'able', 'continue', 'work', 'connection', 'issue'] ['let', 'someone', 'service', 'run', 'hostname', 'hostname_pilm', 'server'] ['go_forward', 'remails', 'receive', 'give', 'alert', 'message', 'see_attachment', 'need', 'connect', 'terminal', 'let_know', 'move', 'delete', 'box', 'unknown', 'remails'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'apac', 'china', 'vpn', 'circuit_pm_et', 'site', 'mil'] ['install', 'analysis_office', 'sp', 'pc', 'since', 'office', 'version', 'set', 'ghana_sid', 'sid', 'connection', 'present', 'pc', 'ao', 'compatible', 'office', 'issue', 'seve', 'install', 'analysis_office', 'sp', 'pc', 'since', 'office', 'version'] ['extend', 'skype_business', 'access', 'contractor', 'able', 'arrange', 'conference_call', 'external', 'company', 'party', 'work', 'critical', 'company', 'payroll', 'project', 'germany', 'involves', 'significant', 'external', 'vendor', 'contact', 'skype', 'permission', 'set', 'mine', 'many', 'skype_business', 'extend', 'access', 'external', 'partner'] ['unable', 'change_password', 'password_management_tool', 'password'] ['account', 'reset'] ['reset_password', 'erp_sid', 'business_client', 'erp', 'business_client', 'password_reset', 'request'] ['password_reset', 'hub'] ['able', 'see', 'list', 'va', 'erp', 'problem'] ['desk', 'like', 'know', 'meaning', 'follow', 'warn_message', 'click', 'engineering_tool', 'after', 'login', 'hd', 'patent', 'agent', 'senior', 'staff', 'engineer', 'meaning', 'warn_message'] ['browser_microcoat_internet_explorer', 'reset', 'erp_sid', 'bolivian', 'erp_sid', 'account_unlock'] ['constantly', 'receive', 'sb', 'device', 'recognize', 'install', 'default', 'printer_driver', 'after', 'every', 'reboot', 'cl', 'constantly', 'receive', 'sb', 'device', 'recognize', 'install', 'default', 'printer_driver', 'after', 'every', 'reboot'] ['unable', 'log', 'distributor_tool'] ['reset', 'supply_chain_software', 'password', 'supply_chain_software'] ['vpn', 'query', 'user', 'want', 'know', 'connect', 'vpn', 'vpn', 'query'] ['recently_change_password', 'log_into', 'erp', 'keep', 'receive_message', 'login', 'no_longer_possible', 'many_fail_attempt', 'log', 'one', 'time', 'change_password', 'also', 'receive_error_message', 'password', 'change', 'fail', 'see_attach', 'new', 'password', 'work', 'application', 'computer', 'except', 'erp', 'use', 'erp', 'daily', 'basis', 'need', 'access', 'sid', 'erp', 'production', 'user_id', 'let_know', 'issue', 'can_not_log_into', 'erp_sid', 'erp', 'production', 'new', 'password', 'need', 'access'] ['unable_launch', 'ethic', 'login_credential', 'invalid', 'error', 'primary', 'stop', 'address', 'outlook', 'address', 'book', 'new', 'company', 'return', 'after', 'resignation', 'account', 'change', 'temp', 'permanent', 'no', 'take', 'ethic', 'before', 'receive', 'email', 'ethic', 'take', 'ethic', 'course', 'organizational', 'change', 'email_address', 'use', 'start', 'fy', 'move', 'company', 'name', 'change', 'email_address', 'change', 'email_address', 'change', 'email_address', 'use', 'start', 'fy', 'move', 'company', 'medial', 'leave', 'leave', 'absence', 'recently', 'no', 'unable_launch', 'ethic'] ['need', 'additional', 'time', 'delete', 'account', 'also', 'account', 'need', 'give', 'also', 'account', 'need', 'give'] ['password', 'lock', 'erp_sid'] ['outlook', 'update', 'remails'] ['department', 'hostname', 'info', 'share', 'folder', 'coat', 'unfolders', 'folder', 'release'] ['change', 'screensaver', 'company', 'pc', 'change', 'screensaver', 'company', 'company'] ['determine', 'network', 'problem', 'want', 'ot', 'download', 'list', 'interrogates', 'question', 'time', 'come', 'eu_tool', 'want', 'print', 'label', 'error', 'come', 'one', 'transaction_impact', 'server', 'co_worker_also', 'notice_slow_response_time', 'erp', 'problem', 'shipment', 'department', 'network', 'problem_multiple_application', 'run_slow', 'eu_tool', 'downloads', 'list'] ['make', 'several', 'attempt', 'print', 'printer', 'cl', 'also', 'power', 'device', 'back', 'retry', 'printing', 'no', 'print', 'printer_driver', 'refresh', 'colleague', 'try', 'result', 'delete', 'printer', 'cl', 'pc', 'reinstall', 'reinstall', 'print', 'print', 'come', 'successfully', 'printer', 'change', 'cl', 'gn', 'without', 'notification', 'printer', 'know', 'gn', 'error', 'require', 'investigation', 'printer', 'cl'] ['erp', 'step', 'interface', 'generate', 'doc', 'data', 'bom', 'item', 'example', 'mem', 'send', 'step', 'bom', 'data', 'miss', 'bom', 'insert', 'screw', 'also', 'issue', 'miss', 'bom', 'item', 'screw', 'mm', 'erp', 'data', 'list', 'bom', 'item', 'material', 'question', 'know', 'material', 'type', 'raw', 'material', 'thought', 'able', 'show', 'data', 'bom', 'regardless', 'material', 'type', 'issue', 'bom', 'show', 'drawing', 'bom', 'create', 'certain', 'material', 'force', 'work', 'joe', 'us', 'force', 'product', 'material', 'number', 'ansi', 'code', 'position', 'component', 'material', 'ansi', 'component', 'ft', 'ft', 'ft', 'ft', 'ft', 'ft', 'step', 'data', 'bom', 'bom', 'bom', 'ft_tox_wrench_engineering', 'tool_ft_tox', 'wrench_engineering_tool', 'ft_tox_wrench_engineering', 'tool_ft_tox', 'wrench_engineering_tool', 'ft_tox_wrench_engineering', 'tool_ft_tox', 'wrench_engineering_tool', 'ft_tox_wrench_engineering', 'tool_ft_tox', 'wrench_engineering_tool', 'erp', 'step', 'interface', 'send', 'bom', 'data', 'step'] ['need', 'configure', 'printer', 'tc', 'tc'] ['unable', 'extend', 'display', 'external_monitor'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'germany_germany', 'divestiture', 'site', 'vpn_tr', 'et', 'site', 'vpn_tr'] ['reset_password', 'sar', 'abret', 'use_password_management', 'tool_password_reset'] ['unable_launch', 'netweaver'] ['unable_print', 'adobe'] ['need', 'ability', 'create', 'skype_meeting', 'through', 'outlook', 'skype_meeting', 'code', 'pin'] ['immediate', 'need', 'hr_tool_etime', 'run', 'after', 'update', 'ran', 'last', 'night', 'asks', 'adobe', 'flash', 'install', 'several_time'] ['problem', 'eu_tool'] ['battery', 'charge', 'issue'] ['need', 'vpn', 'access', 'new', 'employee', 'company', 'laptop', 'need', 'vpn', 'access'] ['need', 'reset_password', 'interaction_desktop', 'telephony_software', 'user', 'name', 'reset_password', 'parvis', 'use_password_management', 'tool_password_reset'] ['unlock_account'] ['emea', 'production_order', 'grade', 'partially', 'print', 'hebrew', 'see', 'example', 'attach', 'en', 'print', 'fully', 'production_order', 'grade', 'partially', 'print', 'hebrew'] ['unable', 'continue', 'java', 'update', 'java', 'issue'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'detailed_description_problem', 'install_driver', 'use', 'printer', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'outlook', 'word', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['source_vip_source_host', 'hostname', 'destination_host', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'detect_least_occurrence_firewall', 'att_apac', 'asa_drop_traffic_sour', 'hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'alert_traffic_block', 'explicit_notification', 'via_medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'historically', 'various', 'worm', 'malware', 'use', 'port', 'propagate', 'example', 'include', 'blaster', 'worm', 'mesoblast', 'losang', 'walchia', 'tachi', 'reetle', 'port', 'microcoat', 'remap', 'end', 'point', 'mapper', 'also', 'know', 'dace', 'pc', 'locator', 'service_port_geobios_geobios', 'name', 'service_port_geobios_geobios', 'service_port_geobios_geobios', 'session', 'service_port', 'microcoat', 'mb', 'file', 'additional_information', 'port', 'practice', 'found', 'follow', 'site', 'reference_event', 'data_related_event', 'event_id_event', 'internal_outbreak', 'cp_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_host_hostname', 'source_port', 'destination_host', 'destination_port_connection_directionality', 'internal', 'protocol_cp_device_information', 'device_vip_device_att', 'apac', 'asa_log', 'time_utch_action_block', 'cv_score_scalx_event', 'processing_information_sherlock_rule', 'id_slue_inspector_rule', 'id_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail_asa', 'inbound_cp_connection_deny', 'flag_syn_interface_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'inbound_cp_connection_deny', 'flag_syn_interface_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside', 'ascii_packet', 'no', 'entry', 'hex_packet', 'no', 'entry', 'event_id_event', 'internal_outbreak', 'cp_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_host_hostname', 'source_port', 'destination_host', 'no', 'entry', 'destination_port_connection_directionality', 'internal', 'protocol_cp_device_information', 'device_vip_device_att', 'apac', 'asa_log', 'time_utch_action_block', 'cv_score_scalx_event', 'processing_information_sherlock_rule', 'id_slue_inspector_rule', 'id_inspector_event_id', 'ontology_id_event', 'type_id_agent', 'id_event_detail_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'inbound_cp_connection_deny', 'flag_syn_interface_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl', 'inside', 'ascii_packet', 'no', 'entry', 'hex_packet', 'no', 'entry', 'appends', 'contain_information', 'original', 'alert', 'contain', 'difference', 'source', 'destination', 'pair', 'view', 'update', 'ticket', 'via', 'portal', 'security', 'operation', 'notify', 'information', 'becomes', 'available', 'security', 'analysis', 'security_incident', 'suspicious_pc_geobios_activity', 'hostname'] ['spam', 'call', 'receive', 'india'] ['instruction', 'password_management_tool', 'password', 'need'] ['observe', 'fence', 'limit', 'hostname', 'job_scheduler', 'workstation', 'hostname'] ['internet_explorer', 'update', 'version'] ['iowa', 'configure', 'explain', 'outlook', 'also', 'instal', 'want', 'use', 'mail'] ['would_like', 'download', 'free', 'software', 'call', 'bairagi', 'can_not', 'due', 'security', 'set', 'therefore', 'need', 'support', 'would_like', 'download', 'free', 'software', 'call', 'bairagi', 'can_not', 'due', 'security', 'set'] ['madam', 'zipped', 'folder', 'around', 'mb', 'miss', 'follow', 'path', 'hostname', 'document', 'file', 'hostname', 'grind', 'document', 'trial', 'data', 'software', 'file', 'hostname', 'grind', 'trial', 'data', 'software', 'data', 'backup', 'genius', 'machine', 'require', 'basis', 'machine', 'breakdown', 'condition', 'retrieve', 'data', 'back', 'server', 'data', 'retrieval', 'backup', 'server'] ['cisco', 'access', 'point', 'work', 'mac_address', 'cisco', 'access', 'point', 'work'] ['discover', 'issue', 'account', 'owner', 'sd', 'example', 'company', 'account', 'set', 'owner', 'company', 'erp', 'customer', 'account', 'account', 'owner', 'account', 'account', 'company', 'company', 'company', 'company', 'company', 'company', 'company', 'account', 'owner', 'issue', 'assign', 'sd_crm'] ['pol', 'open', 'ticket', 'might', 'need', 'meeting', 'schedule', 'orth', 'room', 'start', 'meeting', 'conduct', 'two', 'external', 'trainer', 'might', 'need', 'start', 'presentation', 'beamer'] ['able', 'open_excel_file'] ['yesterday', 'found', 'order', 'item', 'confirm', 'future', 'day', 'order', 'entry', 'even', 'full', 'atop', 'available', 'delivery', 'plant_plant', 'cr', 'get', 'many', 'call', 'customer', 'manually', 'generate', 'dn', 'order', 'example', 'check', 'atop', 'available', 'delivery', 'plant_plant', 'order', 'item', 'can_not', 'get', 'confirm', 'day'] ['company', 'italy', 'vet', 'vpn', 'profile', 'work', 'verify_user', 'company', 'italy', 'vet', 'vpn', 'profile', 'work'] ['update', 'netweaver', 'receive_message', 'netweaver'] ['forward', 'pc', 'support', 'seem', 'policy', 'place', 'automatically', 'add', 'website', 'list', 'site', 'view', 'compatibility', 'mode', 'set', 'internet_explorer', 'would_like', 'policy', 'disabled', 'least', 'automatically', 'add', 'mit', 'gruf', 'policy'] ['mail_com_cid', 'many'] ['browser_microcoat_internet_explorer', 'outlook', 'opening', 'outlook', 'opening'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'pol', 'poland', 'site_hard_since_et', 'no_backup_circuit'] ['pol', 'unlock', 'reset', 'window', 'erp', 'account', 'user'] ['install', 'win'] ['account_lock', 'password_reset'] ['collaboration_platform', 'inside', 'open', 'see', 'application', 'page_displayed', 'collaboration_platform', 'inside', 'open', 'view', 'application', 'web', 'site', 'page_displayed'] ['well', 'establish', 'work', 'order', 'report', 'system', 'standstill', 'assume', 'machine', 'operator', 'no_longer', 'contract', 'normal', 'maintenance', 'job', 'without', 'stop', 'machine', 'import', 'eu_tool', 'work'] ['unlock', 'reset', 'window', 'password', 'frt', 'user'] ['hostname', 'label_dat_hostname', 'server_hostname_space_consume', 'space_available', 'hostname', 'label_dat_hostname', 'space_consume_space_available'] ['reset', 'impact_award', 'password', 'remember', 'even', 'security', 'question', 'also', 'impact_award', 'password'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa', 'company', 'vpn_router', 'since_et', 'primary'] ['would_pol', 'create_delivery_note_stop', 'something', 'error', 'unable', 'create', 'pol', 'create_delivery_note_stop'] ['problem', 'new', 'sale_rep', 'personnel', 'get_into', 'network', 'check', 'setting', 'call', 'mobile', 'user', 'get_into', 'network'] ['system_sid_sid', 'sid_sid_herp', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'launcher', 'able', 'connect', 'analysis_add', 'make_sure', 'analysis_add', 'disabled', 'office', 'application', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'ibex', 'ghana', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'engineering_warehouse', 'russia', 'site_hard_since_et'] ['label_dat', 'server_space_consume_space', 'available', 'label_dat', 'space_consume_space_available'] ['dell', 'laptop', 'system', 'number', 'plug', 'laptop', 'keypad', 'whole', 'system', 'shut', 'screen', 'docked', 'unable', 'start', 'computer', 'charge', 'screen', 'docked', 'currently', 'use', 'touch', 'pad', 'screen', 'charge', 'screen', 'keypad', 'totally', 'unresponsive', 'user', 'name', 'ray', 'laptop', 'service_tag', 'work', 'keypad', 'issue'] ['mouse', 'work', 'system'] ['error', 'extend', 'mm'] ['unable_login', 'supply_chain_software', 'reset_password', 'unable_login', 'supply_chain_software'] ['unable', 'run', 'macro', 'use', 'open', 'excel_word', 'file', 'after', 'skype', 'nudation', 'since', 'macro', 'work_fine', 'system', 'skype', 'instal', 'kindly_resolve_issue', 'early', 'wrench_engineering_tool', 'macro', 'issue'] ['phone_email'] ['licence', 'expire', 'day', 'update', 'use'] ['pol', 'reset_password', 'id', 'temser', 'pol', 'reset_password', 'erp', 'id', 'temser'] ['after', 'walkie', 'download', 'install', 'button', 'appear', 'browser', 'interface', 'walkie', 'load', 'failure'] ['raw', 'material', 'warehouse', 'computer', 'boot', 'blue', 'alarm', 'indicator', 'panel', 'host', 'computer', 'boot', 'failure'] ['gas', 'station', 'telephone', 'line', 'disconnection'] ['switch', 'display', 'system', 'broken', 'switch'] ['browser_microcoat_internet_explorer', 'im', 'lock', 'erp', 'magian', 'im', 'lock', 'erp', 'magian'] ['user', 'need', 'extend', 'monitor', 'projection', 'connect', 'user', 'system_use_televiewer', 'user', 'extend', 'monitor', 'projection', 'issue_resolve', 'user', 'need', 'extend', 'monitor', 'projection'] ['es', 'login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'es', 'login', 'issue'] ['sure', 'direct', 'told', 'contact', 'desk', 'global_telecomm', 'broadband', 'work', 'try', 'use', 'laptop', 'remote', 'location', 'right', 'place', 'roschach', 'channel_partner', 'sale_engineer', 'global_telecomm', 'broadband'] ['unable', 'complete', 'forecast', 'vacation', 'regional', 'latin', 'america', 'unable', 'complete', 'forecast'] ['browser_microcoat_internet_explorer', 'issue', 'log', 'skype', 'after', 'recently_change_password', 'issue', 'log', 'skype', 'after', 'recently_change_password'] ['system_sid_sid', 'sid_sid_herp_sid', 'pi', 'system', 'enter_user_id', 'user', 'issue', 'restart', 'password', 'block', 'erp', 'access', 'issue'] ['happens', 'log', 'via', 'public', 'internet', 'well', 'internet', 'vpn', 'vip', 'try', 'access', 'ethic_training', 'link', 'receive_error_message', 'error', 'organization', 'code', 'found'] ['user', 'issue', 'login', 'pc', 'new', 'password', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'use', 'new', 'password', 'user', 'login', 'company', 'vpn', 'sync', 'new', 'password', 'company', 'network', 'user', 'login', 'outlook', 'skype', 'issue_resolve', 'user', 'issue', 'login', 'pc', 'new', 'password'] ['advise', 'status', 'request', 'espinos', 'appear', 'active', 'employee', 'after', 'enter', 'bunch', 'sale_order', 'erp', 'ecce', 'last_day', 'yet', 'central', 'block', 'employee', 'account', 'erp', 'crm', 'show', 'search', 'result', 'search', 'employee', 'account', 'use', 'role', 'employee', 'unless', 'know', 'reason', 'would', 'check', 'hr', 'account', 'central', 'block', 'seem', 'like', 'possibly', 'error', 'gracias', 'global', 'erp', 'crm', 'investigate', 'espinos', 'employee', 'account', 'erp', 'crm', 'recognize', 'employee'] ['engineering', 'request', 'assignment', 'revise', 'component', 'complete', 'can_not', 'delete', 'workfellow', 'engineering', 'request', 'assignment', 'revise', 'component'] ['review', 'advise', 'undeliverable_mail', 'address', 'ethic', 'undeliverable_mail'] ['need', 'activate_new', 'iphone'] ['ibex', 'report', 'produce', 'report', 'size', 'instead', 'proper', 'reporting', 'db', 'db', 'credit', 'suppose', 'run', 'along', 'report', 'last', 'couple', 'month', 'report', 'empty', 'happen', 'previously', 'credit', 'report', 'correct', 'available', 'next', 'global', 'use', 'area', 'compensation', 'report', 'run', 'properly', 'deliver', 'result', 'app'] ['unable', 'access', 'travel', 'site'] ['password_reset', 'via', 'password_management_tool', 'password'] ['unable', 'post', 'document', 'sid', 'use', 'spreadsheet', 'unable', 'post', 'document', 'sid'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'user', 'account', 'validity', 'date', 'erp', 'access', 'issue'] ['set', 'mu', 'login', 'password', 'attendance_tool_password', 'set'] ['material', 'location_plant', 'stop', 'product', 'available', 'can_not', 'create_delivery', 'delivery', 'failure'] ['password', 'invalid'] ['touchpan', 'sb', 'mouse', 'work', 'computer', 'booting', 'into', 'window', 'computer', 'booting', 'into', 'window'] ['user', 'new', 'personal_device', 'activation', 'without', 'approval', 'form', 'advise', 'user', 'forward', 'approval', 'form', 'activate', 'company', 'email', 'personal_device', 'user', 'new', 'personal_device', 'activation', 'without', 'approval', 'form'] ['window'] ['unable_login', 'distributor_tool', 'new', 'password', 'view', 'save', 'customer', 'detail'] ['accord', 'insteam', 'part', 'however', 'expense_report', 'submission', 'come', 'workfellow', 'approval', 'look_into', 'advise', 'expense_report', 'submission', 'workfellow'] ['terminate', 'user', 'call', 'access', 'hub'] ['vip', 'sim', 'card', 'lock', 'company', 'provide', 'phone'] ['report', 'work', 'show', 'no', 'data', 'laurent', 'open', 'report', 'within', 'reporting_tool', 'browser', 'report', 'link', 'use', 'follow', 'site', 'certify', 'content', 'view', 'mtd', 'try', 'ipid', 'output', 'per', 'attach', 'dob', 'report', 'show', 'blank', 'data'] ['observe_alert_monitoring_tool', 'since_et', 'application', 'dynamic_crm', 'url', 'check', 'node', 'company', 'crm', 'sp', 'mfg_cooption', 'net', 'dynamic_crm', 'url', 'check', 'reporting_status', 'company', 'crm', 'sp', 'mfg_cooption', 'net', 'investigate'] ['need', 'adobe', 'flash_player', 'instal', 'pc'] ['mail_com', 'network', 'printer_ag', 'hear', 'print', 'guest', 'seem', 'generate', 'accidentally', 'get', 'new', 'print', 'job', 'service', 'technician', 'accord', 'manufacturer', 'hp', 'spool', 'order', 'probably', 'store', 'network', 'see', 'print', 'job', 'see', 'track', 'stop', 'try', 'cancel', 'print', 'job_fail', 'also', 'pull', 'plug', 'lan', 'cable', 'useless', 'accord', 'hp', 'administrator', 'thank', 'bulk', 'human_resource_mail_com', 'mail_com', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'printer_ag', 'orth'] ['unable_login', 'pc', 'after', 'change_password'] ['deliver', 'due', 'list', 'news', 'multiple', 'time', 'run', 'daily', 'basis', 'sometimes', 'dl', 'create_delivery_note_stop', 'even_though', 'material', 'available', 'shipping', 'date', 'overdue', 'check', 'dl', 'select', 'stop', 'check', 'stop', 'overdue', 'adjust', 'dl', 'keep', 'user', 'inform', 'result', 'many', 'delivery', 'due', 'list', 'create', 'no', 'delivery_note', 'stop', 'aw', 'plant', 'forward'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit', 'outage_south', 'africa_sa', 'mil_circuit', 'et', 'site', 'vpn', 'circuit'] ['tom', 'call', 'get', 'device', 'activate', 'find', 'mobility', 'agreement', 'attach', 'mobile_device_activation', 'personally', 'own', 'tamlung'] ['battery', 'display', 'charge', 'work', 'battery', 'plug', 'charge', 'sure', 'use', 'charger', 'dock_station', 'charger', 'supply', 'device', 'swap', 'power', 'point', 'still', 'no', 'go', 'update', 'bios', 'ata', 'ata', 'still', 'no', 'go', 'advise', 'battery', 'charge'] ['resolve', 'per', 'incident', 'place', 'earlier', 'need', 'password_reset', 'start', 'window', 'attempt', 'update', 'password_management_tool', 'reset_password', 'window', 'login'] ['reset_password', 'supply_chain_software'] ['ethic', 'login', 'recognize', 'ethic', 'login', 'recognize'] ['unable_print', 'default', 'printer'] ['lock', 'password_management_tool', 'id', 'password', 'sync', 'password', 'password', 'work', 'reset_password', 'reset_password', 'use_password_management', 'tool_password_reset'] ['page', 'ensure', 'require', 'data', 'field', 'complete', 'before', 'submit', 'use', 'template', 'consultant', 'temp', 'intern', 'vendor', 'complete', 'entry', 'first', 'name', 'rita', 'last', 'name', 'location_germany', 'sponsor', 'cost_center', 'external', 'company', 'name', 'belotte', 'touche', 'system', 'need', 'access', 'erp_sid', 'miri', 'no', 'user', 'operator', 'admin', 'supervisor', 'security', 'note', 'miri', 'add_im', 'user', 'user', 'sid', 'account', 'company', 'email', 'require', 'person', 'no', 'default', 'license', 'assign', 'use', 'iowa', 'collaboration_platform', 'outlook', 'client', 'skype', 'outlook', 'client', 'skype', 'require', 'costly', 'license', 'must', 'assign', 'use', 'company', 'computer', 'assign', 'license', 'access', 'like', 'require', 'review', 'copy', 'person', 'access', 'approval', 'create', 'sid', 'auditor', 'require', 'access', 'date', 'computer', 'own', 'company', 'no', 'laptop', 'desktop', 'computer', 'remote', 'access', 'vpn', 'require', 'provide', 'application', 'erp', 'system', 'network', 'server', 'user', 'need', 'access', 'via', 'vpn', 'start_date', 'first', 'name', 'last', 'name', 'location_germany', 'sponsor', 'cost_center', 'external', 'company', 'name', 'belotte', 'touche', 'system', 'need', 'access', 'erp_sid', 'miri', 'no', 'user', 'operator', 'admin', 'supervisor', 'security', 'note', 'miri', 'add_im', 'user', 'user', 'sid', 'account', 'company', 'email', 'require', 'person', 'no', 'default', 'license', 'assign', 'use', 'iowa', 'collaboration_platform', 'outlook', 'client', 'skype', 'outlook', 'client', 'skype', 'require', 'costly', 'license', 'must', 'assign', 'use', 'company', 'computer', 'assign', 'license', 'access', 'like', 'require', 'review', 'copy', 'person', 'access', 'approval', 'create', 'sid', 'auditor', 'require', 'access', 'date', 'computer', 'own', 'company', 'no', 'laptop', 'desktop', 'computer', 'remote', 'access', 'vpn', 'require', 'provide', 'application', 'erp', 'system', 'network', 'server', 'user', 'need', 'access', 'via', 'vpn', 'start_date', 'first', 'name', 'last', 'name', 'location_germany', 'sponsor', 'cost_center', 'external', 'company', 'name', 'belotte', 'touche', 'system', 'need', 'access', 'erp_sid', 'miri', 'no', 'user', 'operator', 'admin', 'supervisor', 'security', 'note', 'miri', 'add_im', 'user', 'user', 'sid', 'account', 'company', 'email', 'require', 'person', 'no', 'default', 'license', 'assign', 'use', 'iowa', 'collaboration_platform', 'outlook', 'client', 'skype', 'outlook', 'client', 'skype', 'require', 'costly', 'license', 'must', 'assign', 'use', 'company', 'computer', 'assign', 'license', 'access', 'like', 'require', 'review', 'copy', 'person', 'access', 'approval', 'create', 'sid', 'auditor', 'require', 'access', 'date', 'computer', 'own', 'company', 'no', 'laptop', 'desktop', 'computer', 'remote', 'access', 'vpn', 'require', 'provide', 'application', 'erp', 'system', 'network', 'server', 'user', 'need', 'access', 'via', 'vpn', 'start_date', 'employment_status', 'three', 'new', 'non', 'employee', 'enter', 'user', 'name'] ['add', 'follow', 'account', 'crm', 'one', 'assign', 'account', 'can_not', 'see', 'account', 'name', 'erp', 'need', 'account', 'add', 'crm'] ['pl', 'look_into', 'screen_shot', 'appear', 'outlook', 'org', 'chart', 'pl', 'remove', 'organisation', 'chart', 'data', 'outlook'] ['two', 'travel', 'profile', 'see_attach', 'traveler'] ['master', 'cost_center', 'miss', 'person', 'number', 'cost_center', 'master', 'cost_center', 'miss', 'person', 'number'] ['every', 'see', 'difference', 'quantity', 'inventory', 'between', 'plant', 'stock', 'erp', 'stock', 'assumption', 'erp', 'inward', 'stock', 'without', 'paper', 'customer', 'return', 'paper', 'good', 'resale', 'connection', 'attach', 'extraction', 'plant', 'register', 'erp', 'inventory', 'plant', 'working', 'show', 'difference', 'between', 'erp', 'plant', 'register', 'highlight', 'material', 'code', 'red', 'color', 'difference', 'between', 'erp', 'plant', 'throw', 'light', 'inward', 'make', 'paper', 'also', 'download', 'screen_shot', 'material', 'code', 'reference', 'request', 'investigate', 'revert', 'reason', 'difference', 'time', 'bound', 'activity', 'expect', 'close', 'need', 'inform', 'auditor', 'mismatch', 'between', 'plant', 'erp', 'inventory'] ['infopath', 'issue', 'rule', 'apply'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'circuit', 'outage', 'company', 'vpn', 'circuit', 'et_site_primary', 'circuit'] ['loaner_laptop', 'currently', 'available', 'usa', 'employee', 'usa_pa', 'hq', 'usa', 'employee', 'usa', 'ar', 'apologize', 'inconvenience', 'need', 'laptop', 'day', 'notice', 'require', 'loaner', 'ready', 'laptop', 'reserve', 'no', 'week', 'advance', 'return', 'laptop', 'laptop', 'borrow', 'maximum', 'week', 'user', 'need', 'remote', 'access', 'vpn', 'no', 'requester', 'approval', 'need', 'laptop', 'come', 'erp', 'vpn', 'additional', 'software', 'need', 'office', 'word', 'excel', 'pourpoint', 'outlook', 'follow', 'update', 'dell', 'serial', 'number', 'company', 'asset', 'tag', 'note', 'laptop', 'part', 'return', 'schedule', 'requestor', 'department', 'charge', 'replacement', 'cost', 'request', 'loaner_laptop', 'need'] ['issue', 'company', 'phone', 'sure', 'contact', 'correct', 'issue', 'get', 'contact', 'solve_problem', 'mobile_phone'] ['unable_print', 'request', 'printer_driver'] ['impact_award', 'password_reset'] ['account', 'keep', 'lock', 'after', 'last', 'password', 'change', 'frequent_account_lockout'] ['need', 'view', 'attachment', 'get', 'error', 'plug', 'respond', 'can_not', 'see_attachment', 'without', 'see_attachment', 'know', 'change', 'make', 'drawing', 'part', 'hold', 'manufacturing', 'business_client', 'plug', 'respond'] ['morin', 'drive', 'department', 'hostname', 'distribution', 'permit', 'form', 'thank', 'child', 'fc', 'department', 'distribution'] ['problem', 'printer', 'print'] ['defet', 'beewise'] ['install', 'eu_tool', 'zebra'] ['arrange', 'dock_station', 'laptop', 'model', 'latitude', 'let_know', 'require', 'detail', 'br', 'agynic', 'dock_station', 'require'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'ibex', 'describe_issue', 'password', 'logion', 'no_longer_possible', 'many_fail_attempt', 'provide_access_user', 'erp', 'access', 'issue', 'ibex', 'ghana'] ['issue', 'computer', 'user', 'work', 'regular', 'error_message', 'regard', 'enough', 'space', 'computer', 'file', 'hard_drive', 'clean', 'problem', 'disappear', 'user', 'computer', 'see_attach', 'error_message', 'user', 'contact', 'via', 'chat', 'support', 'work', 'computer', 'probably', 'due', 'recent', 'issue', 'question', 'contact', 'tel', 'via', 'sky', 'business', 'issue', 'computer', 'error_message', 'enough', 'space'] ['reset_password', 'tonight', 'forgot', 'log', 'anything', 'reset_password', 'use_password_management', 'tool_password_reset'] ['someone', 'check', 'new', 'sale', 'employee', 'name', 'show', 'sale', 'plan', 'actual', 'obj', 'report', 'ex', 'someone', 'check', 'let_know', 'also', 'see', 'name', 'sale', 'people', 'no', 'automatic', 'routine', 'obj', 'erp', 'business_object'] ['face_issue', 'login', 'into', 'laptop', 'start', 'window', 'come', 'screen_shot_attach', 'due', 'able_login', 'use', 'laptop', 'pad', 'show', 'every_time', 'connect', 'enter_user_id', 'password', 'laptop', 'model', 'dell_latitude', 'request', 'kindly', 'solve_problem', 'laptop', 'login', 'issue'] ['visual', 'studio', 'professional', 'machine', 'license', 'issue', 'warn_message', 'indicates', 'license', 'trial', 'expire', 'coverage', 'period', 'exist', 'license', 'till', 'refer', 'attach', 'image', 'error', 'description', 'license', 'validity', 'detail', 'visual', 'studio', 'license', 'issue'] ['can_not', 'receive', 'send_remails', 'external', 'party', 'via', 'company', 'email_address', 'however', 'colleague', 'send', 'receive_remails', 'no', 'issue', 'kindly', 'investigate', 'issue', 'take', 'saggar', 'user', 'compare', 'difference', 'yi', 'fi', 'partner', 'also', 'get', 'company', 'email_address', 'fi', 'operation', 'support', 'appreciate', 'prioritize', 'fix', 'unable', 'send', 'receive_remails', 'external', 'party'] ['teach', 'read_write', 'authorization', 'bt', 'one', 'thank', 'child', 'read_write', 'authorization', 'bt'] ['review', 'eu_tool', 'server', 'germany', 'hostname', 'eu_tool', 'work'] ['hostname', 'drive', 'full', 'hostname_volume_label_dat', 'hostname', 'server_space_consume_space', 'available', 'kb'] ['reset_password', 'erp', 'reset_password', 'use_password_management', 'tool_password_reset'] ['account_expire', 'account', 'password_expire'] ['database', 'job', 'processor', 'egg', 'production', 'system', 'stop', 'restart', 'job', 'que', 'processor', 'egg', 'database', 'stop', 'restart'] ['reset', 'microcoat', 'online', 'service', 'password'] ['able', 'access', 'sid', 'system', 'user_id', 'finance', 'able', 'access', 'sid'] ['can_not', 'log', 'change', 'erp', 'password_reset', 'password', 'erp', 'production', 'erp'] ['able', 'connect', 'vpn', 'vpn_connection', 'failure'] ['responsible', 'folder', 'hostname_department', 'eths', 'change', 'clara', 'der', 'change', 'owner', 'folder', 'hostname_department', 'eths', 'responsible', 'change'] ['computer', 'name', 'able_login', 'system', 'wh', 'user_id', 'detail', 'new', 'hardware', 'replace'] ['delete', 'excel', 'document', 'lepa', 'countermeasure', 'fy', 'total', 'document', 'address', 'hostname_team', 'business', 'quality', 'project', 'weekly', 'layer', 'process', 'audit', 'fy', 'delete', 'excel', 'document', 'document', 'address', 'hostname_team', 'business', 'quality', 'project', 'weekly', 'layer', 'process', 'audio'] ['pol', 'needful', 'byhand', 'asst', 'sale', 'company', 'india', 'td', 'india', 'virus', 'scan'] ['unable_connect', 'company', 'wi_fi'] ['need', 'forgot', 'attendance_tool', 'login', 'id', 'password', 'attendance_tool', 'id', 'password'] ['able', 'add', 'id', 'printer', 'laptop', 'after', 'instal', 'driver', 'system', 'throw', 'error', 'add', 'printer', 'able', 'add', 'id', 'printer', 'laptop'] ['ctrl', 'alt', 'delete', 'key', 'work', 'unable_login', 'pc', 'dell_latitude', 'contact', 'no', 'assist', 'user', 'click', 'easy', 'access', 'option', 'enable', 'type', 'without', 'key', 'bank', 'option', 'cursor', 'click', 'control', 'alt', 'delete', 'no', 'go', 'delete', 'button', 'work', 'ctrl', 'alt', 'delete', 'key', 'work'] ['observe', 'request', 'sid', 'import', 'warning', 'import', 'twice', 'check', 'share', 'detail', 'happen', 'serious', 'issue', 'request', 'try', 'write', 'change', 'do', 'post', 'transport', 'serious', 'issue', 'transport', 'sid'] ['dn', 'process', 'erp', 'kris', 'kris', 'record', 'miss', 'sf', 'track', 'number', 'find', 'cause', 'fix', 'erp_sid', 'kris', 'error'] ['provide_access', 'hostname_department', 'follow', 'apac', 'partner', 'tc', 'person', 'access', 'apac', 'partner', 'tr', 'person', 'access', 'nil', 'madhab', 'rain', 'level', 'access', 'full_control', 'folder', 'access', 'request'] ['system', 'booting'] ['raise', 'request', 'access', 'bank', 'portal', 'can_not', 'receive_mail', 'kindly_assist', 'unable', 'receive_mail', 'bank', 'america', 'cash', 'pro', 'online'] ['seqrch', 'engineering_tool', 'specify', 'date', 'error', 'bottom', 'window', 'show', 'access', 'give', 'access', 'seqrch', 'engineering_tool'] ['link', 'belt', 'tracker', 'person', 'generate', 'site', 'nighty', 'write', 'original', 'set', 'full', 'time', 'oe', 'personnel', 'ever', 'receive', 'recertification', 'notice', 'warning', 'sudden', 'week', 'receive_remails', 'attach', 'one', 'remails', 'list', 'oe', 'personnel', 'receive_remails', 'belt', 'rusky', 'safety', 'double', 'check', 'see', 'list', 'complete', 'people', 'full', 'time', 'oe', 'permanently', 'certify', 'let_know', 'else', 'need', 'belt', 'tracker'] ['user', 'need', 'login', 'company', 'vpn'] ['telephony_software', 'password', 'get', 'expire', 'today', 'reset_password', 'let_know', 'login', 'user_id', 'contact', 'no', 'telephony_software', 'password_expire'] ['collaboration_platform', 'application', 'uninstalled'] ['mail_com', 'woman', 'hope', 'case', 'right', 'contact', 'know', 'still', 'doigt', 'no_longer', 'palpable', 'vacation', 'would', 'suspect', 'direct', 'declaration', 'use', 'respect', 'assessment', 'inter', 'alia', 'telecomm', 'necessary', 'however', 'know', 'date', 'company', 'company', 'respect', 'vip', 'conversion', 'wait', 'vacation', 'child', 'interne', 'conversion', 'vip', 'router', 'port', 'speed', 'adjustment'] ['oracle_finance', 'app_financial', 'management', 'web_tier', 'service_monitor', 'hostname_oracle_finance_app', 'financial_management', 'web_tier', 'service_monitor'] ['pl', 'check', 'server_hostname', 'work_fine'] ['password_reset', 'login', 'issue'] ['would', 'file', 'shame', 'document', 'db', 'db', 'reset', 'seem', 'stop', 'work', 'thank', 'process', 'planning', 'mail_com', 'restore', 'shame', 'document', 'db', 'db'] ['folder', 'drive', 'public', 'hostname', 'go', 'miss', 'pick', 'back', 'drive', 'department', 'hostname', 'distribution', 'form', 'rein', 'many', 'advance', 'child', 'restore', 'directory', 'public'] ['eu_tool', 'run', 'since', 'information', 'system', 'shut'] ['vpn', 'vacation', 'vpn', 'work', 'reset'] ['trouble', 'get', 'webpage', 'load', 'one', 'insurance', 'site', 'change_password', 'try', 'log', 'site', 'say', 'need', 'update', 'password', 'click', 'ok', 'get', 'blank', 'page', 'see', 'advise_comp_sr_application', 'eng', 'webpage', 'load'] ['account_lock', 'release', 'request'] ['mayence', 'meter', 'monitor', 'replace'] ['problem', 'ie'] ['no', 'door', 'opener', 'function', 'follow', 'time', 'track', 'card', 'possible', 'door', 'opener', 'function'] ['net_weaver_business_client', 'work', 'message', 'daily', 'require', 'function', 'fix', 'soon', 'business_client', 'issue'] ['run', 'report', 'found', 'balance', 'carry', 'forward', 'show', 'report', 'ap', 'ar', 'report', 'advise', 'balance', 'carry', 'forward', 'ap', 'ar', 'report'] ['support', 'unlocked_account', 'supply_chain_software', 'finish', 'start', 'sannop', 'process', 'account', 'block', 'password', 'issue'] ['look', 'seem', 'no', 'output', 'shipping', 'see', 'stop', 'sec', 'print', 'dhal', 'apac', 'japan', 'country', 'also', 'affected', 'wb', 'print'] ['job_job_fail_job', 'scheduler_job', 'job', 'run', 'longer', 'minute', 'kirtled', 'rerun'] ['keyboard', 'defective'] ['unlock', 'password', 'erp', 'need', 'change_password', 'soon', 'user_id', 'erp', 'lock'] ['tax', 'computer', 'networking'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'user', 'plant_plant', 'transaction_code_user', 'need', 'work', 'load', 'describe_issue', 'abamp', 'runtime_error', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'abamp', 'runtime_error', 'transaction', 'load'] ['archive_tool', 'scanner', 'work', 'upgrade', 'open', 'text', 'image', 'scan', 'spintext', 'image', 'enterprise', 'scan', 'archive_tool', 'scanner', 'work'] ['reseat', 'sid', 'need', 'something', 'reset_password', 'use_password_management', 'tool_password_reset'] ['defective', 'fiber', 'optic', 'line', 'box', 'defective'] ['ie_browser', 'open'] ['system', 'failure', 'boot', 'blue_screen'] ['would_like', 'access', 'wifi', 'week', 'need', 'create', 'separate', 'access', 'share', 'login', 'access', 'advise', 'access', 'wifi'] ['phone', 'change', 'milling', 'sd', 'homemaking', 'sd', 'still', 'several', 'workfellow', 'item', 'old', 'group', 'visible', 'new', 'group', 'workfellow', 'erp', 'substitution', 'end', 'old', 'far', 'inform', 'after', 'change', 'new', 'group', 'several', 'workfellow', 'item', 'old', 'group', 'still', 'visible', 'new', 'group', 'workfellow'] ['get', 'forward', 'email', 'regard', 'erp', 'query', 'load', 'generate', 'error_message', 'see_attachment', 'detail', 'sure', 'big', 'impact', 'currently', 'opening', 'seve', 'feel', 'free', 'raise', 'priority', 'case', 'know', 'important', 'query', 'erp', 'query', 'load', 'production', 'schedule', 'generate', 'abamp', 'error_message'] ['vendor', 'create', 'report', 'usa', 'carve', 'unable', 'save', 'report', 'local', 'pc', 'use', 'erp_gumi', 'solution', 'must', 'provide', 'immediately', 'sooner', 'delay', 'project', 'description', 'form', 'vendor', 'run', 'report', 'save', 'need', 'save', 'unconverted', 'text', 'need', 'open', 'excel', 'make', 'change', 'before', 'save', 'send', 'lead', 'ran', 'use', 'se', 'attach', 'transaction', 'can_not', 'save', 'machine', 'try', 'thumb', 'drive', 'also', 'unsuccessful', 'somewhere', 'network', 'save', 'someone', 'send', 'format', 'machine', 'send', 'another', 'idea', 'accomplish', 'would', 'great', 'vip', 'enable', 'save', 'local', 'pc', 'citril', 'erp_gumi', 'assign', 'whomever', 'support', 'citril'] ['account_lock', 'check', 'account_lock'] ['usa', 'tn', 'tm', 'usa', 'att', 'tr', 'circuit', 'go', 'et', 'server', 'also', 'go', 'see', 'wormcast', 'circuit', 'usa', 'tn', 'tm', 'usa', 'att', 'tr', 'interface', 'gigabyte', 'hornety', 'connection', 'state', 'since_pm_et', 'power_outage', 'usa', 'tn', 'tm', 'usa', 'att', 'tr', 'circuit', 'go', 'et', 'global_telecomm', 'ticket'] ['provide', 'read_write_access', 'follow', 'network', 'folder', 'hostname', 'grind', 'access', 'network', 'folder'] ['able', 'log', 'hub', 'remote', 'location', 'call'] ['vpn', 'vpn', 'vpn', 'unable', 'connection'] ['vet', 'found', 'pop', 'error', 'generate', 'stop', 'per', 'pr', 'attach', 'fix', 'issue', 'erp', 'unable', 'generate', 'po', 'per', 'pr'] ['unlock', 'erp', 'user_id', 'unlock', 'erp'] ['organise', 'mist', 'tax', 'abovementioned', 'number', 'mm'] ['dear', 'forgot', 'erp', 'password_reset', 'forgot', 'erp', 'password'] ['original', 'message', 'terminate', 'action', 'complete'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_usa', 'since_et'] ['provide_detail', 'template', 'multiple_application', 'impact', 'use_quick_ticket', 'template', 'operation', 'folder', 'site', 'location', 'apac', 'apac', 'user_id', 'ad', 'liar', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'erp', 'transaction_slow_va', 'create', 'order', 'area_belongs_sale', 'finance', 'fin', 'issue', 'replicate_support_group', 'report', 'use', 'get', 'shipment', 'data', 'variant', 'data', 'incorrect', 'report', 'would', 'check', 'issue', 'find', 'problem', 'shipment', 'detail', 'download', 'attach', 'report', 'run', 'daily', 'track', 'shipment', 'need', 'information', 'contact', 'user', 'see', 'user', 'taj', 'attach_relevant', 'exact_time', 'issue', 'occur', 'report', 'issue'] ['want', 'change_password', 'make', 'mistake', 'reject', 'old', 'one', 'window', 'password'] ['call', 'issue', 'suppose', 'firmware', 'upgrade', 'phone', 'mention', 'phone', 'still', 'reboot', 'loop', 'firmware', 'upgrade', 'phone'] ['day', 'get', 'lot', 'region', 'report', 'india', 'dump', 'solve', 'every', 'get', 'close', 'engineering_tool', 'system', 'remailing', 'html'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'divestiture', 'site', 'site_hard_since_et', 'no', 'backup'] ['log_into', 'laptop', 'laptop', 'automatically', 'shut', 'power', 'shutdown', 'also', 'kept', 'pc', 'hour', 'still', 'moment', 'log', 'pc', 'shut', 'user_id', 'pc', 'name_service_tag', 'model', 'latitude', 'non', 'pro', 'laptop', 'booting'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'turkey', 'turkey', 'site_hard_since_et'] ['bridge', 'step', 'login', 'fail', 'resource', 'found'] ['node_hostname', 'locate', 'germany', 'since_pm_et'] ['node_hostname', 'locate', 'emea', 'since_pm_et', 'node_hostname', 'locate', 'israel', 'since_pm_et'] ['delete', 'personal', 'address', 'system'] ['no', 'sound'] ['reliability', 'engineering', 'unable', 'create', 'erp', 'notification'] ['use', 'mail', 'get', 'warehouse_tool', 'different', 'format', 'refer', 'enclose', 'mail', 'warehouse_tool', 'okay', 'warehouse_tool', 'okay', 'get', 'warehouse_tool', 'per', 'format', 'appear', 'warehouse_tool', 'warehouse_tool', 'format', 'issue', 'output', 'mail'] ['logion', 'erp', 'home', 'solve', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'milton', 'kernes', 'yuk', 'divestiture', 'site', 'site_hard_since_et', 'no', 'backup'] ['job_bk_ghana_sid', 'idly_dp', 'fail_job_scheduler'] ['new', 'order'] ['unable_connect', 'web', 'check', 'download', 'file', 'unable_connect', 'web'] ['unable', 'view', 'remails', 'outlook', 'before', 'see', 'iowa', 'difficult', 'analyze', 'old', 'remails', 'iowa', 'compare', 'outlook', 'refresh', 'remails', 'outlook', 'outlook', 'version', 'remails', 'available', 'outlook', 'available', 'iowa'] ['browser_microcoat_internet_explorer', 'desktop', 'icon', 'size', 'issue', 'desktop', 'icon', 'size', 'issue'] ['problem', 'earlier', 'resolve', 'replacement', 'hardware', 'however', 'experience', 'problem', 'pl', 'support', 'mouse', 'start', 'jumping', 'screen'] ['reason', 'logion', 'information', 'work', 'vpn', 'vpn', 'access', 'tonight', 'investigate', 'follow_link', 'follow', 'vpn', 'vpn', 'access'] ['warehouse_tool', 'consignment', 'mb', 'acct', 'total', 'pizza'] ['report', 'work', 'erp', 'report', 'variant', 'rod', 'stock', 'work', 'employee', 'usa_plant'] ['unable', 'edit', 'quantity', 'opportunity', 'crm', 'refer_attachment', 'phone', 'unable', 'edit', 'quantity', 'opportunity', 'crm'] ['need', 'email_address', 'login', 'outlook'] ['earlier', 'start', 'chat', 'pull', 'report', 'though', 'ghana', 'after', 'select', 'analysis', 'tab', 'refresh', 'thing', 'go', 'display', 'need', 'filter', 'template', 'add', 'plant', 'would', 'select', 'display', 'box', 'empty', 'see_attach', 'something', 'ask', 'close', 'reopen', 'reopen', 'analysis', 'tab', 'go', 'able', 'refresh', 'go', 'display', 'see', 'filter', 'fix', 'fix', 'analysis', 'tab', 'still', 'chat', 'after', 'select', 'display', 'white', 'box', 'see', 'no_longer', 'show', 'would', 'hit', 'display', 'see', 'spreadsheet', 'no', 'box', 'say', 'would', 'ticket', 'vet', 'copy', 'ticket', 'buy', 'need', 'run', 'report', 'before', 'send', 'email', 'go', 'back', 'into', 'ghana', 'see', 'chance', 'report', 'problem', 'fix', 'analysis', 'tab', 'go', 'correct', 'customer', 'service', 'supervisor', 'cecum', 'infrastructure', 'ghana'] ['effective', 'change', 'account', 'employee', 'vendor', 'donnot', 'deactivate', 'access', 'base', 'conversation', 'opening', 'ticket', 'change', 'account', 'full', 'time', 'employee', 'contractor'] ['interface', 'router', 'company', 'sa', 'bra', 'sao', 'switch', 'access_sw', 'since', 'interface', 'fa', 'company', 'sa', 'bra', 'sao', 'switch', 'access_sw', 'since'] ['hostname_volume', 'drive', 'server_space_consume_space', 'available', 'hostname_volume_consume'] ['outlook', 'email', 'font', 'size', 'issue'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'malaysia', 'company', 'network', 'since_et'] ['browser_microcoat_internet_explorer', 'can_not_log_into', 'skype', 'vpn', 'happens_every', 'time', 'change_password', 'need', 'someone', 'log_into', 'computer', 'fix', 'certificate', 'whatever', 'make', 'work', 'can_not_log_into', 'skype', 'vpn'] ['light', 'indicator'] ['outlook', 'connect', 'microcoat', 'exchange'] ['vortex', 'south_america', 'show', 'orange', 'light', 'blinking', 'front', 'panel', 'see_attach', 'file', 'vortex', 'south_america', 'light', 'blinking'] ['try_invoke_method_java', 'util_list_iterator_null', 'object_load_local_variable', 'localist', 'try', 'look', 'configuration', 'get', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'phone', 'reference', 'inplant'] ['erp', 'logion_balance_error'] ['newly', 'create', 'remails', 'get', 'sent', 'go_into', 'outbox'] ['quote', 'give', 'correct', 'unit_price', 'total', 'entire', 'quote', 'round', 'fix', 'customer', 'deny', 'payment', 'total', 'match', 'unit_price', 'erp', 'round', 'total', 'order'] ['appear', 'issue', 'environment', 'product', 'selector', 'work'] ['unable', 'make', 'incoming', 'outgo', 'call', 'company', 'phone'] ['unable_connect', 'network', 'usa', 'michigan'] ['mapping', 'printer'] ['packet_drop', 'internet', 'link', 'india', 'company', 'cl', 'circuit', 'packet_drop', 'since_est', 'site', 'active', 'primary'] ['majority', 'cr', 'usa', 'cecum', 'work', 'remote', 'currently', 'vpn', 'vpn', 'due', 'upgrade', 'however', 'outlook', 'continually', 'freeze', 'reboot', 'get', 'back', 'ft', 'mill', 'cecum', 'outlook', 'connectivity'] ['reset_password', 'viverra', 'tetralin', 'russia', 'office', 'administrative', 'assistant', 'reset_password'] ['browser_microcoat_internet_explorer', 'lock', 'erp_sid', 'many', 'password', 'attempt', 'use', 'know', 'password', 'let', 'due', 'sid', 'access', 'request', 'ticket', 'erp_sid', 'erp', 'production', 'password_reset'] ['infopath', 'issue'] ['skype', 'login', 'issue', 'personal_certificate', 'error'] ['require', 'tyrant', 'user', 'name', 'use', 'access', 'hostname', 'folder', 'access'] ['enter', 'distributor_tool', 'company', 'contact', 'help', 'enter', 'system', 'password', 'give', 'still', 'work', 'vet', 'change_password', 'after', 'sent', 'email', 'problem', 'solve', 'great', 'day', 'distributor_tool'] ['join', 'skype_meeting', 'through', 'iphone'] ['problem', 'quote_engine', 'refer_attachment', 'phone', 'problem', 'quote_engine', 'refer_attachment'] ['delegation', 'query', 'iowa', 'check', 'remails', 'old', 'month'] ['mail_com', 'urgently', 'truck', 'pick', 'tool', 'available', 'spot', 'need', 'create', 'invoice', 'ask', 'clarification', 'thank', 'cid', 'saman', 'invoice', 'sale_order', 'error', 'batch'] ['set', 'pc', 'name', 'new_laptop', 'window', 'russia', 'office', 'computer', 'name'] ['email', 'confirmation', 'login', 'hub'] ['update', 'data', 'outlook', 'phone', 'cell_phone', 'correct', 'outlook', 'profile', 'correction', 'phone_number', 'cell_phone', 'number'] ['source_vip_system', 'name', 'user', 'location', 'usa', 'sum_status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event', 'atwind', 'malware', 'sl', 'certificate', 'detect', 'inbound', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'foreact', 'rcpt', 'net', 'source_port_source_vip', 'elocation', 'barcelona', 'esp', 'destination_vip_destination_host', 'destination_port_connection_directionality', 'incoming_protocol', 'cp', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector', 'rule_id', 'inspector_event', 'id_ontology', 'id_event', 'type_id_agent', 'id_event_detail', 'atwind', 'malware', 'sl', 'certificate', 'detect', 'inbound', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen', 'def', 'seq_ack_win_colen', 'cap', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'de', 'bf', 'dd', 'ef', 'da', 'db', 'cc', 'cf', 'xosa', 'bebay', 'ae', 'li', 'ti', 'db', 'leef', 'derf', 'bf', 'cc', 'bf', 'ba', 'cc', 'ff', 'bd', 'fr', 'assyrian', 'inc', 'fr', 'assyrian', 'inc', 'assyria', 'fand', 'dada', 'bdft', 'cc', 'ac', 'ee', 'cb', 'theb', 'dea', 'bf', 'ff', 'caleb', 'bedad', 'wafd', 'safe', 'ae', 'fc', 'dd', 'acerb', 'ef', 'ea', 'egbo', 'bibb', 'cb', 'bf', 'def', 'ca', 'dc', 'aa', 'bef', 'awave', 'bf', 'egbo', 'klutz', 'abaca', 'ce', 'derf', 'ef', 'no', 'ea', 'ed', 'cf', 'def', 'cf', 'fb', 'bb', 'ca', 'def', 'caleb', 'fa', 'dama', 'ac', 'fe', 'glb', 'bd', 'ef', 'ed', 'dab', 'ac', 'cc', 'dft', 'dca', 'acc', 'bb', 'ec', 'ef', 'cafe', 'ae', 'coef', 'cecum', 'fb', 'da', 'db', 'bb', 'cy', 'ad', 'ec', 'wand', 'cb', 'dc', 'cb', 'dj', 'cf', 'cc', 'da', 'ab', 'feeb', 'oy', 'cd', 'cufic', 'ab', 'ba', 'da', 'sid', 'cd', 'ad', 'fb', 'ff', 'reed', 'reub', 'neaf', 'ec', 'ce', 'de', 'ae', 'aff', 'ef', 'ff', 'ad', 'bch', 'bf', 'akee', 'dd', 'ko', 'sid', 'fad', 'ef', 'fec', 'ca', 'weedy', 'cb', 'bf', 'ef', 'cf', 'de', 'cc', 'derf', 'ba', 'ea', 'cb', 'cd', 'cave', 'chn', 'abba', 'db', 'dd', 'ef', 'pfd', 'dc', 'ef', 'ec', 'ferae', 'chn', 'fad', 'ef', 'rebud', 'ed', 'bf', 'wafd', 'bf', 'faba', 'deb', 'ac', 'ik', 'fc', 'ca', 'fb', 'hah', 'faff', 'fdub', 'ae', 'bf', 'deben', 'ands', 'bb', 'dd', 'de', 'db', 'abb', 'cace', 'ec', 'da', 'abba', 'cd', 'da', 'ef', 'cf', 'fb', 'ba', 'fn', 'bb', 'wafd', 'ee', 'fb', 'edea', 'sid', 'saa', 'bd', 'cf', 'cf', 'bcd', 'ande', 'af', 'bb', 'fb', 'ab', 'ba', 'boc', 'fb', 'ef', 'dca', 'ac', 'buda', 'dc', 'ab', 'adc', 'ata', 'erbia', 'ac', 'ca', 'cq', 'abc', 'ad', 'db', 'cb', 'pdf', 'af', 'bebay', 'dc', 'dc', 'fb', 'theb', 'kyd', 'dubba', 'cd', 'doff', 'cc', 'adc', 'ce', 'af', 'ba', 'bedub', 'cap_hex_security_incident', 'possible', 'atwind', 'malware', 'trojan'] ['send', 'link', 'information', 'set', 'personal', 'tablet', 'receive', 'company', 'email', 'through', 'exchange', 'server', 'ticket', 'complete', 'understand', 'need', 'set', 'tablet', 'before', 'submit', 'personal_device', 'set', 'procedure'] ['stock', 'plant', 'after', 'finish', 'production', 'plant', 'delivery', 'create', 'ship', 'item', 'fill', 'customer', 'backorder', 'previously', 'issue', 'system', 'automatically', 'processing', 'shipment', 'stock', 'plant', 'after', 'finish', 'production', 'plant', 'delivery', 'create', 'ship', 'item'] ['click', 'company', 'vpn', 'vpn', 'company', 'website', 'new', 'window', 'open', 'show', 'network', 'access', 'after', 'attempt', 'connect', 'get', 'error', 'connection', 'remote', 'computer', 'establish', 'port', 'use', 'connection', 'close', 'can_not_connect', 'eu', 'vpn', 'home', 'need', 'use', 'vpn'] ['give', 'many_fail_attempt', 'log_into', 'erp', 'recently_change_password', 'checked', 'unlocked', 'password_management_tool', 'new', 'one', 'twice', 'without', 'work', 'old', 'password', 'after', 'opening', 'come', 'message', 'many_fail_attempt', 'need', 'access', 'erp', 'yardman', 'maintenance', 'supervisor', 'erp', 'access'] ['password_reset', 'alert', 'user'] ['crm', 'web', 'access', 'unable', 'load', 'page', 'oooo', 'till', 'crm', 'web', 'access', 'unable', 'load', 'page'] ['mobile_device_activation', 'request'] ['able_login', 'vpn', 'account_lock'] ['printer', 'work', 'pc', 'qaf', 'office', 'germany', 'get', 'connect_internet', 'pc', 'name', 'olympus', 'sid', 'contact', 'name', 'printer', 'work', 'pc', 'qaf', 'office', 'germany', 'get', 'connect_internet'] ['enterprise_search', 'connector', 'work', 'mit_gr_en', 'enterprise_search', 'connector', 'work'] ['mail_com', 'name', 'pol', 'use', 'company', 'distributor_tool', 'communication', 'shall', 'use', 'target', 'person', 'list', 'include', 'privileged_confidential', 'information', 'shall', 'exclude', 'information', 'disclosure', 'base', 'applicable_law', 'distribution', 'communication', 'third', 'party', 'legitimate', 'recipient', 'distribution', 'resale', 'strictly_prohibit', 'communication', 'sent', 'mistake', 'also', 'top', 'contact', 'sender_delete', 'communication', 'company_post', 'company', 'distributor_tool'] ['check', 'essay', 'press', 'box', 'flash', 'permanently'] ['setup', 'recheer', 'inkstand', 'repair'] ['problem', 'station', 'sinic', 'screen_saver'] ['external', 'hard_drive', 'provide', 'disposal', 'old', 'nonbook', 'disk'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active', 'primary', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa_plant', 'company_usa_usa', 'plant', 'static', 'vpn', 'go', 'et'] ['interface', 'lan', 'company_usa_usa', 'switch', 'cl', 'access_sw'] ['check', 'warehouse', 'get', 'email', 'receive_remails', 'check', 'attachment', 'get', 'warehouse', 'meant'] ['use_password_management', 'tool', 'change_password', 'enter', 'new', 'password', 'prompt', 'no', 'active', 'click', 'install', 'give', 'error', 'password_management_tool', 'password', 'login', 'issue'] ['need', 'add', 'two', 'mailbox', 'outlook', 'still', 'work', 'outlook', 'work', 'configure', 'share_mailbox'] ['skype', 'add', 'show', 'outlook', 'also', 'manually', 'activate', 'skype', 'add', 'show', 'outlook'] ['volume_label_dat_server', 'space_consume_space_available', 'glb', 'drive', 'space_consume_space_available', 'glb'] ['ethernet', 'work', 'wi_fi', 'ethernet'] ['pol_check', 'item', 'net', 'value', 'condition', 'table', 'show', 'view', 'item', 'overview', 'pol', 'correct', 'reply'] ['outlook', 'respond'] ['adoption', 'score', 'card', 'visible', 'crm_dynamic', 'user', 'try', 'access', 'crm', 'adoption', 'card', 'first', 'time', 'adoption', 'score', 'card', 'visible', 'crm_dynamic', 'insufficient', 'permission', 'access'] ['sid', 'work', 'error', 'no', 'connection', 'server', 'sid', 'work'] ['pm_pm', 'pm', 'remote', 'work', 'verify', 'eu', 'remote', 'work', 'pm', 'ok', 'let', 'check', 'pm', 'ok', 'pm', 'get', 'error', 'pm', 'able', 'connect', 'vpn', 'pm', 'ok', 'let', 'create', 'ticket', 'pm', 'try', 'work', 'pm', 'eu', 'work', 'eu', 'pm', 'ok', 'new', 'asia', 'vpn', 'remote', 'time', 'try', 'pm', 'sure', 'pm', 'remote', 'work'] ['debbie', 'get_error_message', 'stop', 'pic', 'material', 'delivery', 'create', 'pc'] ['display', 'fix', 'telephone', 'system', 'area', 'defective', 'number', 'vd', 'phone', 'renew'] ['till', 'mit', 'find', 'old', 'email', 'year', 'microcoat', 'outlook'] ['mobile_device_activation', 'successfully', 'do'] ['basis', 'stop', 'delete', 'job', 'bioengineering', 'tool', 'sid', 'system', 'job', 'trigger', 'value', 'one', 'complaint', 'cube', 'transaction', 'lbw', 'system', 'result', 'found', 'hence', 'stop', 'respective', 'job', 'email', 'sent', 'request', 'stop', 'delete', 'tp', 'job', 'sid'] ['able', 'connect', 'look', 'see_screen_shot', 'needful', 'able', 'connect', 'outlook', 'get', 'security', 'alert', 'security', 'certificate'] ['sd', 'sale_order', 'job', 'abended_job', 'scheduler', 'due', 'logion', 'user', 'conferted', 'client', 'fail', 'start', 'step'] ['kindly', 'usa', 'guserid', 'access', 'run', 'book', 'dot', 'net', 'pilm', 'solutionist', 'access', 'run', 'book', 'dot', 'net', 'pilm', 'solutionist'] ['situation', 'come', 'wonder', 'good', 'way', 'run_dn', 'see', 'screen', 'stock', 'issue', 'mm'] ['quantity', 'change', 'pic', 'seem', 'solve', 'yet', 'laugh', 'material', 'issue'] ['colleague', 'iphone', 'calendar', 'synchronize', 'one', 'direction', 'calendar', 'entry', 'outlook', 'computer', 'synchs', 'tot', 'iphone', 'calendar', 'enters', 'one', 'iphone', 'synchronize', 'outlook', 'would', 'regard', 'issue', 'many', 'request', 'behalf'] ['kindly', 'usa', 'access', 'new', 'intern', 'dot', 'net', 'guserid', 'access', 'dot', 'kt', 'folder', 'hostname'] ['prepare', 'monthly', 'inf', 'br', 'report', 'need', 'access', 'run', 'top', 'customer', 'addend', 'reporting_tool', 'put', 'inf', 'br', 'report', 'quite', 'site', 'certify', 'content', 'view', 'misreporting', 'engineering_tool', 'ipid', 'access', 'tableau', 'top', 'customer'] ['information', 'reference', 'request', 'set', 'standard', 'login', 'spare', 'laptop', 'company', 'product', 'video', 'display', 'tv', 'office', 'main', 'entrance', 'configuration', 'complete', 'sridhar', 'configure', 'unit', 'standard', 'login', 'product', 'video', 'display'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'hostname', 'hostname', 'hostname', 'detailed_description_problem', 'print', 'drier', 'need', 'update', 'update', 'driver', 'state', 'error', 'processing', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'outlook', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'no', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['ie_browser', 'home_page', 'change', 'hotel', 'web', 'site', 'address'] ['would_like_recall', 'message', 'ticket', 'need', 'request', 'access', 'co', 'change', 'production_order', 'cagot', 'plant', 'recall', 'ticket', 'need', 'request', 'access', 'co', 'change', 'production_order', 'cagot', 'plant'] ['even', 'vpn', 'even_after', 'try', 'sudden', 'appearance', 'blue_screen', 'boot', 'computer', 'blue_screen', 'boot'] ['original', 'message', 'spam'] ['user', 'accedes', 'impact_award', 'hub', 'no', 'access', 'impact_award', 'hub'] ['noise', 'come', 'cpu', 'sound', 'like', 'cool', 'fan', 'hard_drive', 'go', 'bad', 'machine', 'locate', 'ultra', 'go', 'contact', 'shop_floor', 'print', 'station'] ['rebate', 'agreement', 'create', 'partial', 'settlement', 'transaction', 'vb', 'confirm', 'agreement', 'specifically', 'sale', 'during', 'agreement', 'work', 'create', 'credit', 'without', 'fail', 'advise', 'cause', 'step', 'correct', 'also', 'note', 'process', 'work', 'generate', 'document', 'rebate', 'agreement', 'create', 'partial', 'settlement'] ['picked', 'titanium', 'tidal', 'material', 'come', 'result', 'along', 'titanium', 'material', 'also', 'grade', 'grade', 'field', 'search', 'drilling', 'engineering_tool', 'advance', 'search', 'material', 'group', 'select', 'come', 'result'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'file', 'collaboration_platform', 'disappear'] ['get', 'update', 'ql', 'quote', 'company', 'internal', 'project', 'agathin', 'machine'] ['try', 'refresh', 'report', 'get', 'pop', 'say', 'ghana', 'odic', 'driver', 'found'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'secondary', 'node', 'company_usa_usa', 'vpn', 'since_pm_et'] ['see', 'device_generate', 'tor', 'sl', 'server', 'certificate', 'detect', 'inbound', 'alert', 'occur', 'traffic_block', 'port_cp', 'port_cp', 'indicate', 'generate', 'tor', 'traffic', 'note', 'depend', 'placement', 'possibility', 'ated', 'host', 'case', 'examine', 'nat', 'log', 'determine', 'true', 'destination', 'activity', 'wish', 'alert', 'event', 'let_know', 'automatically_resolve', 'alert', 'destine', 'ated', 'host', 'tor', 'activity', 'immediately', 'indicate', 'malicious', 'activity', 'however', 'presence', 'synonymizing', 'software', 'investigate', 'determine', 'authorize', 'expect', 'activity', 'tor', 'activity', 'indicates', 'possible', 'policy', 'violation', 'turn', 'lead', 'potential', 'compromise', 'tor', 'increasingly', 'use', 'malware', 'therefore', 'tor', 'activity', 'also_indicate', 'malware_infection', 'escalate_incident_via_medium', 'priority_ticket', 'no', 'phone_call_per_default', 'handle', 'policy', 'would_like', 'handle_incident', 'differently_future', 'see_handle', 'option_question', 'concern_let', 'know_either', 'correspond_via', 'ticket_delegate_ticket', 'back_soc_call_full', 'escalation', 'anonymous', 'communication', 'traffic', 'tor', 'alert_traffic_block', 'explicit_notification', 'via_high_priority_ticket', 'phone_call_automatically_resolve', 'anonymous', 'communication', 'traffic', 'tor', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'dell', 'soc', 'sw'] ['see', 'company_internal_asa', 'device_generate', 'ipl', 'whish_form_submit_outbound', 'vip', 'alert_traffic', 'dane', 'external', 'vip_address', 'counter', 'threat', 'unit', 'actu', 'due', 'association', 'malware', 'whish_form_submit_outbound', 'affected', 'asset', 'investigate', 'traffic', 'vip_address', 'indicate', 'host', 'infect', 'malware', 'escalate_incident_via_medium', 'priority_ticket', 'mail', 'notification', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket', 'back', 'croc', 'call_full', 'escalation', 'related_event', 'high_priority_ticket', 'phone_call', 'event', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'croc', 'event', 'data', 'event_id_event', 'ipl', 'whish_form_submit_outbound', 'vip', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'dane', 'source', 'mac_address', 'ca', 'reb', 'db', 'destination_vip_destination_host', 'vip', 'vip', 'net', 'destination_vip_elocation', 'usa', 'connection_directionality_outgo', 'device_information_device_vip', 'device', 'company_internal_asa', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_event', 'id_agent_id_event', 'detail_asa', 'built', 'outbound', 'cp_connection', 'outside', 'inside_correlation_data_cpd', 'ca', 'reb', 'db', 'dane', 'via_eth_relay_lease', 'duration_renew', 'take', 'action', 'ticket', 'action', 'incident', 'whish_form_submit_outbound', 'vip', 'dane'] ['skype', 'rack', 'pc', 'work', 'allow', 'connect', 'seem', 'work', 'others'] ['sw', 'see', 'device_generate', 'opencast', 'vulnerability', 'scanner', 'user', 'agent', 'detect', 'inbound', 'alert', 'allow', 'traffic', 'port_cp', 'port_cp', 'traffic', 'indicates', 'use', 'opencast', 'scanner', 'indicate', 'event_detail', 'block', 'source_vip', 'address', 'necessarily', 'productive', 'due', 'attacker', 'ability', 'switch', 'vip_address', 'through', 'use', 'proxy', 'synonymizing', 'software', 'tor', 'vins', 'investigate', 'target', 'host', 'determine', 'whether', 'run', 'vulnerable', 'version', 'application', 'target', 'ticket', 'effectively', 'serve', 'master', 'ticket', 'related', 'alert', 'receive', 'feedback', 'handle', 'event', 'go_forward', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call', 'number', 'option', 'available', 'handle', 'future', 'alert', 'one', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'ticket_escalation', 'via_medium_priority_ticket', 'no', 'phone_call_unique_source', 'vip_address', 'alert', 'full_escalation', 'via_high_priority_ticket', 'phone_call_unique_source', 'vip_address', 'sw'] ['sw', 'see', 'device_generate', 'possible', 'scan', 'alert_traffic_block', 'host_indicate', 'perform', 'vulnerability_scan', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per', 'prior', 'request', 'would_like', 'handle_incident', 'differently_future', 'see_handle', 'option_question', 'concern_let', 'know_either', 'correspond_via', 'ticket_delegate_ticket', 'back_soc_call', 'ticket', 'vulnerability_scan', 'alert_explicit_notification_via', 'medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'vulnerability_scan', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'event_data_related', 'event_event_id', 'event', 'possible', 'scan', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'host', 'tss', 'com', 'source_port_source_vip', 'elocation', 'tariana', 'usa', 'destination_port_destination_vip', 'elocation', 'usa_usa', 'connection_directionality', 'incoming', 'hatty_method', 'get', 'host', 'full_url_path', 'global', 'asa_device', 'information_device', 'vip_device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version', 'vendor', 'reference', 'vide', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'observation', 'rule_id', 'ile', 'inspector_event', 'id_ontology', 'id_event', 'type_id_agent', 'id_event_detail', 'event', 'indicates', 'single', 'source', 'generate', 'event', 'summary', 'total', 'occurrence', 'minute', 'window', 'cc', 'time', 'source', 'destination', 'summary', 'fax', 'scanner', 'global', 'asa', 'access', 'attempt', 'inbound', 'fax', 'scanner', 'global', 'asa', 'access', 'attempt', 'inbound', 'viscid', 'hatty', 'post', 'pepino', 'inbound', 'viscid', 'hatty', 'post', 'pepino', 'inbound', 'generic', 'hatty', 'header', 'inbound', 'generic', 'hatty', 'header', 'inbound', 'possible', 'vulnerability_scan', 'host', 'tss', 'com', 'dz'] ['monitor', 'display', 'issue'] ['password', 'chance', 'window', 'company'] ['look', 'get', 'pc', 'network', 'inspection', 'room', 'dept', 'would', 'nice', 'able', 'share', 'image', 'pc', 'connect', 'network', 'pc', 'inspection', 'room'] ['inquiry', 'hr_tool', 'site', 'single_sign'] ['give', 'high_priority', 'since', 'user', 'travel', 'service_tag', 'ph', 'high_priority', 'laptop', 'monitor', 'go', 'bad', 'unable', 'see', 'screen', 'completely', 'beshroud'] ['need', 'system', 'tray', 'need', 'picture', 'help', 'user', 'enable', 'system', 'tray', 'prefer', 'language', 'set', 'picture', 'hence', 'per', 'user', 'request', 'assign', 'local', 'contact', 'need', 'system', 'tray', 'need', 'picture'] ['unable', 'log', 'hub', 'es_portal'] ['erp', 'account', 'haum', 'keep', 'lock', 'unlock', 'sid'] ['request', 'email_address'] ['reset_password', 'sid'] ['seem', 'lose', 'access', 'hanna', 'report', 'go', 'analysis', 'excel', 'take', 'into', 'general', 'excel', 'menu', 'choose', 'new', 'sheet', 'analysis', 'tab', 'miss', 'need', 'something', 'get', 'access', 'back', 'hanna', 'report', 'access'] ['internet', 'pop', 'report', 'microcoat', 'registry', 'failure', 'operating', 'system', 'ie', 'go', 'legitimate', 'website'] ['synchronization_exchange', 'temporarily_block', 'device', 'access', 'grant', 'administrator', 'synchronization_exchange'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'usa', 'mi', 'site_hard', 'et', 'no_backup_circuit'] ['contact', 'send_remails', 'corp', 'business', 'service', 'sent', 'remails', 'show', 'personal', 'sent', 'folder', 'business', 'sent', 'folder', 'user', 'company', 'business', 'email', 'box', 'send_remails', 'corp', 'business', 'service', 'sent', 'remails', 'show', 'personal', 'sent', 'folder'] ['provide', 'support', 'ing', 'new', 'av', 'system', 'main', 'training_room', 'usa', 'need', 'system', 'complete', 'finial', 'sign', 'vendor', 'system', 'usa'] ['ie', 'work'] ['hard', 'disk', 'failure', 'exit', 'host'] ['hostname', 'kirsty', 'pilm_conversion', 'production', 'disk_free'] ['log_balance_error', 'even_after', 'connect', 'vpn'] ['desktop', 'email', 'open', 'sent', 'pad', 'email', 'open'] ['office', 'upgrade'] ['outlook', 'run_slow', 'outlook', 'issue', 'slow'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_india', 'site', 'et', 'no_backup_circuit'] ['browser_microcoat_internet_explorer', 'issue', 'printing', 'regular', 'printer', 'get', 'error', 'say', 'no', 'page', 'select', 'sometimes', 'prompt', 'download', 'new', 'driver', 'printer_driver', 'installation'] ['item', 'link', 'finish', 'material', 'one', 'time', 'show', 'po', 'check', 'po', 'ay'] ['transaction', 'report', 'ran', 'produce', 'no', 'data', 'sa', 'report', 'critical', 'financial', 'close', 'report', 'work', 'critical', 'financial', 'close'] ['password_reset', 'work', 'ihs', 'ticket'] ['mail_com', 'new', 'apprentice', 'need', 'authority', 'pilm', 'pilm'] ['reactivate_account', 'user', 'till'] ['file', 'open'] ['eristic', 'want', 'see', 'archive', 'mail', 'particular', 'date'] ['can_not', 'start', 'business_client', 'anymore', 'see_attach', 'business_client', 'work'] ['one', 'update'] ['user', 'issue', 'user', 'able', 'import', 'data', 'portal', 'find', 'attach', 'mail', 'hr_tool', 'user', 'able', 'import', 'employee', 'data', 'oooo', 'till'] ['erp', 'sid_sid', 'unlock', 'password_reset'] ['licour', 'unlock'] ['user', 'call', 'reset_password', 'account_disabled', 'ad'] ['change', 'large', 'monitor', 'screen', 'resolution', 'right', 'want', 'change', 'get_error_message', 'like', 'current', 'input', 'timing', 'support', 'monitor', 'display', 'change', 'input', 'timing', 'monitor', 'list', 'timing', 'per', 'monitor', 'specification', 'monitor', 'resolution', 'issue'] ['use', 'email', 'still', 'show', 'load', 'after', 'min', 'use', 'web_base', 'office', 'check', 'email', 'fix', 'email', 'work'] ['can_not', 'sign', 'vip', 'sign'] ['junior', 'application', 'sale_engineer', 'assist', 'erp', 'log', 'need', 'reset', 'sure', 'log'] ['junior', 'application', 'sale_engineer', 'assist', 'semantic', 'question', 'answer'] ['ad', 'lock', 'password_reset', 'through_password_management', 'tool_password', 'ad', 'lock'] ['quality', 'certificate', 'abode', 'form', 'lap', 'one', 'page', 'rectify', 'page', 'page', 'attach', 'one', 'example', 'form', 'reference', 'quality', 'certificate', 'abode', 'form', 'lap'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'apac', 'apac', 'vpn', 'circuit', 'et_site_primary', 'circuit'] ['madam', 'ask', 'erp', 'pr', 'process', 'go', 'erp', 'inbox', 'workfellow', 'system', 'keep', 'pop', 'screen', 'even', 'access', 'sec', 'kindly', 'check', 'fix', 'erp'] ['change_password', 'through_password_management', 'tool', 'unable', 'loanin', 'engineering_tool', 'pol', 'jacht', 'bogatyr', 'unable_login', 'engineering_tool'] ['connect', 'laptop', 'doc', 'station', 'charge', 'battery', 'laptop', 'doc', 'station'] ['outlook', 'continuously', 'ask', 'password'] ['printer', 'configuration', 'need', 'configure', 'printer', 'region', 'kindly', 'rich', 'officio', 'mp', 'ii', 'printer', 'configuration'] ['optic', 'plex', 'stock', 'hr', 'dardan', 'optic', 'plex', 'stock', 'hr', 'dardan', 'account', 'rebuild'] ['telephone', 'system', 'substation', 'wild'] ['erp_gumi', 'instal'] ['firewall', 'warn', 'software', 'stop', 'work', 'software', 'work', 'laptop', 'engineering_tool', 'outlook', 'internet_explorer', 'security', 'warn', 'stop', 'perform'] ['system', 'face_issue', 'connect', 'engineering_tool', 'engineering_tool', 'software', 'erron', 'message', 'engineering_tool', 'engineering_tool', 'support', 'executive', 'sale', 'company', 'india', 'td', 'mob', 'engineering_tool', 'engineering_tool', 'work'] ['problem', 'label', 'print', 'laser'] ['setup_new', 'computer', 'repair'] ['see', 'customer', 'eelshop', 'distributor_tool', 'also', 'cann', 'chose', 'salework', 'unlocked_account', 'change_password', 'problem', 'remains', 'eelshop', 'access'] ['experience', 'error', 'erp_sid', 'application', 'firstly', 'certain', 'whether', 'access', 'sid', 'system', 'log_into', 'netweaver', 'system', 'correct', 'application', 'use', 'find_attachment', 'give', 'glimpse', 'error', 'feel', 'free', 'chat', 'email', 'phone_call', 'understand', 'erp', 'error'] ['job', 'hr', 'fail_job_scheduler'] ['reset', 'user', 'password_reset', 'password', 'erp', 'production', 'erp'] ['install', 'new', 'octuplex', 'fy', 'company', 'image'] ['logion', 'erp', 'want', 'accept', 'password', 'think', 'need', 'put', 'new', 'password', 'erp', 'logion'] ['forward', 'list', 'member', 'grouped', 'function', 'example', 'member', 'function', 'solution', 'support', 'erp', 'supply_chain', 'kuttar', 'window', 'server', 'active_directory', 'security', 'erp', 'security', 'non', 'erp', 'list', 'function', 'name'] ['engineering_draw', 'tool', 'work', 'system', 'give', 'solution', 'issue', 'engineering_draw', 'tool', 'issue'] ['check', 'post', 'outstanding', 'miro', 'entry', 'company', 'create', 'customer', 'warehouse_tool', 'yesterday', 'miro', 'entry', 'intercom', 'ap', 'post', 'yet', 'post', 'entry', 'immediately', 'before', 'today', 'cedi', 'process', 'miro', 'entry'] ['unable', 'take', 'print', 'engineering_draw', 'tool'] ['miri', 'step', 'refresh', 'page', 'fail', 'element', 'span', 'found', 'since_pm_et'] ['miri', 'work', 'error', 'user_authentication_fail', 'erp', 'work', 'internet', 'work', 'whole', 'plant', 'able', 'access', 'system', 'miri', 'work', 'error', 'user_authentication_fail'] ['can_not', 'view_drawing', 'attach', 'material', 'sid', 'checked', 'version', 'xd', 'draw', 'material', 'also', 'exists', 'sid', 'value', 'can_not', 'view', 'draw', 'miri'] ['request', 'assistance', 'shop_floor', 'system', 'user', 'unable', 'log', 'scan', 'order', 'floor', 'previous', 'call', 'place', 'open', 'trouble', 'ticket', 'shop_floor', 'server', 'issue'] ['able', 'scan', 'order', 'usa_plant', 'employee', 'try', 'log_into', 'miri', 'get', 'follow', 'error', 'user_authentication_fail'] ['unlock', 'password', 'erp', 'net_weaver', 'user_id', 'password', 'lock'] ['server', 'responds', 'internal_server_error', 'case', 'logion_language_en', 'model', 'mill_model', 'use', 'issue', 'exists', 'erp', 'erp', 'system', 'sid', 'well', 'distributor_tool', 'company_center', 'production_environment', 'error_message', 'text', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'logion_language_en', 'ok', 'model', 'use', 'language', 'seem', 'work_fine', 'user', 'change', 'language', 'de', 'us', 'model', 'mill_model', 'confine', 'air', 'system', 'response', 'error_message', 'during', 'start', 'process', 'configuration', 'server', 'responds', 'internal_server_error', 'case', 'logion_language_en'] ['hostname', 'reporting_engineering_tool', 'production', 'window_disk_space', 'utilization_alert', 'free', 'space', 'less', 'glb', 'free', 'hostname', 'window_disk_space', 'utilization_alert', 'free', 'space', 'less', 'glb', 'free'] ['install', 'analysis_microcoat', 'excel', 'computer', 'ashkey', 'employee', 'number', 'vic', 'donn', 'employee', 'number', 'analysis_microcoat', 'excel', 'access', 'erp', 'business', 'intelligence'] ['es', 'site', 'sale', 'tab', 'miss'] ['usa', 'browser_microcoat_internet_explorer', 'wifi', 'work', 'stuck', 'yet', 'no', 'network', 'show', 'wont', 'turn', 'ony', 'mobile_broadband', 'work', 'wifi', 'work', 'stuck', 'yet', 'no', 'network', 'show', 'wont', 'turn', 'ony', 'mobile_broadband', 'work'] ['assign', 'critical', 'warehouse_tool', 'ticket', 'network', 'after', 'office', 'hour', 'inform', 'network', 'ops', 'able', 'resolve_issue', 'need', 'support', 'intern', 'contact', 'reg', 'warehouse_tool', 'communication', 'ticket'] ['work_center', 'list', 'production_order', 'crud', 'show', 'look', 'work_center', 'plant', 'vintry', 'discuss', 'ghana', 'model', 'filter', 'information', 'need', 'add', 'filter', 'miri', 'work_center', 'list', 'production_order', 'crud', 'show'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'need', 'add', 'printer', 'address', 'book', 'hostname', 'tc'] ['global_telecomm', 'number', 'work', 'call', 'number', 'get', 'record', 'state', 'like', 'make', 'call', 'hang', 'try', 'phone_number', 'usa', 'canada', 'customer', 'service', 'work', 'impact', 'customer', 'australia', 'canada'] ['time', 'format', 'need', 'change', 'hour', 'computer', 'plant', 'connect', 'user', 'system_use_televiewer', 'contact', 'connect', 'pc', 'use', 'dp', 'add', 'user', 'admin', 'group', 'restart_pc', 'user', 'change', 'time', 'zone', 'pc', 'issue_resolve', 'time', 'format', 'need', 'change', 'hour'] ['note', 'know', 'data', 'activity', 'column', 'work_center', 'efficiency', 'report', 'accurate', 'show', 'high', 'efficiency', 'check', 'order', 'cost', 'far', 'activity', 'also', 'look', 'strange', 'report', 'trpset', 'work_center', 'pull', 'correct', 'plan', 'piece', 'everything', 'erp', 'look', 'good', 'pull', 'order', 'report', 'seem', 'bad', 'data', 'activity', 'efficiency', 'high', 'report', 'usa'] ['window', 'password_reset', 'togt'] ['fax', 'machine', 'phone_number', 'work', 'dial', 'tone', 'vip', 'fax', 'machine', 'phone_number', 'work', 'dial', 'tone'] ['find', 'ti', 'certificate', 'track', 'form', 'collaboration_platform', 'need', 'make_sure', 'delete', 'need', 'access', 'delete', 'folder', 'collaboration_platform'] ['reset_password', 'telephony_software', 'reset_password', 'telephony_software'] ['desk', 'unable', 'navigate', 'via', 'internet_explorer', 'place', 'like', 'collaboration_platform', 'purchasing', 'also', 'skype', 'open', 'see', 'people', 'availability', 'outlook', 'skype', 'vet', 'log', 'remove', 'battery', 'no', 'recently_change', 'homeplace', 'recently_change_password', 'use_password_management', 'tool', 'let_know', 'question', 'collaboration_platform', 'site', 'launch'] ['unable_connect', 'knowledge', 'center', 'product', 'tab'] ['access', 'several', 'within', 'incl', 'realm', 'collaboration_platform', 'look_like', 'can_not', 'access', 'anything', 'people', 'issue', 'incl', 'collaboration_platform', 'site', 'seem'] ['unable', 'upload', 'file', 'collaboration_platform'] ['domain', 'account_lock'] ['receive', 'follow_error_message', 'try', 'log_into', 'current', 'ethic', 'module', 'might', 'chaff', 'primarily', 'use', 'mail', 'check', 'correct', 'issue', 'log_into', 'ethic', 'course'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'operator', 'forgot', 'login', 'password', 'user_id', 'gemsbok'] ['call_vitalist', 'crm_dynamic', 'issue', 'contact', 'call_vitalist', 'crm_dynamic', 'issue'] ['try', 'sign', 'purchasing', 'system', 'website', 'even', 'load'] ['isolex', 'enc', 'work', 'unable_connect', 'waterbank', 'server_hostname', 'restart', 'phone', 'isolex', 'enc', 'work'] ['bad', 'monitor', 'near', 'rob', 'ripple', 'bad', 'monitor'] ['bad', 'monitor', 'near', 'braze', 'line', 'bad', 'monitor'] ['password', 'work', 'reset_password', 'undername', 'supply_chain_software', 'signing'] ['bad', 'monitor'] ['unable_connect', 'printer', 'print', 'thing', 'try', 'print', 'say', 'driver', 'need', 'update', 'go', 'install_driver', 'get', 'error', 'anyways', 'unable_connect', 'printer'] ['log_into', 'ibex', 'via', 'web', 'ask', 'id', 'password', 'would', 'need', 'access', 'usa_plant', 'usa_plant', 'usa_plant', 'access', 'lbw', 'production', 'sid', 'erp'] ['hostname_volume_consume'] ['consultant', 'require', 'collaboration_platform', 'access', 'user', 'schneider', 'down', 'refer', 'submit', 'ticket', 'ticket', 'need', 'soon_possible', 'start', 'engagement', 'access', 'provide', 'credential_use', 'license', 'contact', 'question', 'consultant', 'need', 'collaboration_platform', 'access'] ['hr_tool', 'portal', 'finance', 'return', 'error', 'try', 'run', 'report'] ['unable_login', 'ticket_tool'] ['problem', 'badge', 'printer'] ['log_into', 'miri', 'supervisor', 'result', 'error', 'pop', 'internal_server_error', 'user', 'member', 'miri', 'operator', 'miri', 'supervisor', 'group', 'ad', 'phone', 'log_into', 'miri', 'supervisor', 'result', 'error', 'pop', 'internal_server_error'] ['computer', 'rebuild'] ['vip', 'printer', 'work', 'driver_update', 'prompt', 'vip', 'printer', 'work'] ['issue', 'amic', 'screen', 'skype'] ['connect', 'telecomm', 'mobile_broadband', 'vpn', 'work', 'error', 'page_displayed', 'vpn', 'work_fine', 'wlan', 'connect', 'telecomm', 'mobile_broadband', 'vpn', 'work'] ['user', 'old', 'email_address', 'no_longer', 'valid', 'stay', 'valid', 'new', 'one', 'old', 'one', 'forward', 'remails', 'new', 'address'] ['volume_consume'] ['analysis_office', 'work'] ['can_not', 'sign_into_skype', 'important', 'meeting', 'need', 'get', 'skype', 'issue'] ['try', 'call', 'telephony_software', 'number', 'germany', 'former', 'germany', 'location', 'ex', 'hear', 'others', 'hear', 'can_not', 'communicate', 'others', 'location', 'ex', 'france', 'yuk', 'work_normally', 'able', 'call', 'telephony_software', 'number', 'germany', 'former', 'germany', 'location'] ['call', 'check', 'account', 'active'] ['outlook', 'work', 'freeze'] ['erp', 'run', 'storage', 'productory', 'slow', 'usa', 'il', 'recondition', 'plant', 'today', 'last_day', 'imperative', 'enter', 'many', 'order', 'possible', 'look', 'erp', 'run_slow'] ['no', 'connection', 'between', 'workstation', 'server', 'normal', 'printing', 'work', 'unable_print', 'label', 'work_fine', 'win', 'system', 'issue', 'exp', 'system', 'printer', 'sarcode', 'printer', 'unable_print', 'label'] ['review', 'attach', 'document', 'order', 'view', 'error_message', 'reach', 'cell', 'office', 'time', 'system', 'work', 'plant', 'controller', 'receive_error_message', 'whenever', 'try', 'run', 'rpt'] ['pm', 'unable', 'share', 'global', 'recruiting', 'site', 'anyone', 'advise', 'share', 'collaboration_platform', 'site'] ['mm', 'average', 'customer', 'net_price', 'fn', 'per', 'pc', 'price', 'per', 'pack', 'price', 'switch', 'per', 'pack', 'per', 'pc', 'would', 'think', 'price', 'material', 'per', 'pack', 'per', 'pc', 'since', 'pack', 'imperative', 'fix', 'issue', 'immediately', 'short', 'time', 'fix', 'transfer', 'price', 'avoid', 'overpay', 'custom', 'duty', 'advise', 'mm', 'transfer', 'pricing'] ['change', 'license', 'follow', 'employee', 'cost_center', 'costarred', 'continuo', 'santos', 'santos', 'serra', 'change', 'license', 'frons'] ['phone', 'open', 'erp', 'analysis_microcoat', 'excel', 'get', 'error', 'error', 'show', 'follow_message', 'launcher', 'exit', 'error', 'see', 'log', 'file', 'detail', 'analysis_add', 'register', 'correctly', 'error_message', 'ghana', 'able', 'open', 'file', 'run', 'quote', 'file', 'need'] ['issue', 'company', 'business', 'mailbox'] ['unable', 'run', 'report', 'hr_tool', 'today', 'work_fine', 'yesterday', 'advise', 'hr_tool', 'access'] ['write', 'request', 'change', 'date', 'couple', 'citril', 'user', 'eastern', 'time', 'beet', 'eastern', 'european', 'time', 'user', 'date', 'change', 'eastern', 'time', 'beet', 'eastern', 'european', 'time', 'perform', 'change', 'let_know', 'additional_information', 'require', 'side', 'change', 'date', 'setting', 'citril', 'multiple', 'user'] ['no', 'audio', 'during', 'meeting', 'also', 'amic', 'work', 'no', 'audio', 'during', 'meeting'] ['miss', 'folder', 'outlook'] ['unable', 'get', 'skype', 'add'] ['see_attach', 'document', 'mail', 'print', 'certificate', 'via', 'still', 'company', 'logo', 'document', 'get', 'repeat', 'trouble', 'custom', 'delivery', 'stop', 'company', 'logo', 'still', 'print', 'erp', 'quality', 'certificate'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'global_telecomm_notify_gsc', 'no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'germany', 'company', 'mbps', 'link', 'global_telecomm', 'mil_circuit', 'since_et', 'site_backup'] ['printer', 'co', 'printing', 'server_hostname', 'error', 'update', 'driver', 'contact', 'printer', 'co', 'printing'] ['check', 'slowness', 'machine', 'ordinary', 'even_though', 'end', 'machine', 'slowness'] ['find', 'basis', 'weekend', 'weekday', 'night', 'call', 'schedule', 'shift', 'schedule', 'per', 'attachment', 'excel', 'location', 'collaboration_platform', 'save', 'link', 'use', 'link', 'find', 'call', 'shift', 'person', 'keep', 'update', 'excel', 'detail', 'require', 'basis', 'call', 'shift', 'detail'] ['provide', 'full', 'access', 'hostname', 'tr', 'company'] ['no', 'login', 'id', 'sv', 'lock', 'pl', 'arrange', 'unlock', 'immediately', 'password', 'lock'] ['can_not', 'access', 'company', 'collaboration_platform', 'sign_into', 'hr_tool', 'browser', 'issue'] ['during', 'start', 'netweaver', 'system', 'require', 'net', 'add', 'pc', 'mit', 'start', 'netweaver'] ['vet', 'raise', 'safe', 'new', 'spindle', 'rig', 'wherein', 'cpu', 'monitor', 'instal', 'send', 'necessary', 'installation', 'like', 'window', 'operating', 'system', 'request', 'tomorrow', 'installation', 'into', 'new', 'cpu'] ['colleague', 'can_not', 'send', 'pdf', 'erp', 'via', 'mail', 'problem', 'exists', 'since', 'day', 'log', 'erp', 'window', 'stail', 'work', 'look', 'can_not', 'send', 'delivery_note', 'via', 'mail'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make_model_ex', 'hq_wy_hp', 'hr', 'plus', 'hr', 'detailed_description_problem', 'receive_error_message', 'window', 'box', 'state', 'install_driver', 'click', 'install', 'appear', 'work', 'however', 'get', 'another', 'message', 'state', 'document', 'print', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'system', 'application', 'use', 'time', 'problem', 'ex_window', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'printer', 'problem', 'issue', 'information'] ['unlock_account', 'follow', 'employee', 'currently', 'unable', 'log_into', 'miri', 'record', 'production', 'value', 'add', 'behn', 'clock', 'clock', 'multiple', 'shop_floor', 'employee', 'get', 'lock', 'miri', 'usa', 'ohio'] ['mail_com', 'connect', 'network_drive', 'appt', 'access', 'since_yesterday', 'cid', 'need', 'access', 'drive', 'check', 'account'] ['sale', 'organisation', 'address', 'phone_number', 'fax', 'number', 'need', 'reverse', 'original', 'phone', 'fax', 'number', 'orth', 'plant', 'address', 'plant', 'phone', 'fax', 'number', 'need', 'adjust', 'show', 'germany', 'central', 'phone_number', 'fax', 'company', 'code', 'address', 'need', 'revert_back', 'address', 'orth', 'germany', 'detail', 'attach', 'ticket', 'additional', 'correction', 'sale_org', 'company', 'address', 'phone_number', 'require', 'after', 'germany', 'move'] ['setup', 'outlook', 'good_receipt'] ['outlook', 'accept', 'password', 'outlook'] ['rar', 'file', 'query'] ['ad', 'password_reset'] ['user', 'accidently', 'add', 'one', 'customer', 'personal', 'value', 'list', 'customer', 'show', 'every', 'sale', 'document', 'default', 'allow', 'search', 'different', 'customer', 'check', 'provide', 'short', 'tutorial', 'solve_problem', 'daily', 'work', 'heavily', 'influence', 'erp', 'problem', 'sid', 'unable', 'delete', 'customer', 'personal', 'value', 'list'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'barcelona', 'site_hard_since_et', 'no', 'backup', 'site'] ['edit', 'user', 'hang', 'forever', 'user', 'admin', 'management', 'screen', 'unable', 'submit', 'user', 'assignment', 'edit', 'user', 'work'] ['pl', 'provide_access', 'folder', 'right', 'hostname', 'design', 'company', 'machine', 'manual', 'file', 'hostname', 'design', 'company', 'machine', 'manual', 'access', 'require'] ['system', 'able', 'remote', 'access', 'look_into', 'system', 'remote', 'access'] ['kindly', 'provide', 'solid', 'work', 'viewer', 'wrench_engineering_tool', 'computer', 'comp', 'request', 'solid', 'work', 'viewer', 'wrench_engineering_tool'] ['call', 'third', 'party', 'talk', 'head', 'present'] ['desk', 'provide', 'window', 'user_id', 'user', 'user_id', 'name', 'window', 'user_id'] ['contact', 'phone', 'access', 'skye', 'business', 'user', 'name', 'password', 'wrong', 'access', 'skye', 'business'] ['reactivate', 'old', 'laptop', 'hr'] ['look', 'resolve_issue', 'issue', 'hr_tool'] ['reinstall', 'office'] ['last', 'call', 'meeting', 'set', 'participate', 'able', 'maybe', 'even', 'easy', 'remove', 'abandon', 'take_place', 'during', 'min', 'switch', 'tr', 'telephony_software', 'today', 'cete'] ['good_day', 'assist', 'check', 'last', 'login', 'company', 'laptop', 'last', 'login', 'company', 'laptop'] ['mam', 'kindly', 'refer', 'engineering_tool', 'opening', 'show', 'error', 'request', 'resolve_issue', 'immediately', 'engineering_tool', 'opening'] ['setting', 'erp_sid', 'system', 'printing', 'warehouse_tool', 'wrong', 'plant_plant', 'shipment', 'change', 'set', 'printer', 'jcl', 'due', 'no', 'requirement', 'continue', 'printing', 'paper', 'orth', 'protect', 'planet', 'many', 'missorting', 'printout', 'check', 'setting', 'printing', 'invoice', 'printer_ag', 'orth', 'change', 'printer', 'jcl'] ['change_password', 'pin', 'eu_tool'] ['check', 'issue', 'stock', 'plant', 'code', 'meo', 'stock', 'run_dn', 'stock', 'issue', 'mm'] ['able', 'log', 'network', 'window', 'login_credential', 'check', 'resolve', 'work', 'get', 'hamper', 'vpn', 'link'] ['owner', 'common', 'mailbox', 'company', 'create_new', 'folder', 'xxx', 'folder', 'inbox', 'ing', 'member', 'share_mailbox', 'see', 'folder', 'xxx', 'delete', 'anymore', 'click', 'delete', 'folder', 'get', 'no', 'error_message', 'folder', 'still', 'also', 'member', 'create', 'folder', 'folder', 'inbox', 'create', 'folder', 'folder', 'visible', 'also', 'owner', 'folder', 'visible', 'something_wrong', 'mailbox', 'check', 'oooo', 'mailbox', 'company'] ['checked', 'pfx', 'unfortunately', 'still', 'entry', 'know', 'check', 'warehouse_tool', 'pricing', 'error', 'warehouse_tool', 'complete', 'foreign', 'trade', 'data', 'error', 'still', 'come', 'month', 'end', 'need', 'fix', 'today', 'pfx', 'foreign', 'trade', 'data', 'miss'] ['mail_com', 'super', 'slow', 'computer', 'speed', 'erp', 'open', 'new', 'interface', 'open', 'office', 'document', 'need', 'second', 'turn', 'gantang', 'xina', 'human_resource_mail_com', 'mail_com', 'super', 'slow', 'computer', 'speed', 'erp', 'open', 'new', 'interface', 'open', 'office', 'document', 'need', 'second', 'turn'] ['india', 'branch', 'face_issue', 'wi_fi', 'network', 'disconnect', 'every', 'min', 'seat', 'floor', 'admin', 'building', 'request', 'arrange', 'resolve', 'early', 'wifi', 'disconnect'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa', 'enc', 'vpn', 'circuit', 'et_site_primary', 'circuit'] ['miri', 'password_reset', 'unlock_account'] ['process', 'billing', 'accounting', 'erp'] ['receive', 'new', 'system', 'no', 'data', 'card', 'along', 'kindly', 'arrange', 'send', 'data', 'card', 'data', 'card'] ['receive', 'new', 'system', 'last_week', 'no', 'engineering_tool', 'download', 'engineering_tool', 'unable', 'see', 'old', 'uploaded', 'report', 'kindly_resolve', 'engineering_tool', 'issue'] ['found', 'dn', 'number', 'show', 'assignment', 'field', 'cedi', 'post', 'transaction', 'change', 'error', 'confirm', 'need', 'use', 'dn', 'number', 'intercompany', 'reconciliation', 'end', 'process', 'assignment', 'field', 'cedi', 'post'] ['kindly', 'replace', 'mouse', 'work'] ['alarm', 'display', 'no', 'link', 'establish', 'vpn', 'connect', 'after', 'completion', 'modify', 'password', 'uploaded', 'engineering_tool', 'upload'] ['desk', 'follow', 'issue', 'face', 'try', 'login', 'sid', 'erp', 'go', 'through', 'screen_shot', 'needful', 'since', 'use', 'system', 'long', 'back', 'would_like', 'request', 'password_reset', 'early', 'sid', 'erp', 'login', 'issue', 'password_reset'] ['job_job_fail_job', 'scheduler', 'abend', 'batch', 'job_job_fail_job', 'scheduler'] ['create', 'recur', 'appointment', 'mids', 'get', 'error', 'record', 'unavailable', 'occur', 'see_attachment', 'create', 'recur', 'appointment', 'mids', 'get', 'error', 'record', 'unavailable'] ['paid', 'vendor', 'clear', 'vendor', 'code', 'erp', 'show', 'no', 'open', 'item', 'found', 'item', 'code', 'blin', 'paid', 'vendor', 'clear', 'vendor', 'code'] ['challie', 'polarid', 'browser_microcoat_internet_explorer', 'outlook', 'skype', 'work', 'home', 'work', 'office', 'outlook', 'skype', 'work', 'home', 'work', 'office'] ['skype', 'login', 'prompt', 'certificate', 'error'] ['system', 'respond'] ['put', 'ticket', 'behalf', 'whose', 'notebook', 'can_not', 'boot', 'due', 'hardware', 'failure', 'assist', 'immediately', 'assistance'] ['multiple', 'display', 'work'] ['erp', 'account_unlock'] ['tablet', 'booting'] ['browser_microcoat_internet_explorer', 'log', 'permission', 'work', 'need', 'change_password', 'also', 'call', 'ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'parvis', 'log', 'permission', 'work', 'need', 'change_password', 'also', 'call'] ['host', 'open', 'lamp', 'power', 'normal', 'host', 'panel', 'indicator', 'light', 'host', 'open'] ['open', 'outlook', 'ppt', 'display', 'unauthorized', 'product', 'hope', 'solve', 'open', 'office', 'show', 'unauthorized', 'product'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_russia', 'warehouse', 'network', 'since_et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'milan', 'divestiture', 'since_et', 'site_primary'] ['login', 'miri', 'issue'] ['receive', 'replacement', 'company', 'supply', 'phone', 'set', 'need', 'give', 'access', 'email', 'contact', 'calendar', 'right', 'place', 'make', 'request', 'let_know', 'email', 'calendar', 'phone'] ['expense_report', 'submit', 'save', 'submit', 'happen', 'expense_report', 'plant', 'expense_report'] ['folder', 'access'] ['add', 'note', 'account', 'mobile', 'want', 'able', 'demonstrate', 'meeting', 'tomorrow', 'error', 'block', 'ability', 'add', 'note', 'add', 'note', 'account', 'mobile'] ['reverse', 'intercompany', 'shipment', 'intercompany', 'warehouse_tool', 'reverse', 'ran', 'billing_document', 'table', 'see', 'reversal', 'either', 'see_attach', 'email', 'stock_transfer', 'pricing', 'error', 'intercompany', 'warehouse_tool', 'reverse'] ['unable_print'] ['sr', 'global', 'ethic_compliance', 'tell', 'phone_number', 'office', 'ux', 'tower'] ['login', 'script', 'pop', 'query'] ['install', 'project', 'pether'] ['vip', 'printer', 'setup'] ['outlook', 'connect', 'server', 'query', 'connect', 'external_monitor'] ['browser_microcoat_internet_explorer', 'printer', 'new', 'driver_update', 'need', 'printer', 'new', 'driver_update', 'need'] ['change_password', 'log_onto', 'engineering_tool', 'say', 'many_fail_attempt', 'see_attach', 'hunt', 'prototype', 'tech', 'product_engineering', 'engineering_tool', 'lock'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'password_reset', 'annette'] ['complete_require_question_return', 'back_gsc_requester_provide', 'require_information_gsc_review', 'ticket', 'able_resolve_assign', 'appropriate_group_per_printer', 'problem_assignment_flowchart_printer', 'name_make', 'model', 'printer', 'even', 'local', 'detailed_description_problem', 'window', 'need', 'download', 'install_software', 'driver', 'hostname', 'computer', 'print', 'cl', 'message', 'printer', 'type_document_printing', 'email_excel_word', 'warehouse_tool_delivery_note', 'production_order', 'document', 'print', 'source', 'system', 'application', 'use', 'time', 'problem', 'outlook', 'excel', 'erp', 'printing_respond_ping_command', 'network_power_cycle', 'printer_complete', 'shutdown', 'computer', 'printer', 'error_message', 'erp', 'system', 'system', 'ex_sid_sid', 'herp_pilm_erp', 'printer', 'problem_erp_output', 'rerouted_another_erp', 'printer_temporarily_printer_rerouted', 'document_printing_correctly_scan', 'copy_document_attach', 'ticket_tool', 'ticket', 'window', 'asks', 'install_driver', 'allow', 'print'] ['office', 'activation', 'corporate', 'phone'] ['delete', 'print', 'job'] ['browser_microcoat_internet_explorer', 'change_password', 'sign_into_skype', 'change_password', 'sign_into_skype'] ['error_message', 'refresh', 'ibex', 'analysis', 'error', 'attach', 'phone', 'error_message', 'refresh', 'ibex', 'analysis', 'error', 'attach'] ['hr_tool', 'query', 'former', 'employee'] ['approve', 'ticket', 'company_center', 'authorization'] ['need', 'request', 'week', 'temporary', 'access', 'erp_sid', 'correct', 'duplicate', 'payment', 'erp', 'request', 'temporary', 'access', 'mass', 'reversal'] ['problem', 'erp', 'update', 'order', 'after', 'get', 'picked', 'through', 'warehouse_tool'] ['outlook_launch', 'connect', 'user', 'system_use_televiewer', 'reconfigured', 'scrum', 'caller_confirm', 'able', 'see', 'remails', 'outlook', 'issue_resolve', 'outlook_launch'] ['ticket', 'update', 'regard', 'ticket'] ['need', 'map', 'add', 'network', 'printer'] ['brock', 'window', 'password_expire', 'soon', 'need', 'assistance', 'reset_password'] ['unable', 'send', 'email', 'hr', 'external', 'email_address'] ['permission', 'discount', 'remove', 'zn', 'no', 'nr', 'need', 'restore', 'whole', 'ti'] ['unable_launch', 'erp', 'logion_balance_error'] ['identify', 'source', 'user', 'involve', 'processing', 'deletion', 'terminate', 'user'] ['hostname_volume_consume', 'disk'] ['email', 'delegation'] ['ad', 'account', 'keep_get', 'lock', 'unlock'] ['unable', 'log_into_skype', 'after', 'password', 'change', 'yesterday', 'skype', 'login', 'issue'] ['account', 'schnell', 'reactivate', 'laptop'] ['receive', 'attach', 'remails', 'employee', 'report', 'advise', 'receive', 'collaboration_platform', 'remails'] ['wifi', 'guest', 'account'] ['unable', 'boot', 'laptop'] ['erp_sid', 'password_reset', 'do', 'confirm', 'user'] ['need', 'setup', 'exchange', 'corporate', 'iphone'] ['unable_launch', 'engineering_tool'] ['need', 'access', 'reply', 'ticket', 'company_center', 'authorization'] ['non', 'image', 'request', 'difficult', 'quote', 'special', 'configuration', 'issue', 'quick', 'quote'] ['mapping', 'network'] ['able', 'run', 'croftland', 'client', 'through', 'citril', 'show', 'error', 'load', 'application', 'see_attach', 'error', 'ed', 'pc', 'get', 'problem', 'able', 'run', 'croftland', 'client', 'through', 'citril'] ['install', 'shop_floor_app', 'machine'] ['outlook', 'cache', 'email', 'query'] ['new', 'pp', 'id', 'request', 'initiative', 'see', 'image', 'attach'] ['update', 'position_title', 'per', 'request', 'regard', 'access', 'provide', 'copy', 'access', 'person', 'name', 'ticket', 'company_center', 'authorization'] ['still', 'wait', 'problem', 'resolve', 'advise', 'approval', 'still', 'need', 'access', 'reply', 'ticket', 'company_center', 'authorization'] ['whenever', 'open', 'email', 'jpg', 'attachment', 'always', 'get', 'security', 'warn'] ['presentation', 'post', 'drive', 'week', 'appear', 'approval', 'page', 'like', 'use', 'approval', 'page', 'navigate', 'around', 'presentation', 'sure', 'notice', 'work_correctly', 'see_attach', 'file', 'detail', 'hurl', 'presentation', 'post', 'drive', 'week', 'appear', 'approval', 'page'] ['print', 'ask', 'install', 'print', 'driver', 'print', 'ask', 'install', 'print', 'driver', 'nothing', 'happen', 'print', 'ask', 'install', 'print', 'driver'] ['la', 'salary', 'statement', 'continue', 'get', 'paycheck', 'unable', 'see', 'salary', 'statement', 'erp', 'go', 'through', 'hub', 'erp', 'salary', 'statement'] ['reset_password', 'sale', 'earthwork', 'european', 'serve', 'area', 'north', 'pesach_fet_hirer', 'undo', 'www'] ['es', 'access', 'user', 'find', 'error_message', 'attach', 'phone', 'es', 'access', 'user', 'mesic'] ['user_id', 'place', 'quarantine', 'see', 'company_european', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'repeat_outbound_connection_cp'] ['erp', 'training', 'query'] ['desk', 'office', 'always', 'give', 'blank', 'page', 'see_screen_shot', 'hd', 'senior', 'staff', 'engineer', 'problem', 'office', 'com'] ['user', 'place', 'paolo', 'virus', 'quarantine', 'incident_overview', 'see', 'att_apac', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'repeat_outbound_connection_cp'] ['printer', 'configuration'] ['erp_sid', 'password_reset', 'do', 'confirm', 'user', 'erp_sid', 'password_reset'] ['logion', 'error', 'erp_sid'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'nv', 'divestiture', 'site_secondary', 'vpn', 'circuit_since_et', 'primary'] ['add', 'user', 'ticket_tool', 'erp', 'finance', 'group', 'let_know', 'question', 'sn', 'access'] ['try', 'enter', 'expense', 'reporting', 'tab', 'create_new', 'expense_report', 'window', 'pop', 'say', 'critical', 'runtime_error', 'access', 'expense', 'reporting', 'page', 'aspect', 'expense', 'reporting', 'page', 'employee', 'self_service', 'work', 'well', 'access', 'expense', 'reporting', 'through', 'employee', 'self_service'] ['window', 'printing', 'issue', 'need', 'driver', 'instal', 'every', 'printer_complete', 'successfully', 'print', 'server_hostname', 'window', 'printing', 'issue', 'need', 'driver', 'instal', 'every', 'printer_complete', 'successfully'] ['hostname_volume_consume', 'dev', 'hd'] ['remails', 'work'] ['password_reset', 'through_password_management', 'tool_password'] ['telephony_software', 'reset', 'release', 'password', 'since', 're', 'salutation', 'telephony_software', 'reset', 'release', 'password'] ['after', 'change_password', 'use_password_management', 'tool', 'outlook', 'work', 'vet', 'delete', 'profile', 'reconfigured', 'outlook', 'ask', 'password', 'continuously', 'user', 'mail', 'user_id', 'computer', 'microcoat', 'outlook', 'work', 'user'] ['outlook', 'fails', 'open'] ['circuit', 'outage', 'company_eu', 'br', 'united_kingdom', 'vpn', 'lookup', 'locate', 'united_kingdom', 'go', 'et', 'circuit', 'outage', 'company_eu', 'br', 'united_kingdom', 'vpn', 'lookup', 'locate', 'united_kingdom'] ['hostname', 'ex_service'] ['erp_sid', 'password_reset', 'unlock_account', 'request'] ['provide', 'new', 'password', 'ibex', 'new', 'password', 'erp_sid', 'ibex', 'need'] ['during', 'holiday', 'password', 'expires', 'change_password', 'expires'] ['job', 'hostname', 'viga', 'fail_job_scheduler'] ['erp', 'printer', 'ng', 'ng', 'printing', 'side', 'erp', 'document', 'need', 'change', 'single', 'side', 'printing', 'user', 'erp', 'printer', 'ng', 'ng', 'printing', 'side', 'erp', 'document', 'need', 'change', 'single', 'side', 'printing'] ['setup_new', 'radiant', 'space'] ['error', 'no', 'number', 'range', 'number', 'record', 'billing_document', 'xxx', 'warehouse_tool', 'sale_org', 'pfx', 'intercom', 'warehouse_tool', 'can_not', 'process'] ['printer', 'print', 'hp'] ['setup_new', 'computer', 'old', 'wrought'] ['kindly_assist', 'unable_print', 'company', 'label', 'no', 'error_message', 'prompt', 'nothing', 'print', 'zebra', 'label_printer', 'unable_print', 'company', 'label'] ['provide_detail_issue', 'computer', 'play', 'audio', 'file', 'no', 'sound', 'skype', 'no', 'sound', 'tablet_dell', 'computer', 'play', 'audio', 'file', 'no', 'sound'] ['browser_microcoat_internet_explorer', 'reset_password', 'erp_sid', 'production', 'user', 'reset_password', 'erp_sid', 'production'] ['label_printer', 'network', 'lose'] ['skype', 'iphone', 'log', 'attend', 'meeting', 'transfer', 'kogia'] ['vpn', 'work', 'transfer', 'kogia'] ['see_attach', 'able', 'enter', 'select', 'account_assignment', 'category'] ['mail_com', 'erp', 'printer', 'defective', 'rn', 'temporarily', 'use', 'rn', 'would', 'therefore', 'ask', 'booker', 'factory', 'plant', 'currently', 'rn', 'change', 'rn', 'child', 'printer', 'assignment', 'booker'] ['receive_mail', 'spam', 'mail', 'receive_mail', 'provide_detail', 'receive_mail', 'unknown'] ['enter', 'notify', 'window', 'keep', 'come', 'back', 'registration', 'successful', 'today', 'change_password', 'problem', 'use', 'outlook', 'edit', 'mail', 'change_password', 'yesterday', 'outlook', 'connect', 'mail_com'] ['unable_login', 'shop_floor', 'system', 'error', 'authentication_fail', 'unable_login', 'shop_floor', 'system'] ['able_login', 'skype', 'communicator'] ['browser', 'outscape', 'set', 'skype', 'conference_call', 'feature', 'company', 'smart', 'phone', 'phone', 'set', 'skype', 'conference_call', 'feature', 'company', 'smart', 'phone', 'phone'] ['engineering_tool', 'quick', 'search', 'work', 'take', 'much', 'time', 'load', 'data', 'sort', 'issue', 'erp', 'engineering_tool', 'quick', 'search', 'problem'] ['hostname', 'connection', 'lose', 'connection', 'go', 'minute', 'check', 'reason', 'hostname', 'network', 'connection', 'lose', 'apac', 'time', 'connection', 'lose', 'go', 'minute'] ['unable_open', 'engineering_tool', 'user', 'india', 'plant', 'people', 'no', 'error_message', 'contact', 'no', 'user', 'unable_open', 'egg', 'work', 'bench'] ['laptop', 'fell', 'table', 'surface', 'shell', 'crack', 'fell', 'boot'] ['ana', 'call', 'conference', 'hr', 'support'] ['yesterday', 'prompt', 'change_password', 'log', 'after', 'change', 'well', 'log', 'today', 'mail', 'log'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'shirty', 'erp', 'account', 'password_reset'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent', 'agent', 'answer', 'reassign', 'interaction', 'another', 'agent', 'interaction_alert_agent_website', 'visitor_join_conversation', 'skype', 'work'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'send_remails', 'unable', 'send', 'mail'] ['job_bk_ghana_sid', 'erp', 'waky', 'dp', 'fail_job_scheduler'] ['license'] ['guest_wifi', 'access', 'legrete', 'earthkin'] ['unable', 'hear', 'audio', 'bluetooth', 'headset', 'through', 'skype_call'] ['pc', 'restart', 'randomly', 'appear', 'possible', 'issue', 'virus'] ['field_sale', 'terminate', 'employee', 'doug', 'bise', 'lance', 'appel', 'return', 'company', 'computer', 'phone', 'ux', 'office', 'sit', 'box', 'next', 'desk', 'arrange', 'pick', 'let_know', 'return', 'phr', 'hr', 'infrastructure', 'vesp', 'computer', 'asset', 'return'] ['receive', 'job', 'every', 'through', 'include', 'see_attach', 'receive', 'report', 'today', 'today', 'co_worker', 'advise', 'report', 'issue', 'need', 'maintain', 'usage', 'purchasing', 'contract', 'management', 'system', 'sure', 'add', 'new', 'job', 'replace', 'suggest', 'open', 'ticket', 'get', 'distribution_list', 'job', 'would_like', 'add', 'distribution_list', 'job', 'usa'] ['user', 'want', 'update', 'password', 'use', 'password', 'link'] ['map', 'network_drive'] ['outlook_freeze', 'try_open', 'new', 'email', 'templet'] ['printer_driver', 'installation'] ['browser_microcoat_internet_explorer', 'misc', 'communicate', 'erp', 'misc', 'communicate', 'erp'] ['unable_login', 'collaboration_platform', 'site', 'home'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa_usa', 'since_et', 'site_primary', 'circuit'] ['order', 'pick', 'confirm', 'misc', 'confirm', 'picked', 'erp', 'order', 'show', 'erp', 'confirm', 'yet', 'misc', 'communicate', 'erp'] ['activate', 'maintenance', 'employee', 'email_address', 'part', 'maintenance', 'group', 'need', 'email', 'communication', 'assistance', 'feel', 'free', 'contact', 'time', 'phr', 'human_resource'] ['unable_open', 'es', 'page', 'home', 'pc', 'win'] ['enter', 'into', 'hr_tool', 'site', 'can_not', 'enter', 'email_address', 'change', 'window', 'version', 'upgrade', 'hr_tool', 'site', 'recognize', 'email_address', 'after', 'window', 'upgrade'] ['hr_tool_etime', 'blank_screen', 'come', 'try', 'access', 'screen_shot_attach', 'hr_tool_etime', 'screen', 'open', 'request', 'vacation', 'time'] ['unable_open', 'engineering', 'engineering_tool', 'online', 'file', 'zipped', 'unable_open', 'engineering', 'engineering_tool', 'online'] ['try', 'create', 'expense_report', 'es', 'get', 'follow', 'error', 'intertype', 'exist', 'pers', 'no', 'vet', 'unlocked', 'personnel', 'number', 'nothing', 'change', 'expense_report', 'work'] ['caller', 'want', 'speak', 'email', 'server', 'admin', 'one', 'email', 'company', 'email', 'block', 'company', 'help', 'user', 'email_address', 'ask', 'send', 'email', 'caller', 'want', 'speak', 'email', 'server', 'admin', 'one', 'email', 'company', 'email', 'block', 'company'] ['would_like', 'put', 'ribbon', 'bottom', 'mail', 'attach', 'information', 'go', 'would_like', 'make', 'extra', 'signature', 'name', 'add', 'information', 'between', 'mail_address', 'company', 'address', 'mail', 'question'] ['blank_call', 'receive', 'response', 'side', 'blank_call'] ['office', 'license'] ['need', 'map', 'printer'] ['mail_com', 'reason', 'readjustment', 'putlock', 'no_longer', 'much', 'suwe', 'schlock', 'technical', 'consult', 'sale', 'mail_com_mail_com', 'germany_company_gambs', 'manage_director', 'seat', 'company', 'germany_germany', 'bad', 'homburg', 'germany', 'harb', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'ask', 'recall', 'tomorrow', 'central', 'european', 'time'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'id', 'get', 'lock', 'release', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue', 'sid', 'access', 'user_id', 'get', 'lock'] ['deactivate', 'guserid', 'kreutzer', 'engineering_tool', 'database', 'tool', 'performance', 'database'] ['unable', 'see', 'expense_report'] ['issue'] ['outlook', 'crash', 'sd_crm', 'outlook', 'issue'] ['user', 'call', 'issue', 'outlook_freeze', 'frequently', 'outlook_freeze', 'frequently'] ['add_im', 'mfg', 'planner', 'reference', 'erp', 'sid_sid', 'id', 'need', 'system', 'automatically', 'backflash', 'close', 'production_order', 'add_im', 'mfg', 'planner', 'reference', 'erp', 'sid_sid', 'id'] ['need', 'access', 'sid', 'paludose', 'sorghe', 'aburton', 'supervisor', 'credit', 'ar', 'finance', 'access', 'sid'] ['phil', 'browser_microcoat_internet_explorer', 'open', 'outlook', 'sign_into', 'skype_business', 'unable_open', 'outlook', 'skype'] ['new', 'letter', 'worn', 'one'] ['nighty', 'vice', 'president', 'indirect', 'sale', 'industrial', 'business', 'segment', 'vip', 'add', 'luis', 'renilla', 'group', 'access', 'reporting_engineering_tool'] ['eristic', 'browser_microcoat_internet_explorer', 'eristic', 'wifi', 'access', 'follow', 'work', 'access'] ['company', 'iphone'] ['account', 'information', 'update', 'perform', 'spam', 'query'] ['unable', 'load', 'crm', 'add', 'outlook'] ['account', 'information', 'update', 'perform', 'spam', 'query', 'account', 'information', 'update', 'perform', 'spam', 'equerry'] ['mobile_device_activation', 'company', 'device', 'mobile_device_activation'] ['send', 'function', 'work', 'outlook'] ['meridian', 'sent', 'account', 'create', 'create', 'account', 'employee', 'employee', 'logion', 'account', 'eng', 'line', 'radiate', 'supervisor', 'blasting', 'mail_com', 'cero', 'manage_director', 'seat_register_office', 'germany', 'list_court_register', 'personally', 'liable', 'general_partner', 'general_partner', 'company', 'company_gambs', 'seat_register_office', 'orth_bay', 'list_court_register', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message', 'select_follow_link_view', 'alternate_language', 'create', 'account'] ['need', 'ibex', 'analysis_add'] ['join', 'sannop', 'forecasting', 'training', 'session', 'today', 'see', 'presenter', 'screen', 'link', 'training', 'reschedule', 'come', 'anything', 'check', 'before', 'insure', 'problem', 'fail', 'skype', 'mtg'] ['add', 'member', 'share_mailbox', 'group', 'add', 'member', 'share_mailbox', 'group'] ['unable_login', 'sid', 'system', 'sid', 'password_reset'] ['need', 'initial', 'password_reset', 'erp', 'hr_tool', 'module'] ['laptop', 'turn', 'either', 'docked', 'un', 'docked', 'connect', 'ac', 'battery'] ['external_monitor', 'work', 'flicker'] ['follow', 'error', 'time', 'evidence', 'occur', 'during', 'creation', 'see', 'note', 'vacation', 'worker', 'grandstand', 'employee', 'include', 'system', 'runtime_error', 'herp', 'cm', 'production'] ['user', 'usa_plant', 'code', 'plant', 'forthgaze', 'unable', 'see', 'network', 'phone', 'well', 'laptop', 'phone', 'user', 'usa_plant', 'code', 'plant', 'forthgaze', 'unable', 'see', 'network'] ['lock', 'miri', 'system', 'lock'] ['able', 'insert', 'money', 'value', 'crm', 'authorization', 'return'] ['need', 'gain', 'access', 'query', 'sid', 'get_into', 'sid', 'get_into', 'analyzer', 'find', 'query', 'name', 'look', 'sr', 'quote', 'count', 'try_open', 'get_error_message', 'read', 'critical', 'error', 'occur', 'terminate', 'need', 'access', 'week', 'training', 'schedule', 'erp_sid', 'issue'] ['login', 'hub'] ['remove', 'security', 'role', 'comp', 'sale_rep', 'user', 'dhyana', 'action', 'need', 'take', 'immediately', 'cause', 'security', 'breach', 'assign', 'ticket', 'reddy', 'remove', 'security', 'role', 'comp', 'sale_rep', 'user', 'dhyana'] ['search', 'search', 'search', 'trix', 'eryopsid', 'trix', 'hostname', 'bija', 'search', 'server', 'multiple', 'process', 'go', 'since_et'] ['new', 'password', 'update', 'window'] ['system', 'frozen', 'startup'] ['unable', 'view', 'hr_tool', 'global', 'view', 'crm', 'collaboration_platform'] ['inform', 'skype', 'work', 'pc', 'director', 'sale', 'company', 'europe', 'skype', 'work'] ['arrange', 'admi', 'cable', 'meeting', 'room', 'connect', 'projector', 'since', 'new_laptop', 'admi', 'dependent', 'unable_connect', 'via', 'current', 'cable', 'always', 'depend', 'sometime', 'might', 'nosite', 'case', 'difficult', 'lead', 'sl', 'sour', 'logistics', 'admi', 'cable', 'meeting', 'room'] ['usa', 'access', 'eu', 'vpn', 'user', 'vpn', 'access'] ['unable_open', 'opportunity', 'crm', 'online', 'user', 'able', 'week', 'back', 'show', 'access_deny', 'unable_open', 'opportunity', 'crm', 'online'] ['frau', 'haugh', 'eider', 'lenth', 'lt', 'diester', 'report', 'nurl', 'medine', 'tsk', 'position', 'der', 'solute', 'mein', 'gestates', 'alle', 'ad', 'stein', 'gruf', 'sale', 'sale', 'germany', 'company', 'deutschland', 'gambs', 'unspar', 'anglice', 'von', 'montage', 'bereft', 'open', 'order', 'schedule_line', 'report', 'weekly', 'open', 'order', 'schedule_line', 'report', 'list', 'schedule', 'delivery_date', 'open', 'order', 'customer', 'expect', 'use', 'report', 'effectively', 'manage', 'sale', 'territory', 'question', 'regard', 'report', 'contact', 'regional', 'sale', 'operational', 'excellence', 'lead', 'read', 'report', 'schedule', 'order', 'item', 'list', 'report', 'column', 'purple', 'field', 'name', 'stale', 'value', 'line', 'order', 'add', 'together', 'total', 'value', 'appear', 'every', 'schedule_line', 'example', 'line_item', 'total', 'quantity', 'order', 'piece', 'three', 'schedule', 'delivery', 'piece', 'report', 'repeat', 'total', 'quantity', 'order', 'every', 'schedule_line', 'order', 'br', 'item', 'br', 'create', 'date', 'qty', 'eched', 'value', 'eched', 'date', 'eched', 'unit_price', 'qty', 'order', 'blue_blue', 'blue_blue', 'blue_blue', 'blue', 'purple', 'reply', 'directly', 'sender', 'mail', 'open', 'order', 'schedule_line'] ['since', 'outlook', 'update', 'inbox', 'see', 'image', 'message', 'bad', 'thing', 'suck', 'bandwidth', 'slow', 'connection', 'also', 'go', 'pause', 'lunch', 'glb', 'left', 'after', 'return', 'start', 'glb', 'sale', 'earthwork', 'european', 'serve', 'area', 'south', 'note', 'new', 'telephone', 'number', 'company', 'address', 'effective', 'pesach_fet_hirer', 'undo', 'outlook', 'inbox', 'update'] ['ad', 'lock'] ['user', 'want', 'log', 'inhonest'] ['try', 'connect', 'netweaver', 'message', 'appear', 'access', 'way', 'found', 'treat', 'property', 'register', 'library', 'no', 'access', 'netweaver'] ['access', 'create', 'ap', 'management', 'mobile_app', 'error', 'code', 'encounter', 'see_attach', 'error', 'code', 'access', 'user', 'mobile_app'] ['check', 'router', 'wifi', 'sao', 'mercedes', 'ap', 'site', 'company', 'south_america', 'bernard', 'campo', 'no', 'possible', 'connect', 'network', 'wifi_network', 'no', 'visible', 'user', 'local', 'need', 'connect', 'remotely', 'doubt', 'return', 'check', 'wifi', 'router', 'router', 'sao', 'mercedes', 'ap', 'website', 'south_america', 'sp', 'st', 'bernard', 'field', 'mercedes', 'benzo'] ['unlock', 'password', 'guserid', 'laptop', 'lock', 'due', 'enter', 'wrong', 'password', 'password', 'unlock'] ['last', 'two', 'extensive', 'grind', 'plant', 'ce', 'iso', 'computer', 'connect', 'server', 'look', 'save', 'sb', 'stick', 'draw', 'directly', 'machine', 'go', 'wac', 'connect', 'quattrino', 'pc', 'server'] ['want', 'configure', 'printer', 'laptop', 'available', 'printer', 'configuration'] ['login', 'ka', 'try', 'start', 'te', 'app', 'receive_error_message', 'contact', 'designees', 'scandinavia', 'company', 'ortive', 'receive_error_message', 'te', 'application', 'citril', 'work', 'anymore'] ['pol', 'open', 'ticket', 'assign', 'orth', 'need', 'excel', 'hardcopy'] ['sent', 'ticket', 'erp', 'fico', 'since_last', 'receive', 'ticket', 'number', 'yet', 'till', 'advise', 'ask', 'cost', 'material', 'plant'] ['change', 'telephony_software', 'interaction_desktop', 'password', 'get', 'message', 'request', 'change_password', 'fail', 'pol', 'see_attach', 'unable', 'change', 'telephony_software', 'password', 'yet', 'expire', 'expires', 'day'] ['block', 'email_address', 'company', 'email', 'server', 'follow'] ['ya', 'connectivity', 'issue', 'company', 'carrier', 'location'] ['mail_com', 'display', 'phone', 'partly', 'invisible', 'therefore', 'difficult', 'read', 'thank', 'much', 'many', 'telephone', 'display'] ['need', 'netweaver', 'check', 'draw', 'document', 'opening', 'follow_error_message', 'microcoat_net_instal', 'contact', 'administrator', 'business_client', 'issue'] ['pick', 'pone', 'error_message', 'id', 'phone', 'connect', 'wit', 'caas', 'server'] ['delivery', 'item_category', 'determination', 'rle', 'assign', 'delivery', 'item_category', 'determination'] ['owner', 'follow', 'common', 'mail_box', 'concern', 'today', 'able', 'view', 'unable', 'view', 'pl', 'see', 'request', 'pl', 'resolve', 'access', 'common', 'mail_box'] ['reset_password', 'send', 'new', 'password', 'kuttar', 'emp', 'no_name_seid', 'kuttar', 'katy', 'kuttar', 'katy'] ['unable_login', 'es_portal', 'reset_password', 'send', 'new', 'password', 'emp', 'no_name_seid'] ['vpn_router', 'company_eu_deul', 'germany', 'vpn', 'erp', 'work', 'ok', 'everything', 'else', 'slow', 'vpn_router', 'company_eu_deul', 'germany', 'vpn'] ['critical', 'situation', 'shipping', 'distributor_tool', 'customer', 'complain', 'before', 'research', 'determine', 'problem', 'another', 'customer', 'bill', 'north', 'atnah', 'call', 'time', 'yesterday', 'say', 'choose', 'nuda', 'shipping', 'order', 'change', 'ups', 'ground', 'thought', 'originally', 'might', 'set', 'carrier', 'select', 'ship', 'see', 'case', 'continue', 'try', 'determine', 'problem', 'want', 'get', 'report', 'quickly', 'possible', 'shipping', 'issue'] ['create', 'complaint', 'complaint', 'ist', 'workfellow', 'approval', 'complaint', 'workfellow'] ['aforementioned', 'pc', 'must', 'approve', 'notify', 'name', 'mp', 'erk', 'pryers', 'discuss', 'notify', 'account', 'mp', 'erk', 'pc', 'set', 'make', 'inquiry', 'either'] ['browser_microcoat_internet_explorer', 'customer', 'name', 'list', 'engineering_tool', 'erp', 'id', 'check', 'add', 'customer', 'customer', 'name', 'list', 'engineering_tool', 'erp', 'id'] ['network', 'unavailable', 'scan', 'check'] ['seit', 'duhr', 'morgen', 'sind', 'erk', 'germany', 'ketine', 'vorhand', 'bitte', 'den', 'feller', 'heben', 'ring', 'reason', 'ticket', 'germany', 'plant', 'also', 'germany', 'plant', 'get', 'time', 'account', 'data', 'eu_tool', 'transfer', 'erp', 'herp', 'problem', 'exists', 'since', 'nothing', 'today', 'network', 'problem', 'germany', 'serious', 'end', 'closing', 'germany'] ['problem', 'kiosk', 'bur', 'order'] ['ql', 'software', 'installation', 'ql', 'installation'] ['printer', 'scan', 'correctly', 'always', 'come', 'message', 'contract', 'complete', 'one', 'go', 'detail', 'notify', 'error', 'check', 'time', 'still', 'enter', 'error', 'scan'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'fb', 'describe_issue', 'remove', 'fi', 'gl', 'accountant', 'ch', 'fi', 'gl', 'accountant', 'per', 'user', 'able', 'post', 'accounting', 'document', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['hail', 'reset_password', 'logins', 'password_reset'] ['hostname', 'since_et', 'server', 'reboot', 'daily', 'today', 'after', 'reboot', 'server', 'still', 'inform', 'hostname', 'since_et'] ['would_pol', 'create_delivery_note_stop', 'plant', 'something', 'error', 'unable', 'create', 'create_delivery', 'stop'] ['can_not', 'login', 'sid', 'due', 'follow', 'error', 'logion_balance_error', 'connect', 'message', 'server', 'rc', 'want', 'see', 'detailed', 'error', 'information', 'check', 'let_know', 'error', 'exists', 'least', 'liberty', 'can_not', 'login'] ['user_id', 'account_lock', 'computer', 'go_into', 'screensaver', 'user', 'account_lock'] ['detailed_description_problem', 'include', 'machine', 'name', 'sorgo', 'engineering_tool', 'app', 'use', 'location', 'source_vip', 'traffic', 'generate', 'destination_vip', 'type', 'application', 'eg', 'dp', 'ping', 'televiewer', 'specific', 'port', 'traffic', 'alone', 'block', 'work', 'last', 'issue', 'specific', 'location', 'mention', 'sorgo', 'engineering_tool', 'location', 'additionally', 'attach', 'ping', 'tracer', 'traffic', 'engineering_tool', 'installation', 'issue', 'distributor'] ['mail_com', 'lady', 'gentleman', 'currently', 'work', 'one', 'can', 'subject', 'no', 'access', 'printer', 'mp', 'pc', 'nr', 'remedial', 'order', 'quality', 'assurance', 'mail_com_mail_com', 'personally', 'liable', 'general_partner', 'company_gambs', 'seat', 'company', 'orth', 'orth', 'harb', 'problem', 'kannen', 'document'] ['office_installation', 'complete', 'office_installation', 'complete', 'note', 'see', 'tel'] ['spam', 'account', 'indirect', 'would', 'one', 'related', 'company', 'email', 'since', 're', 'salutation', 'tr', 'reminder', 'new', 'message', 'spam'] ['scan', 'publicize', 'printer', 'mp', 'work', 'scan', 'work'] ['mail_com', 'access', 'computer', 'forgotten', 'password'] ['unblock', 'erp', 'password', 'guserid', 'segathy', 'erp', 'password', 'lock'] ['information', 'printer', 'name', 'scanner', 'factory', 'germany_steel', 'work'] ['company', 'laptop', 'key', 'bank', 'work'] ['able', 'print', 'id'] ['scan', 'scanner', 'go', 'instruction', 'know', 'drive'] ['printer', 'rn', 'plant', 'production', 'paper', 'work', 'need', 'support', 'printer', 'rn', 'plant', 'work'] ['scan', 'order', 'come', 'message', 'path', 'exist'] ['browser_microcoat_internet_explorer', 'nix', 'opening', 'through', 'extra', 'nix', 'power', 'draft', 'opening', 'nix', 'opening', 'through', 'extra', 'nix', 'power', 'draft', 'opening'] ['unable_login', 'erp', 'erp', 'login', 'error'] ['confirm', 'whether', 'genuine', 'mail', 'account', 'information', 'update'] ['observe', 'lot', 'wi_fi', 'connectivity', 'issue', 'training_room', 'pu', 'ground', 'floor', 'tauranga', 'pu', 'floor', 'pu', 'floor', 'office', 'area', 'emerald', 'conference_room', 'admin', 'floor', 'request', 'look_into', 'wi_fi', 'connectivity', 'issue'] ['telecomm_vendor', 'card', 'work'] ['computer', 'wont', 'turn', 'power', 'work', 'power', 'work'] ['vivian', 'kuttar', 'browser_microcoat_internet_explorer', 'outlook', 'work', 'outlook', 'work'] ['follow_message', 'come', 'click', 'erp', 'icon', 'emp', 'code', 'user_id', 'erp', 'work'] ['error', 'change_password', 'password_management_tool', 'password', 'see_attach', 'snapshot', 'needful', 'error', 'change_password', 'password_management_tool', 'password', 'error', 'msg', 'attach'] ['unlock', 'password_management_tool', 'site', 'fail', 'unlock', 'user', 'unlock', 'pwr', 'user'] ['able_login', 'attendance_tool', 'application', 'user_id', 'able_login', 'attendance_tool'] ['apac', 'chinband', 'dc', 'vip', 'phone', 'issue', 'one', 'line', 'phone_number', 'range', 'dial', 'exterior', 'line', 'dial', 'exterior', 'line', 'always', 'receive', 'busy', 'tone', 'dial', 'call', 'pbx', 'vendor', 'siemens', 'engineer', 'isp', 'check', 'device', 'feedback', 'device', 'work_fine', 'let', 'check', 'device', 'cause', 'line', 'connect', 'contact', 'related', 'person', 'contact', 'solve_problem', 'apac', 'china', 'pbx', 'telephony_software', 'system', 'issue'] ['question', 'computer', 'ability', 'connect', 'remotely', 'deal', 'after', 'recent', 'change_password', 'try', 'sync', 'sync', 'complete', 'power', 'password', 'mail', 'password', 'unified', 'use', 'kenner', 'shopping', 'network', 'serious', 'vpn', 'rom', 'suggest', 'password', 'wrong', 'regardless', 'input', 'original', 'password', 'change_password', 'connect', 'solve', 'computer', 'password', 'synchronization', 'problem'] ['shipping', 'notice'] ['skype', 'work', 'hear', 'anything', 'skype', 'work'] ['laptop', 'slowness', 'use', 'multiple', 'lapp', 'time', 'laptop', 'slowness', 'issue'] ['wg_dc', 'phone', 'dial', 'outside', 'line'] ['computer', 'open', 'go', 'work', 'computer', 'boot'] ['engineering_tool', 'access', 'request'] ['broken', 'client', 'anti', 'virus'] ['hostname_volume_consume', 'dev'] ['unable', 'approve', 'expense_report'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'usa', 'company', 'divestiture', 'site_hard_since_et'] ['sw', 'overview', 'detect_least_occurrence_firewall', 'company_european', 'asa_drop_traffic_sour', 'hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'alert_traffic_block', 'explicit_notification', 'via_medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'occurrence_firewall', 'company_european', 'asa_drop_traffic_sour', 'hostname'] ['hostname', 'hostname', 'hostname', 'service', 'ex', 'run'] ['reset', 'telephony_software', 'password', 'full', 'name', 'user', 'extension', 'site', 'israel', 'reset', 'telephony_software', 'password', 'undername', 'ticket'] ['error_message', 'skype_business', 'stop', 'work', 'icon', 'click', 'say', 'close', 'skype_business', 'shut', 'start', 'computer'] ['india', 'switch', 'company_ap_ind', 'pu', 'stack_sw', 'since_pm_et'] ['job', 'sid', 'lapp', 'fail_job_scheduler'] ['reporting', 'system', 'hq', 'dev', 'mome', 'machine', 'type', 'model', 'serial', 'mome', 'problem', 'number', 'error', 'description', 'platform', 'firmware', 'report', 'error', 'last', 'occur', 'current', 'status', 'open', 'number', 'detail', 'remote', 'support', 'call', 'generate', 'complete', 'successfully', 'server', 'problem', 'report', 'hq', 'number'] ['company_usa_usa', 'eh', 'medium', 'access_sw', 'switch', 'usa', 'company', 'location', 'since_et'] ['can_not_connect', 'internet', 'site', 'via', 'explorer', 'although', 'wifi', 'connect', 'pol', 'urgently', 'suppose', 'run', 'ing', 'hour', 'behind', 'can_not_connect', 'internet', 'although', 'wifi', 'connect'] ['hostname_volume_label_dat', 'hostname', 'server_space_consume_space', 'available', 'glb_hostname', 'volume_label', 'dat_hostname', 'server_space_consume_space', 'available'] ['sw', 'see', 'company_european', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc', 'repeat_outbound_connection_cp'] ['sw_incident_overview_see', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'alert_traffic_block_port', 'cp_remote_procedure', 'call_pc_external', 'host_indicate_firewall_block', 'traffic_legitimate_server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc', 'repeat_outbound_connection_cp'] ['sw', 'receive', 'alert', 'summary', 'bare_hatty_get_executable', 'vip_address_possible_downloader', 'trojan', 'device_vip', 'address', 'source', 'traffic', 'vip_destination', 'vip', 'detail', 'example', 'event', 'show', 'investigate', 'activity', 'remediate', 'necessary', 'always', 'question_concern', 'call', 'counter', 'threat', 'operation', 'center', 'opt', 'discus', 'submit', 'response', 'open', 'ticket', 'action', 'respond', 'soc', 'bare_hatty_get_executable', 'vip_address'] ['sw', 'see', 'att_apac', 'asa_device', 'generate', 'least', 'internal_outbreak_cp', 'alert', 'within', 'minute', 'traffic_block', 'port_cp', 'several', 'internal', 'host_indicate', 'unauthorized', 'reconnaissance', 'scan_authorize', 'internal', 'discovery', 'block', 'firewall', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'internal', 'reconnaissance', 'alert_explicit_notification_via', 'medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'internal', 'reconnaissance', 'alert', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc', 'att_apac', 'asa_device', 'generate', 'least', 'internal_outbreak_cp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'usa', 'network', 'since_et'] ['remails', 'update'] ['hostname', 'sid', 'volume_consume', 'dev', 'repl'] ['outlook', 'accept', 'password'] ['browser_microcoat_internet_explorer', 'access', 'dreg', 'net_weaver', 'access', 'dreg', 'net_weaver'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'germany', 'company', 'secondary', 'vpn', 'since_pm_et'] ['unable', 'sync', 'one_note', 'file'] ['transfer', 'weekly', 'report', 'system', 'know', 'problem', 'see', 'attache', 'well', 'need', 'support', 'problem', 'weekly', 'report'] ['need', 'assistance', 'update', 'part', 'collaboration_platform', 'page', 'department', 'specifically', 'link', 'page', 'directs', 'document', 'need', 'ensure', 'date', 'version', 'document', 'link', 'collaboration_platform', 'assistance'] ['skype_meeting', 'use', 'must', 'enter', 'call', 'join', 'audio', 'use', 'skype_business', 'full', 'audio', 'video', 'experience', 'freeze', 'skype', 'take', 'really', 'long_time', 'open', 'can_not', 'use', 'skype_business', 'full', 'audio', 'video', 'respond', 'must', 'close'] ['job', 'hostname', 'embow', 'fail_job_scheduler'] ['connect', 'vpn'] ['unable', 'scan', 'hp', 'one', 'printer'] ['update', 'password', 'password_management_tool'] ['able', 'log_into_vpn', 'need', 'assistance', 'vpn'] ['ibex', 'add', 'show', 'environment', 'sid_sid', 'unable', 'add', 'sid', 'instal', 'ibex', 'patch', 'ibex', 'add', 'issue', 'happen', 'erp', 'logion', 'also', 'later', 'manually', 'add', 'different', 'environment', 'check', 'get', 'disappear', 'without', 'make', 'change', 'refer', 'computer', 'name', 'ibex', 'load', 'environment'] ['ie', 'setting'] ['unable', 'install', 'pc'] ['employee', 'take', 'vesp', 'therefore', 'remove', 'telephony_software', 'company', 'directory', 'remove', 'telephony_software', 'company', 'directory'] ['mail_com', 'resolve', 'follow', 'problem', 'vpn', 'active', 'compound', 'weekly', 'report', 'uploaded', 'cid', 'weekly', 'report', 'error_message'] ['erp', 'password_reset', 'account', 'get', 'lock', 'erp', 'password_reset', 'account', 'get', 'lock'] ['need', 'two', 'analog', 'line', 'turn', 'back', 'immediately', 'no', 'emergency', 'notification', 'system', 'right', 'two', 'analog', 'line', 'work', 'new', 'phone', 'system', 'support', 'amdt', 'teco', 'notification', 'system'] ['agent', 'receive', 'correct', 'amount', 'revenue', 'look', 'procedure', 'assign', 'revenue', 'base', 'direct', 'po', 'rule', 'agent', 'receive', 'revenue'] ['location', 'work_center', 'define', 'erp', 'cause', 'order', 'location', 'appear', 'list', 'change', 'query', 'check', 'plant', 'work_center', 'usa', 'order', 'show', 'plant', 'list'] ['can_not', 'create_delivery', 'also', 'erp', 'really', 'slow', 'hard', 'even', 'get', 'through', 'order', 'huge', 'priority', 'shipment', 'suffer', 'erp', 'issue'] ['engineering_tool', 'error'] ['reset', 'es', 'password'] ['delivery', 'customer', 'intens', 'co_account_assignment_different', 'profit_center', 'message', 'delivery', 'customer', 'intens', 'co_account_assignment_different', 'profit_center', 'message', 'delivery', 'customer', 'intens', 'co_account_assignment_different', 'profit_center', 'message', 'delivery', 'customer', 'item', 'co_account_assignment_different', 'profit_center', 'message', 'able', 'gi', 'delivery', 'error', 'co_account_assignment'] ['unable', 'remove', 'add', 'repair', 'email', 'account', 'window', 'phone', 'try', 'repair', 'account', 'show', 'repair', 'possible', 'even', 'let', 'user', 'remove', 'add', 'account', 'unable', 'check', 'remails', 'sync', 'account', 'setting', 'outdated', 'unable', 'check', 'remails', 'sync', 'account', 'setting', 'outdated'] ['query', 'attendance_tool', 'account'] ['issue', 'force', 'delivery', 'erp', 'erp', 'delivery', 'issue'] ['nighty', 'want', 'set', 'oooo', 'mailbox'] ['would_like', 'use', 'crm', 'android', 'mobile_phone', 'kindly', 'let_know', 'procedure', 'require', 'crm', 'access', 'android', 'phone'] ['ng', 'anubin', 'lock'] ['trail', 'email', 'mailbox', 'full', 'warn', 'final', 'quota', 'warn'] ['issue', 'incoming', 'outgo', 'call', 'company', 'mobile_device', 'unable', 'access', 'global_support', 'center', 'hub', 'likely', 'need', 'new', 'device', 'issue', 'impact', 'related', 'contact', 'vendor', 'mobile', 'directly', 'mobile_device', 'support'] ['support', 'rebuild'] ['close', 'line_item', 'order_number', 'deliver', 'remains', 'open', 'md', 'close', 'line_item', 'order'] ['download', 'software', 'engineering_tool', 'engineering_tool', 'laptop', 'detail', 'dealer', 'company', 'india', 'td', 'dist', 'name', 'ramenta', 'enterprise', 'maharashtri', 'dist', 'code', 'engineering_tool', 'engineering_tool'] ['account', 'get', 'lock', 'frequently', 'user', 'change_password', 'today', 'account', 'get', 'lock', 'frequently'] ['since_yesterday', 'notice', 'commit_date', 'order', 'confirmation', 'wrong', 'day', 'tool', 'available', 'germany', 'transit', 'plus', 'day', 'customer', 'pick', 'fact', 'date', 'long', 'future', 'order', 'open', 'today', 'available', 'plant', 'give', 'commit_date', 'mem', 'confirm', 'november', 'wrong', 'commit_date', 'order', 'quote'] ['try', 'access', 'point', 'sale', 'data', 'ibex', 'tell', 'authorize', 'authorize', 'give', 'access', 'cube', 'attach', 'file', 'opening', 'connect', 'ibex', 'give', 'follow_message', 'erp'] ['laptop', 'charge', 'network', 'cable', 'work', 'dock'] ['draw', 'save', 'wrong', 'pilm', 'number', 'delete', 'xd', 'mit_gr_en', 'wrong', 'xd', 'pilm'] ['request', 'dock_station', 'add', 'monitor', 'preferably', 'big', 'size', 'consider', 'request', 'assist', 'beneficial', 'audit', 'warehouse_tool', 'average', 'size', 'font', 'view', 'big', 'screen', 'clearly', 'help', 'various', 'work', 'related', 'activity', 'like', 'warehouse_tool', 'comparison', 'much', 'effective', 'way', 'add', 'monitor', 'also', 'help', 'email', 'activity', 'last', 'least', 'carry', 'laptop', 'charger', 'office', 'everyday', 'make', 'laptop', 'big', 'bit', 'lighter', 'request', 'dock_station', 'add', 'monitor'] ['problem', 'computer'] ['problem', 'inkstand'] ['support', 'st', 'hr', 'man'] ['pl', 'assign', 'read_write', 'authorisation', 'guru', 'prastha', 'user_id', 'folder', 'qaf', 'iso', 'sid', 'warm', 'authorisation', 'folder', 'drive', 'qaf', 'folder'] ['mail_com_cid', 'problem', 'erp', 'logion'] ['pol', 'install', 'outlook', 'pc', 'trainee', 'pol', 'assign', 'pol', 'install', 'outlook', 'pc', 'trainee'] ['suppose', 'issue', 'window', 'activation', 'message'] ['mail_com', 'despite', 'use_password_management', 'tool_password', 'unlock', 'work', 'log', 'erp_sid', 'password_management_tool', 'unblock', 'use', 'no', 'success', 'call', 'reset', 'pwr', 'access', 'sid', 'possible', 'password_management_tool', 'back', 'pwr', 'adjust', 'new', 'pwr', 'call', 'sign', 'erp', 'return', 'people', 'spend', 'day', 'try', 'think', 'new', 'password', 'brings', 'password_management_tool', 'erp', 'pwr', 'finally', 'run', 'company', 'efficient', 'current', 'case', 'ask', 'reset', 'sid', 'password', 'continue', 'work', 'cid', 'password', 'unlock', 'erp_sid'] ['reset_password', 'share', 'new', 'password', 'goter', 'emp', 'no_name_seid', 'goter'] ['no', 'access', 'network', 'pc', 'departement', 'qaf', 'tha', 'access', 'necessary', 'hardness', 'measure', 'software', 'responsible', 'person', 'no', 'access', 'network', 'pc', 'departement', 'qaf'] ['hostname', 'kt', 'transition', 'application', 'portal', 'pi', 'java', 'web', 'pi', 'training', 'full', 'access'] ['manually', 'construct', 'new', 'number', 'mm', 'mm', 'want', 'extend', 'system', 'find', 'iso', 'ansi', 'code', 'use', 'code', 'manually', 'night', 'rage', 'come', 'message', 'ansi', 'catalog', 'grade', 'use', 'material', 'check', 'attachment', 'manually', 'construct', 'new', 'number', 'mm', 'mm', 'want', 'extend', 'material', 'masted'] ['mail_com', 'sir', 'madame', 'share', 'owner', 'drive', 'department', 'germany', 'factory', 'need', 'outline', 'everything', 'access', 'folder', 'let', 'lineup', 'immediately', 'ahead', 'work', 'council', 'chairman', 'company', 'production_gambs_co', 'kg', 'company', 'production_gambs_co', 'kg', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'pose', 'folder', 'access'] ['ee', 'ee', 'sk', 'ee', 'user', 'can_not', 'stamp', 'time', 'eu_tool', 'data', 'transfer', 'erp', 'yesterday', 'know', 'employee', 'present', 'yesterday', 'absent', 'stamp', 'timing', 'eu_tool', 'work'] ['issue', 'erp_sid', 'page', 'load', 'issue', 'erp_sid'] ['usa', 'outlook', 'access', 'email', 'calendar', 'staff', 'iphone', 'dept', 'rand', 'outlook', 'email', 'access', 'felix', 'hang', 'mobile_device_activation', 'personal_device'] ['liesh', 'laptop', 'can_not', 'boot', 'need', 'resolve_issue', 'error', 'laptop'] ['ship', 'subcontract', 'order', 'rough', 'movement', 'type', 'correspond', 'end', 'product', 'still', 'exists', 'erp', 'pol_check', 'root_cause', 'tx', 'gd_company_handprint_apac', 'wg_dc', 'material', 'issue'] ['provide_detail_issue', 'boot', 'computer', 'blue_screen', 'tablet_dell', 'computer', 'boot', 'blue_screen'] ['pol_check', 'return', 'require', 'enter', 'batch', 'key', 'anything', 'blank', 'gd_company_handprint_apac', 'wg_dc', 'post', 'dn', 'due', 'batch', 'issue'] ['laptop', 'access', 'network'] ['vpn', 'login', 'issue', 'account_lock'] ['dump', 'ql', 'error', 'ql', 'error', 'sid', 'erp', 'system'] ['printer', 'cartridge', 'replacement', 'printer', 'cartridge', 'id'] ['ie', 'launch', 'opening', 'safe_mode', 'no', 'go', 'reset', 'no', 'go', 'disable', 'ie', 'window', 'feature', 'fail', 'disable', 'reboot', 'system', 'work_fine', 'ie', 'launch'] ['ad', 'account_lock', 'password_reset', 'through_password_management', 'tool_password'] ['delete', 'history', 'cache', 'es', 'ing'] ['copier', 'training', 'workshop', 'defective', 'error_message', 'enter', 'faulty', 'service', 'service', 'necessary', 'copy', 'defect'] ['ad', 'account_lock', 'lock', 'computer', 'ad', 'account_lock'] ['unable', 'make', 'receive', 'call', 'skype', 'time', 'warehouse_tool', 'thru', 'lehr', 'toolbox', 'audible', 'heard', 'thru', 'speaker', 'skype', 'issue', 'unable', 'make', 'receive', 'call', 'skype'] ['printer', 'defective'] ['inbox', 'always', 'show', 'several', 'remails', 'read'] ['job_fail', 'no', 'attribute', 'check', 'attachment'] ['account_lock', 'issue'] ['user', 'want', 'report', 'one', 'work', 'system', 'without', 'awareness', 'checked', 'change', 'happen', 'computer', 'erp', 'go', 'back', 'default', 'setting', 'checked', 'feature', 'erp', 'patch', 'instal', 'during', 'time', 'appreciate', 'user', 'ask', 'inform', 'see', 'activity', 'general', 'query', 'dp'] ['user', 'user_id', 'system', 'dew', 'contact', 'phone', 'error_message', 'os', 'integrity', 'constraint', 'downer', 'blusher', 'violate', 'parent', 'key', 'found', 'production', 'specification', 'application', 'server', 'chasid', 'database', 'server', 'oracle', 'gawp', 'setup', 'notification', 'list', 'dew', 'system', 'warn', 'os'] ['account_lock', 'issue', 'remote', 'into', 'user', 'computer', 'remove', 'old', 'password', 'clear', 'temp', 'pref', 'file', 'sign', 'outlook', 'checked', 'skype', 'ran', 'lock', 'status', 'inform', 'user', 'update', 'password', 'mobile_device', 'account_lock', 'issue'] ['bios', 'set', 'computer', 'grid', 'reset', 'automatically', 'start', 'ask', 'completion', 'sem', 'computer', 'start'] ['unable_print', 'erp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_maint', 'no_provider_maint', 'ticket', 'schedule_maintenance_network', 'no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage_india', 'telecomm_vendor', 'mbps', 'circuit_pm_et', 'site', 'telecomm_vendor', 'circuit'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'usa', 'warehouse', 'vpn', 'circuit_pm_et', 'site_primary'] ['unable_connect', 'printer', 'also', 'need', 'scanner', 'download', 'driver', 'jujitsu', 'website', 'run', 'need', 'administrator', 'access', 'unable_connect', 'printer', 'also', 'need', 'connect', 'scanner'] ['laptop', 'startup', 'without', 'ac', 'power', 'cord', 'connect', 'suspect', 'bad', 'battery'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'vpn', 'circuit_pm_et', 'circuit', 'primary'] ['intermittent', 'internet_connection'] ['delivery_note', 'user', 'come', 'printer'] ['system', 'slow', 'start'] ['check', 'router', 'wifi', 'site', 'company', 'south_america', 'bernard', 'campo', 'no', 'possible', 'connect', 'network', 'wifi_network', 'no', 'visible', 'user', 'local', 'need', 'connect', 'remotely', 'doubt', 'return', 'check', 'wifi', 'router', 'site', 'south_america', 'sp', 'st', 'bernard', 'field', 'mercedes', 'benzo'] ['usa', 'print', 'issue', 'usa', 'print'] ['giraffa', 'browser_microcoat_internet_explorer', 'single_sign', 'work', 'sign', 'work'] ['mail_com', 'follow', 'function', 'walk', 'weekly', 'report', 'transfer', 'report', 'incorrect', 'server', 'path', 'collaboration_platform', 'bibliotheke', 'found', 'no', 'synchronization', 'collaboration_platform', 'lote', 'connection', 'possible', 'application', 'technology', 'application_engineer', 'transportation', 'central', 'europe', 'mail', 'mail_com_mail_com', 'germany', 'gambs', 'company', 'www', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'pc', 'problem', 'urgently'] ['unable', 'load', 'engineering_tool'] ['half', 'icon_desktop', 'go', 'after', 'reboot', 'update', 'apply'] ['unable', 'get', 'skype_audio', 'meeting', 'outside', 'vendor'] ['usa', 'oh', 'operator', 'lock', 'miri', 'able', 'scan', 'production', 'tort', 'horal', 'happen', 'twice', 'one', 'week', 'usa', 'oh', 'operator', 'lock', 'miri', 'able', 'scan', 'production', 'capture', 'value', 'add'] ['account_expire'] ['user', 'chicago', 'want', 'update', 'bank', 'detail'] ['bios', 'update'] ['stuck', 'line', 'line', 'warehouse_tool', 'line', 'can_not', 'gi', 'warehouse_tool', 'idea', 'get', 'line', 'warehouse_tool', 'stuck', 'line', 'line', 'warehouse_tool', 'line', 'can_not', 'gi'] ['device', 'type', 'change', 'usa'] ['device', 'run', 'dell', 'tape', 'library', 'backup', 'device', 'run', 'error', 'say', 'open', 'door', 'device', 'run', 'dell', 'tape', 'library'] ['license', 'inquiry', 'license'] ['adobe', 'reader', 'pc', 'suddenly', 'work', 'immediate', 'crash', 'adobe', 'stop', 'work'] ['need', 'access', 'remails'] ['outlook', 'respond', 'error', 'need', 'password'] ['connection', 'problem', 'microcoat', 'collaboration_platform', 'company', 'account'] ['eristic', 'browser_microcoat_internet_explorer', 'follow', 'tc', 'code', 'application', 'incident', 'ticket', 'get', 'folk', 'access', 'erp', 'ticket', 'update'] ['ceti', 'network', 'wireless', 'guest', 'guest', 'guest', 'guest', 'email', 'id', 'contact', 'no', 'location', 'company', 'sponsor', 'email', 'id', 'duration', 'duration', 'guest', 'access', 'today', 'pm_est', 'wireless', 'guest', 'access'] ['intermittent', 'shutdown', 'computer'] ['warehouse_tool', 'issue'] ['can_not', 'make', 'relieve', 'call', 'iphone'] ['get', 'call', 'transfer', 'vitalist', 'user', 'need', 'account', 'mention', 'active', 'account', 'add', 'new', 'product', 'user', 'need', 'account', 'mention', 'active', 'account', 'add', 'new', 'product'] ['set', 'new_laptop', 'remove', 'old', 'one', 'new_laptop', 'set'] ['project', 'collaboration_platform', 'site', 'no_longer', 'create', 'project', 'id', 'new', 'project', 'add', 'example', 'project', 'collaboration_platform', 'site', 'no_longer', 'create', 'project', 'id', 'new', 'project', 'add'] ['blank_call', 'noise'] ['mm', 'create_new', 'material', 'number', 'try', 'build', 'bom', 'put', 'bom', 'say', 'material', 'exist'] ['incident', 'past', 'two', 'day', 'can_not', 'access', 'email', 'km', 'collaboration_platform', 'fix', 'issue', 'occur', 'can_not', 'access', 'email'] ['display', 'monthly', 'information', 'sale', 'approve', 'screen', 'compensation', 'since', 'performance', 'calculation', 'change', 'monthly', 'calculation', 'screen', 'become', 'little', 'confuse', 'display', 'monthly', 'information', 'sale', 'approve', 'screen', 'compensation'] ['engineering_tool'] ['try', 'create', 'ansi', 'iso', 'erp', 'say', 'exists', 'create', 'yesterday', 'afternoon', 'exist', 'erp', 'ansi', 'iso', 'say', 'exists'] ['query', 'owner', 'share_mailbox', 'maw', 'distributor', 'discount'] ['account', 'reactivate'] ['engineering_tool', 'password_reset'] ['unable', 'change_password', 'password_management_tool'] ['unable', 'log', 'email', 'erp', 'collaboration_platform'] ['display', 'barely', 'legible', 'connection', 'telephone', 'call', 'interrupt', 'middle', 'phone', 'extension', 'defective'] ['outlook', 'connect', 'work', 'home', 'office', 'outlook', 'access'] ['unable', 'submit_discount', 'form', 'collaboration_platform'] ['rebate', 'calculate', 'correctly', 'warehouse_tool', 'little', 'rebate', 'wrong', 'calculation', 'erp'] ['reset_password', 'hr_tool', 'sid'] ['need', 'reset_password'] ['reset_password', 'microcoat', 'lynch'] ['keep_get', 'earn', 'report', 'mail', 'title', 'fw', 'job', 'step', 'get', 'correct', 'report', 'detail', 'earnings', 'batch', 'job', 'send', 'current', 'payroll', 'info'] ['instruct', 'change', 'permanently', 'default', 'printing', 'job', 'output', 'erp', 'printer', 'fdub', 'printer', 'fdub', 'also', 'repeat', 'job', 'sent', 'printer', 'fdub', 'between', 'new', 'printer', 'fdub', 'printer', 'change', 'fdub', 'fdub'] ['urgently', 'advise', 'proceed', 'ask', 'review', 'price', 'discount', 'obviously', 'manage', 'tool', 'registration', 'infopath'] ['unable_connect', 'hub'] ['se', 'comment', 'red', 'many', 'folder', 'access', 'globalize', 'homemaking'] ['unblock', 'web', 'page', 'urgently', 'need', 'access', 'technical', 'research', 'mit_gr_en', 'block', 'web', 'page'] ['laptop', 'profile', 'setup_new', 'joiner', 'rikisha', 'profile', 'setup_new', 'joiner'] ['system_sid_sid', 'sid_sid_herp_sid', 'sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'scag', 'conv', 'rule', 'describe_issue', 'need', 'access', 'code', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'attach', 'provide_access_user', 'phialled', 'need', 'erp', 'access', 'scag', 'conv', 'rule'] ['search', 'function', 'directory', 'skype', 'still', 'work'] ['battery', 'def', 'onstage', 'sl', 'get', 'new', 'battery', 'def', 'onstage', 'sl', 'get', 'new', 'phone', 'replacement', 'siemens'] ['pol_check', 'user', 'account', 'account_lock', 'several_time', 'tx', 'lot', 'user', 'gd_company_handprint_apac', 'wg_dc', 'pol_check', 'user', 'account'] ['mail_com_everybody', 'report', 'weekly', 'engineering_tool', 'offer', 'creation', 'reach', 'phone', 'today', 'many', 'cid', 'cid', 'closely', 'application', 'technology', 'application_engineer', 'mail_com', 'germany_company_gambs', 'manage_director', 'problem', 'report', 'weekly', 'engineering_tool', 'offer', 'creation'] ['partner', 'support', 'lantana', 'run', 'bando', 'report', 'go_forward', 'provide_access', 'use', 'base', 'email', 'bando', 'access', 'path', 'require', 'access', 'use', 'site', 'certify', 'content', 'view', 'report', 'finance', 'ipid', 'let_know', 'do', 'appreciate', 'provide_access', 'preferably', 'next', 'bando', 'access', 'request', 'partner'] ['mp', 'fb', 'lock'] ['change', 'yesterday', 'password', 'password', 'since', 'skype', 'application', 'stop', 'work', 'neither', 'new', 'password', 'old', 'error_message', 'undername_password', 'domain', 'appear', 'incorrect', 'skype', 'application'] ['helodes', 'give', 'access', 'partner', 'outscouring', 'company', 'access', 'mailbox'] ['per', 'attach', 'email', 'see', 'issue', 'cache', 'server', 'log', 'also', 'cache', 'server', 'work', 'well', 'also', 'look', 'erp', 'reply', 'raise', 'question', 'cache', 'server', 'accessibility', 'pilm', 'cache', 'server', 'log', 'issue'] ['conduct', 'good', 'movement', 'erp', 'transaction', 'mb', 'plant_plant'] ['get', 'right', 'document', 'type', 'several', 'problem', 'wrong', 'material', 'group', 'show', 'meindre', 'instead', 'default', 'select', 'accounting', 'concenter', 'default', 'order', 'gl', 'account', 'come', 'automatically', 'vet', 'get', 'information', 'requisitioners', 'plant', 'problem', 'get', 'mail', 'colleague', 'person', 'solve', 'issue', 'add', 'soon', 'mail', 'user', 'can_not', 'create', 'purchasing', 'requisition', 'punch', 'catalogue'] ['latitude', 'properly', 'boot', 'get', 'blue', 'empty', 'screen', 'no', 'log', 'mask'] ['latitude', 'boot', 'properly', 'get', 'blue', 'empty', 'screen'] ['support', 'rebuild', 'port'] ['conversion', 'calculator', 'port'] ['setup_new', 'repair'] ['office', 'outlook', 'issue'] ['can_not', 'use', 'copy', 'option', 'engineering_tool', 'get_error_message', 'never', 'work', 'user', 'anticipate', 'access', 'issue', 'can_not', 'use', 'copy', 'option', 'engineering_tool', 'get_error_message'] ['support', 'work'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'start', 'est', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'static', 'vpn', 'since_est', 'site_primary'] ['set', 'new', 'computer', 'change', 'user', 'change', 'computer', 'user', 'telephony_software', 'set', 'change'] ['no', 'registration', 'possible', 'mp', 'fb', 'account', 'block'] ['no', 'network', 'connection', 'make', 'no', 'network', 'connection'] ['email', 'query'] ['erp_sid', 'lock', 'issue', 'password_reset', 'user_id', 'erp_sid', 'lock', 'issue', 'password_reset'] ['mail_com', 'hr', 'still', 'no', 'access', 'aw', 'take', 'survey', 'related', 'ticket'] ['application', 'use', 'work', 'till', 'user', 'able', 'copy', 'save', 'pdf', 'business_client', 'since', 'user', 'able', 'anymore', 'copy', 'save', 'pdf', 'draw', 'business_client'] ['message', 'error', 'connection', 'production', 'hostname', 'no', 'access', 'server', 'possible'] ['authorization', 'add', 'delete', 'member'] ['unable_open', 'outlook', 'client'] ['mail_com', 'no', 'work', 'company', 'production_gambs_co', 'kg', 'shipping', 'logistics', 'ff', 'wear', 'mail_com_mail_com', 'company', 'production_gambs_co', 'kg', 'manage_director', 'globally', 'ticket_tool', 'sent', 'take', 'survey', 'related', 'ticket', 'reply', 'forward', 'email', 'use', 'ticket_tool', 'open', 'new', 'ticket', 'value', 'input', 'take', 'time', 'fill', 'short', 'survey', 'click', 'take', 'survey', 'number', 'ticket', 'resolve', 'short', 'description', 'opening', 'save', 'always', 'message', 'click', 'view', 'link', 'comment', 'edit', 'comment', 'frumpier', 'try', 'give', 'modest', 'access', 'dan', 'aw', 'take', 'survey', 'related', 'ticket'] ['collaboration_platform', 'business', 'dose', 'take', 'credential', 'sync', 'collaboration_platform', 'business', 'sync'] ['can_not', 'receive_mail', 'bank', 'amice', 'yashiro', 'online', 'warty', 'partner', 'member', 'partner', 'staff', 'receive_mail', 'bank', 'resolve', 'one', 'user', 'can_not', 'receive_mail', 'bank', 'amice', 'yashiro', 'online'] ['configure', 'user', 'login', 'mail', 'detail', 'profile', 'email', 'client', 'setup'] ['reinstall'] ['reimage', 'laptop', 'installation'] ['reinstallation', 'laptop', 'installation'] ['job', 'abended_job', 'batch', 'even', 'job_job'] ['delivery', 'create', 'warehouse_tool', 'can_not', 'see', 'reason', 'create', 'resolve_issue', 'warehouse_tool', 'create'] ['login', 'issue', 'checked', 'user_name_ad', 'unlocked_account', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'vip', 'login', 'issue'] ['lefty', 'browser_microcoat_internet_explorer', 'global_telecomm', 'two', 'one', 'connect', 'signal', 'limited', 'global_telecomm', 'two', 'one', 'connect', 'signal', 'limited'] ['permission', 'write', 'read', 'location_germany', 'folder', 'access', 'hostname_team', 'vp', 'project'] ['hostname', 'erp', 'search', 'server', 'server', 'ex_service'] ['notice', 'toyon', 'title', 'incorrect', 'skype', 'correct', 'chairman', 'company', 'president', 'cero', 'title'] ['trail', 'mail'] ['collaboration_platform', 'notebook', 'share', 'people', 'know', 'share', 'notebook', 'can_not', 'remove', 'share', 'status', 'possible', 'use', 'collaboration_platform', 'crm', 'collaboration_platform', 'notebook', 'share', 'people', 'know', 'din', 'share', 'note'] ['error', 'erp'] ['need', 'see', 'unread', 'remails'] ['access', 'obj'] ['multiple', 'page', 'print', 'printing', 'single', 'email', 'checked', 'driver', 'setting', 'update', 'printer_driver', 'abl', 'veto', 'print', 'single', 'word', 'excel', 'pdf', 'document', 'user', 'try', 'print', 'email', 'outlook', 'show', 'multiple', 'page', 'see_attachment', 'multiple', 'page', 'print', 'printing', 'single', 'email'] ['explain', 'delay', 'email', 'send', 'possible', 'earlier', 'outlook', 'version', 'current', 'version', 'outlook', 'delayed', 'send', 'work', 'computer', 'outlook', 'shut', 'email', 'sent', 'restart', 'outlook', 'chance', 'fix', 'delay', 'email', 'send'] ['also', 'add', 'er', 'cf', 'recruiter', 'role', 'also', 'add', 'role', 'access', 'recruit'] ['unable', 'sign_into_skype', 'several', 'day', 'sr', 'corporate', 'paralegal', 'skype', 'login', 'issue'] ['hostname_volume_dev', 'software', 'server_hostname_space_consume', 'remain'] ['hostname_oracle_finance_app', 'financial_management', 'web_tier', 'service_monitor', 'hostname_oracle_finance_app', 'financial_management', 'java', 'server', 'service_monitor', 'hostname_oracle_finance_app', 'financial_management', 'web_tier', 'java', 'server', 'service_monitor'] ['mail', 'training', 'email', 'hint', 'tip', 'create', 'signature', 'link', 'company', 'standard', 'forbidden', 'see', 'link', 'mail', 'say', 'forbidden'] ['undeliverable_mail', 'return', 'ethic', 'mail', 'request', 'undeliverable_mail', 'return', 'ethic', 'mail', 'request', 'advise', 'undeliverable_mail', 'return', 'ethic', 'mail', 'request'] ['enter', 'total', 'order', 'erp', 'round', 'create', 'cent', 'difference', 'order', 'one', 'cause', 'quite', 'bit', 'invoice', 'payment', 'rejection', 'erp', 'round', 'total'] ['two', 'issue', 'miri', 'asks', 'reason', 'code', 'scrap', 'quantity', 'enter', 'zero', 'operator', 'put', 'zero', 'sure', 'enter', 'scrap', 'intend', 'behavior', 'scrap', 'field', 'blank', 'zero', 'system', 'ask', 'scrap', 'reason', 'code', 'enter', 'invalid', 'reason', 'code', 'save', 'button', 'disabled', 'after', 'warn_message', 'operator', 'fix', 'invalid', 'data', 'close', 'confirmation', 'window', 'type', 'information', 'enter', 'fix', 'scrap', 'reason', 'code', 'two', 'issue'] ['kindly', 'install', 'guardian', 'abc', 'bank', 'use', 'internet', 'transaction', 'guardian', 'installation', 'abc', 'bank'] ['user', 'call', 'know', 'outage_usa'] ['svc', 'ticket', 'found', 'nothing'] ['unlocked_account', 'password'] ['opening', 'original', 'engineering_tool', 'error', 'occurs', 'process', 'foh', 'original', 'erp', 'system', 'jacob', 'error', 'unable_open', 'original', 'engineering_tool'] ['issue', 'yesterday', 'call', 'fix', 'issue', 'back', 'work', 'today', 'still', 'can_not', 'get_into', 'email', 'can_not', 'get', 'access', 'email'] ['unable', 'log', 'netweaver'] ['reset_password', 'user', 'duffy', 'forgotten', 'therefore', 'can_not_log_into', 'interaction_desktop', 'provide', 'magdalen', 'new', 'password_reset', 'password', 'telephony_software'] ['currently', 'unable', 'post', 'warehouse_tool', 'doc', 'po', 'advice', 'proceed'] ['write', 'ask', 'thing', 'regard', 'new', 'mailbox', 'name', 'email_address', 'incorrect', 'amend', 'possible', 'change_password', 'online', 'application', 'state', 'impossible', 'would_like', 'able', 'access', 'mailbox', 'use', 'software', 'office', 'possible', 'would', 'configuration', 'data', 'use', 'would_like', 'update', 'signature', 'advise', 'do', 'mailbox', 'configuration'] ['guserid', 'name', 'user', 'unable', 'create', 'ticket_tool', 'ticket', 'user', 'unable', 'log_onto', 'ticket_tool'] ['tool', 'reporter'] ['user', 'chyle', 'issue', 'excel', 'work', 'properly', 'keep', 'go', 'respond', 'restart', 'several_time', 'correct', 'work', 'spreadsheet', 'save', 'minimize', 'open', 'back', 'restart_computer', 'open', 'excel', 'get', 'worksheet', 'happen', 'twice', 'idea', 'try', 'computer', 'plant'] ['usa', 'print', 'check'] ['highlight', 'attachment', 'show', 'active', 'account', 'crm', 'phone', 'highlight', 'attachment', 'show', 'active', 'account', 'crm'] ['hostname', 'erp_sid', 'volume_dev', 'hd', 'server_space_consume_space', 'available'] ['unable', 'attach', 'document', 'erp'] ['netweaver', 'lock'] ['telephony_software', 'software', 'configure'] ['clear', 'skype', 'cache', 'file', 'unable', 'log', 'skype'] ['never', 'use', 'guest', 'wireless', 'access', 'system', 'before', 'today', 'enter', 'saw', 'entry', 'pending', 'account', 'familiar', 'check', 'attach', 'security', 'threat', 'investigate', 'unknown', 'request', 'guest', 'wireless', 'access'] ['review', 'stop', 'user', 'receive_error_message', 'enter', 'net_price', 'no', 'average', 'customer', 'net_price', 'material', 'fn', 'erp', 'simulate', 'transfer', 'price', 'material', 'appear', 'sender', 'reliever', 'material', 'create', 'quantity', 'request', 'quantity', 'stop', 'number', 'error', 'code', 'plant_plant', 'enter', 'net_price', 'fi', 'every', 'issue', 'one', 'hundred'] ['install', 'engineering_tool'] ['netweaver_business_client', 'start'] ['currently', 'impossible', 'enter', 'data', 'cycle', 'follow', 'furnace', 'ald', 'ald', 'ticket', 'eu_tool', 'sinter', 'control', 'center', 'isls', 'bailage', 'rehearse', 'evaluate', 'form', 'side', 'dish', 'tam', 'rehearse', 'input', 'ald', 'ald', 'data'] ['account', 'get', 'lock', 'window'] ['employee', 'computer', 'mfg', 'lunch', 'rm', 'lunch', 'rm', 'computer'] ['delivery', 'mention', 'invoice', 'try', 'manual', 'error', 'billing', 'type', 'determine', 'block', 'billing', 'item', 'relevant', 'billing', 'need', 'resolve', 'before', 'end', 'question', 'contact', 'delivery_note', 'unable', 'warehouse_tool', 'four', 'delivery', 'error', 'indicates', 'block', 'no', 'block', 'order'] ['hostname_pilm', 'conversion_server', 'kirsty', 'ex', 'process', 'count', 'service'] ['unable', 'access', 'drive'] ['sa', 'report', 'schedule', 'run', 'background', 'job', 'show', 'erp', 'inbox', 'allow', 'open', 'show', 'data', 'transmit', 'however', 'encell', 'hang', 'no', 'data', 'show', 'occur', 'upgrade', 'occur', 'log', 'totally', 'erp', 'log', 'see', 'correct', 'situation', 'no', 'success', 'background', 'job', 'erp', 'inbox', 'export', 'into', 'encell', 'after', 'gumi', 'upgrade'] ['attendance_tool', 'untouch', 'clock', 'show', 'application'] ['no', 'connection', 'server', 'no', 'access', 'drive', 'germany', 'no', 'connection', 'server'] ['laptop', 'crash'] ['emea', 'israel', 'company', 'company_eu', 'sr', 'access_sw_since_et', 'israel_israel', 'company', 'company_eu', 'sr', 'access_sw_since_et'] ['hostname', 'public', 'available', 'new', 'server', 'name', 'germany', 'network', 'issue', 'solve', 'server', 'public', 'folder', 'germany', 'available'] ['connection', 'tech', 'top'] ['complete', 'order', 'form', 'vaw', 'visible', 'md', 'mm', 'see_attachment', 'complete', 'order', 'form', 'vaw', 'visible', 'md', 'mm'] ['computer', 'name_service_tag', 'phone', 'audio_work', 'laptop', 'error', 'no', 'device', 'instal', 'error'] ['collaboration_platform', 'pen'] ['get', 'user_id', 'access', 'folder', 'location', 'hostname_team', 'cb', 'enc', 'file', 'hostname_team', 'cb', 'enc', 'warm', 'folder', 'access'] ['repair', 'pdf', 'creator', 'print', 'receipt', 'sp', 'strategy', 'pdf', 'leave', 'character', 'pdf', 'creator', 'repair'] ['wrong', 'address', 'kris', 'warehouse_tool', 'sass', 'org', 'high', 'kris', 'commercial', 'warehouse_tool', 'sale_org', 'print', 'wrong', 'sender', 'address', 'cause', 'legal', 'compliance', 'error', 'german', 'custom', 'revers', 'sale_org', 'address', 'company', 'infrastructure', 'gambs', 'germany', 'today', 'confirm', 'estimate', 'time', 'change', 'sid', 'system', 'asap', 'top', 'request', 'le', 'change', 'back', 'kris', 'warehouse_tool', 'sender', 'address', 'sale_org', 'germany', 'orth'] ['able', 'save', 'file', 'hostname', 'reporting', 'report', 'save', 'able', 'save', 'file', 'hostname'] ['unable_login', 'vpn', 'show', 'user', 'name', 'password', 'match', 'accept', 'current', 'password', 'checked', 'password', 'okay', 'resolve_issue', 'vpn', 'accept', 'password'] ['hostname', 'ex_wrong_number_instance', 'process_ex', 'expect_instance_gte_found', 'hostname', 'ex_wrong_number_instance', 'process_ex'] ['issue', 'unplanned', 'network_outage', 'germany', 'site', 'formerly', 'germany', 'network_resource', 'include', 'telephony_software', 'service', 'phone_number', 'emea', 'unavailable', 'moment', 'fiber', 'cut', 'vicinity', 'site', 'cause', 'issue', 'german', 'telecomm', 'contact', 'after', 'fault', 'identify', 'service', 'expect', 'restore', 'edit', 'start', 'edit', 'estimate', 'time', 'recovery', 'unknown', 'time', 'affected', 'intranet', 'internet', 'resource', 'include', 'telephone', 'service', 'site', 'affected', 'know', 'no', 'available', 'moment', 'cause', 'suspect', 'fiber', 'cut', 'question', 'global', 'service', 'organization', 'leadership', 'bridge', 'line', 'establish', 'order', 'provide', 'timely', 'update', 'line', 'open', 'business', 'unit', 'representative', 'well', 'management', 'leadership', 'bridge', 'line', 'open', 'edit', 'leadership', 'bridge', 'line', 'cert', 'notification', 'network_outage', 'germany', 'formerly', 'germany'] ['no', 'access', 'obj', 'need', 'no', 'access', 'bob'] ['mail_com', 'since', 'change_password', 'no', 'access', 'network_drive', 'vpn', 'work', 'think', 'right', 'thank', 'support', 'access', 'network_drive'] ['mail_com_everybody', 'login', 'password_management_tool', 'password', 'block', 'account', 'enable', 'valid', 'password', 'registration', 'know', 'password', 'use', 'login', 'error'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'paneler', 'ticket', 'update', 'inplant'] ['need', 'change', 'title', 'outlook', 'production'] ['thank', 'reply', 'work', 'user', 'name', 'password', 'use', 'sid', 'also', 'use', 'password', 'pre', 'sleep', 'password', 'use', 'distinctio', 'saluki', 'distributor_tool', 'overview', 'training'] ['able_login', 'into', 'attendance_tool', 'website', 'also', 'available', 'hub', 'issue', 'attendance_tool'] ['issue', 'material', 'complaint', 'come', 'location_plant', 'often', 'go', 'normal', 'bin', 'print', 'transfer', 'order', 'receiver', 'place', 'into', 'normal', 'bin', 'location', 'example', 'delivery', 'complaint', 'pol_check', 'material', 'go', 'bin', 'location', 'automatically', 'pol', 'assign', 'le', 'material', 'complaint', 'ship', 'frt', 'go_into', 'normal', 'bin'] ['excel_file', 'pen', 'default', 'open', 'change'] ['instal', 'surview'] ['problem', 'st', 'hr', 'man', 'vpn'] ['add', 'user', 'ad', 'group'] ['yesterday', 'instal', 'new', 'window', 'update', 'lumen', 'remails', 'synchronize', 'available', 'afternoon', 'case', 'need', 'no', 'email', 'synchro', 'after', 'window', 'update', 'lumen'] ['problem', 'shift', 'schedule'] ['check', 'system', 'allows', 'date', 'sale_order', 'commit_date'] ['unlock', 'guest', 'child', 'company_guest', 'account', 'credential'] ['helodes', 'able', 'open', 'pourpoint', 'slide', 'ask', 'repair', 'error_message', 'after', 'click', 'repair', 'able', 'open', 'pourpoint'] ['problem', 'mit', 'archive_tool'] ['problem', 'java'] ['log', 'vpn', 'server', 'reset_password', 'error', 'log', 'vpn', 'server'] ['respect', 'ticket', 'receive', 'access', 'security', 'open', 'data', 'designer', 'application', 'receive', 'error', 'attach', 'incident', 'checked', 'rids', 'session', 'dev', 'bod', 'data', 'designer', 'work_fine', 'session', 'hence', 'request', 'assist', 'early', 'access', 'require', 'kt', 'upcoming', 'project', 'request', 'request', 'access', 'server_hostname', 'hostname', 'quality'] ['move', 'stock', 'sale_order', 'unrestricted', 'stock', 'mm', 'pic', 'due', 'sr', 'allow', 'stock', 'movement', 'kindly', 'advise', 'back', 'erp', 'move', 'stock', 'sale_order', 'unrestricted', 'stock', 'mm', 'pic'] ['measure', 'gerate', 'alkanal', 'pdf', 'dasein', 'warden', 'gedeckt', 'pdf_file', 'create', 'measure', 'gerate', 'alkanal', 'pdf', 'dasein', 'gedeckt'] ['engineering_tool', 'business_client', 'vpn', 'engineering_tool', 'issue'] ['engineering_tool', 'loin'] ['mail_com', 'material', 'no', 'use', 'purchasing', 'analyst', 'supply', 'planning', 'mail', 'mail_com_mail_com', 'message', 'designate_recipient', 'use_contain', 'privileged', 'applicable_law', 'confidentiality', 'non', 'disclosure', 'content', 'addition', 'designate_recipient', 'person', 'strictly_prohibit', 'dissemination_distribution', 'copying', 'message', 'receive_message', 'mistake', 'notify_sender_delete_message', 'message', 'designate_recipient', 'use_contain', 'privileged', 'applicable_law', 'confidentiality', 'non', 'disclosure', 'content', 'addition', 'designate_recipient', 'person', 'strictly_prohibit', 'dissemination_distribution', 'copying', 'message', 'receive_message', 'mistake', 'notify_sender_delete_message', 'need', 'support'] ['kindly_resolve', 'ticket', 'wifi', 'company_guest', 'slowly', 'advise', 'solution', 'fix', 'way', 'find', 'attach', 'wifi', 'package', 'apac', 'office', 'domestic', 'mbps', 'international', 'mbps', 'user', 'pax', 'office', 'kindly', 'suggestion', 'need', 'package', 'change', 'check', 'package', 'local', 'internet', 'provider', 'vendor', 'wifi', 'company_guest', 'issue', 'apac', 'refer'] ['receive', 'call', 'hold', 'music', 'play', 'side', 'disconnect'] ['erp_sid', 'module', 'two', 'error', 'between', 'good_receipt', 'po', 'po', 'no', 'po', 'no', 'po', 'net_price', 'po', 'quantity', 'po', 'price', 'good_receipt', 'price', 'usually', 'po', 'price', 'good_receipt', 'price', 'price', 'two', 'case', 'check', 'reason', 'price', 'error', 'between', 'good_receipt', 'po', 'sid'] ['account_lock', 'password_expire'] ['request', 'unlock', 'erp', 'login', 'account', 'erp', 'login', 'account_lock'] ['email_address', 'pick', 'automatic'] ['would', 'change', 'email', 'shipping', 'notification', 'customer'] ['would_pol', 'create_delivery_note_stop', 'something', 'error', 'unable', 'create', 'plant', 'pol', 'create_delivery_note_stop'] ['coat', 'silk', 'workshop', 'telephone', 'tube', 'failure'] ['no', 'network', 'network', 'icon', 'bottom_right', 'display', 'connect', 'network', 'network', 'issue'] ['opening', 'discount', 'phone', 'appear', 'want', 'download', 'ap', 'phone', 'ok', 'fwd', 'collaboration_platform'] ['excel_file', 'opening', 'error', 'proceed', 'view', 'file', 'hang', 'connect', 'user', 'system_use_televiewer', 'unchecked', 'protect', 'view', 'option', 'caller_confirm', 'able', 'ope', 'excel_file', 'issue_resolve', 'excel_file', 'opening', 'error', 'proceed', 'view', 'file', 'hang'] ['log', 'computer', 'lock', 'computer', 'id', 'hohokam', 'log', 'computer', 'lock', 'computer'] ['user', 'unable', 'hotel', 'wi_fi', 'advise', 'user', 'shut', 'pc', 'sec', 'restart', 'device', 'open', 'network', 'center', 'enable', 'wi_fi', 'connection', 'caller_confirm_able_login', 'issue_resolve', 'user', 'unable', 'hotel', 'wi_fi'] ['believe', 'computer', 'download', 'new', 'semantic_endpoint', 'encryption', 'see_agent', 'concerned', 'yet', 'receive', 'email', 'almost', 'ago', 'semantic_endpoint', 'encryption', 'see_agent', 'deployment'] ['remails', 'filter', 'remove', 'still', 'remails', 'sent', 'instead', 'need', 'remails', 'reset', 'outlook', 'dhyana_sale_gl', 'inplant'] ['erp', 'login', 'sid', 'miss', 'connect', 'user', 'system_use_televiewer', 'configure', 'erp_sid', 'user', 'pc', 'caller_confirm_able_login', 'issue_resolve', 'erp', 'login', 'sid', 'miss'] ['request', 'provide_detail', 'support', 'beacon', 'india', 'provide', 'technical', 'support', 'usage', 'msg', 'design', 'simulation'] ['unable', 'access', 'sale', 'tab'] ['screen', 'person', 'see', 'mouse', 'error', 'beshroud', 'screen', 'whenever', 'give', 'access', 'machine', 'view', 'appear', 'advise', 'correct', 'want', 'give', 'everyone', 'access', 'pc', 'order', 'screen', 'share', 'skype', 'screen', 'share', 'issue'] ['inbox', 'overwhelmed', 'notification', 'write', 'error', 'appear', 'related', 'south_america', 'fe', 'guserid', 'affiliate', 'fe', 'transaction', 'see_attach', 'receive', 'follow', 'notification', 'erp_sid'] ['get', 'follow', 'error', 'try', 'submit', 'request', 'look_into', 'marty', 'error', 'submit_discount', 'request', 'form', 'collaboration_platform'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power_outage', 'cantabrian', 'site_hard', 'pm_et', 'no_backup_circuit', 'site'] ['blank_call', 'no', 'number', 'no', 'warehouse_tool'] ['change', 'mass', 'mm', 'plant', 'erp', 'pilm', 'change', 'bomb', 'plant'] ['receive', 'reporting_tool', 'alert', 'pm_et', 'hostname', 'connect', 'connect', 'message', 'hostname', 'connect', 'connect'] ['need', 'get', 'phone', 'link', 'email', 'skype', 'see_attach', 'employee', 'own', 'mobility', 'agreement'] ['user', 'attempt', 'create', 'stock_transfer', 'order', 'erp', 'follow', 'situation', 'receive', 'error', 'sender', 'reliever', 'material', 'create', 'quantity', 'request', 'quantity', 'stop', 'number', 'error', 'code', 'plant_plant', 'error', 'net_price', 'calculation', 'item', 'correct', 'plant_plant', 'enter', 'net_price', 'someone', 'review', 'pricing', 'see', 'error', 'receive', 'analyst', 'create', 'stop', 'average', 'customer', 'net_price', 'ctf', 'exists', 'no', 'error', 'no', 'average', 'customer', 'net_price', 'exists', 'system', 'automatically', 'simulate', 'price', 'stock_transfer', 'order', 'error', 'pricing', 'transfer', 'pricing'] ['error_message', 'state', 'specify', 'path', 'exist', 'erp', 'login', 'error_message'] ['ext', 'since_yesterday', 'unable', 'get', 'microcoat', 'email', 'usually', 'go', 'km', 'home_page', 'go', 'email', 'page', 'keep', 'load', 'go', 'email', 'page', 'can_not', 'get', 'access', 'email'] ['import', 'device', 'type', 'setting', 'system'] ['es', 'login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'reset_password', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'collaboration_platform', 'login', 'issue'] ['sometimes', 'need', 'send', 'material', 'vendor', 'manufacturing', 'different', 'new', 'intens', 'company', 'case', 'sent', 'mm', 'external', 'vendor', 'system', 'make', 'two', 'different', 'movement', 'one', 'plant_plant', 'another', 'plant_plant', 'problem', 'can_not', 'create', 'nota', 'financial', 'topical', 'can_not', 'reverse', 'moniment', 'material', 'post', 'two', 'different', 'plant', 'display', 'material', 'document', 'move'] ['unlocked', 'erp', 'password'] ['user', 'call', 'update'] ['would_like', 'login', 'password', 'partner', 'dp', 'technology', 'tomorrow', 'possible', 'create', 'erp', 'login', 'password', 'esprit'] ['create_delivery_note', 'reflect', 'correct', 'quantity', 'save', 'default', 'full', 'quantity', 'attach', 'listing', 'line_item', 'quantity', 'need', 'shipment', 'need', 'make', 'day', 'customer', 'need', 'need', 'create', 'partial', 'delivery', 'today', 'structure', 'use', 'high', 'level', 'linkage'] ['discover', 'lead', 'form', 'road', 'king', 'beyond', 'evolution', 'work', 'page', 'found', 'click', 'banner', 'english', 'homeplace', 'try', 'click', 'call', 'action', 'button', 'see_attach', 'also', 'page', 'qaf', 'use', 'ing', 'also', 'work', 'content', 'company', 'en', 'recs', 'responsive', 'recs', 'html', 'lead', 'form', 'component', 'work', 'prod'] ['computer', 'load', 'temp', 'profile', 'whenever', 'user', 'log', 'id', 'password', 'user_id', 'computer', 'load', 'temp', 'profile', 'whenever', 'user', 'log', 'id', 'password'] ['post', 'login', 'screen', 'receive', 'attach', 'error', 'reinstall', 'java', 'recommend', 'version', 'bit', 'delete', 'engineering_tool', 'install', 'data', 'folder', 'retry', 'install', 'still', 'no', 'go', 'verify', 'login', 'ability', 'sid', 'system', 'id', 'password', 'contact', 'get', 'access', 'new', 'pc', 'erp', 'pilm', 'engineering_tool', 'start', 'error'] ['work', 'usa', 'il', 'plant', 'enter', 'order', 'erp', 'would', 'always', 'kick', 'delivery_note', 'reason', 'stop', 'printing', 'receive', 'delivery_note', 'recondition', 'order', 'screen_shot', 'show', 'set', 'printer', 'output', 'device', 'qv', 'make', 'delivery_note', 'automatic', 'like', 'previously', 'printer', 'kick', 'delivery_note'] ['unable_launch', 'hr_tool_etime'] ['can_not', 'open', 'ppt', 'file', 'attach', 'email', 'give', 'repair', 'error'] ['unable', 'see', 'remails'] ['vip', 'unable_login', 'hub'] ['create_delivery_note', 'material', 'ship', 'plant', 'also', 'advice', 'apod', 'work', 'correct', 'corrective', 'action', 'require', 'yi', 'reason', 'cause', 'error', 'investigate', 'create_delivery_note', 'plant_plant', 'sdlc', 'apod', 'error', 'hilt'] ['unable_login', 'dell_tablet'] ['always', 'get', 'error', 'limited', 'connectivity', 'even_after', 'good', 'network', 'telecomm_vendor', 'internet', 'through', 'telecomm_vendor', 'work'] ['unable', 'download', 'software'] ['giraffa', 'browser_microcoat_internet_explorer', 'request', 'draw', 'access', 'erp', 'model', 'access', 'drawing'] ['remapped', 'take', 'survey', 'related', 'ticket'] ['delivery_note', 'generate', 'delivery', 'wrong', 'delivery', 'piece', 'one', 'colleague', 'generate', 'dn', 'actually', 'piece', 'pic', 'mm', 'delivery_note', 'print', 'notice', 'show', 'deliverable', 'piece', 'pic', 'instead', 'pic', 'erp', 'allow', 'earlier', 'issue', 'reference', 'ticket', 'delivery_note', 'generate', 'delivery', 'wrong', 'delivery', 'piece'] ['german', 'call', 'caller', 'disconnect', 'after', 'hearing', 'english'] ['software', 'installation'] ['caller', 'id', 'display', 'user', 'desk', 'phone', 'display', 'correctly'] ['need', 'add', 'additional', 'mailbox'] ['erp', 'connection', 'issue'] ['erp', 'sid_sid', 'want', 'reset_password', 'reset_password', 'peri', 'ak', 'erp_production_cm'] ['kiosk_user', 'account_expire'] ['can_not', 'open', 'attachment', 'iowa', 'show', 'white', 'screen', 'opening'] ['can_not', 'access', 'crm', 'contact_info', 'can_not', 'access', 'crm'] ['performance', 'improvement', 'supervisor'] ['unlock', 'erp', 'account', 'know', 'password_reset', 'password', 'erp', 'production', 'erp'] ['skype', 'let', 'sign', 'say', 'address', 'typed', 'valid'] ['unlock', 'user_id', 'hotline', 'can_not', 'reach', 'user_id', 'lock'] ['mail_com', 'good_day', 'important', 'complete', 'data', 'delete', 'even', 'cloud', 'folder', 'vaw', 'completely', 'delete', 'restore', 'vaw', 'folder', 'date', 'yesterday', 'work', 'important', 'sale_engineer', 'mail', 'mail_com_mail_com', 'germany_company_gambs', 'manage_director_message_unique', 'determine_solely_use_contain', 'information_cover_protection_confidential', 'applicable_law_disclosure_spread', 'distribution_duplication_message_people', 'intend_recipient_strictly_prohibit', 'message_receive_due', 'notify_sender_delete_message', 'company_post_select_follow', 'link_view_alternate_language', 'collaboration_platform', 'cloud', 'folder', 'delete'] ['system_sid_sid', 'sid_sid_herp_sid', 'sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'pilm', 'general', 'pilm', 'change', 'coordinator', 'sprot', 'describe_issue', 'create', 'user', 'account', 'erp', 'incident', 'sid_sid', 'set', 'user', 'type', 'dialog', 'since', 'erp', 'need', 'business_client', 'access', 'create', 'er', 'open', 'wots', 'hatty', 'connection', 'also', 'would', 'need', 'active_directory', 'account', 'give', 'access', 'role', 'pilm', 'general', 'pilm', 'change', 'coordinator', 'sprot', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'external', 'erp', 'user', 'provide_access_user', 'need', 'erp', 'access', 'user', 'erp', 'incident'] ['run', 'job_job', 'cust', 'db', 'file', 'run', 'job_job', 'cust', 'db', 'file', 'assign', 'ticket', 'busbar', 'munandi'] ['transaction', 'user', 'no_longer', 'process', 'transaction', 'assist', 'restore', 'cross', 'company', 'erp', 'allow'] ['service', 'need', 'forward', 'quote', 'drawing', 'create', 'link', 'mem', 'standard', 'procedure', 'un', 'know', 'reason', 'mm', 'show', 'link', 'draw', 'moreover', 'able', 'add', 'document', 'number', 'manually', 'fix', 'need', 'forward', 'pc', 'towards', 'successful', 'manufacturing', 'pc'] ['mail_com', 'erp', 'need', 'update', 'report', 'pd', 'upload', 'time', 'erp', 'cm', 'new', 'eight', 'digit', 'employee', 'number', 'see', 'sent', 'mail_com', 'cc', 'aw', 'comment_add', 'everybody', 'provide', 'erp', 'upload', 'pd', 'upload', 'time', 'must', 'also', 'pernor', 'max', 'adapt', 'provide', 'length', 'cid', 'make', 'accordingly', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'erp', 'cm', 'pd', 'upload', 'time'] ['database', 'yet', 'open', 'reboot', 'pc', 'ago', 'error', 'before', 'inplant'] ['access', 'business', 'center', 'database', 'ce', 'work'] ['post', 'code', 'miro', 'error_message', 'warehouse_tool', 'document', 'still', 'contains', 'message', 'po', 'error_message', 'warehouse_tool', 'document', 'still', 'contrail', 'message'] ['check', 'def', 'monitor', 'exchange', 'through', 'ventilation', 'control', 'boiler', 'room', 'contact', 'soler', 'def', 'change', 'monitor'] ['usa', 'access', 'enable', 'post', 'good', 'issue', 'return', 'delivery', 'angelique', 'contek', 'access', 'requite', 'post', 'good', 'issue'] ['outlook', 'hang', 'open'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'est', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage', 'company_eu', 'zarf', 'vpn', 'since_est', 'site_primary'] ['pc', 'purely', 'necker', 'probably', 'faulty', 'machine', 'stand'] ['printer', 'toner', 'change'] ['fan', 'defective', 'computer', 'video', 'surveillance'] ['request', 'sb', 'external_monitor', 'new', 'desk', 'space', 'sb', 'monitor'] ['get', 'error', 'no', 'available', 'backened', 'system', 'see_attach', 'error_message', 'purchasing', 'user', 'work', 'seem', 'something', 'user', 'can_not', 'create', 'purchasing', 'requisition', 'punch', 'catalogue'] ['setup', 'computer'] ['need', 'network', 'cable', 'eyeservice', 'need', 'remain', 'connect', 'permanently', 'need', 'network', 'cable', 'eyeservice'] ['problem', 'lan', 'play'] ['issue', 'try', 'create', 'opportunity', 'crm', 'see', 'account', 'name', 'normally', 'work', 'connect', 'engineering_tool', 'solve', 'issue', 'account', 'name', 'seem', 'crm'] ['pdf', 'get', 'convert', 'accessible', 'model', 'def', 'accessible', 'conversion', 'issue', 'draw', 'xd'] ['mam', 'face_issue', 'attendance_tool', 'follow_message', 'show', 'show', 'single_sign_portal', 'also', 'kindly_resolve_issue', 'attendance_tool', 'issue'] ['browser_microcoat_internet_explorer', 'after', 'change', 'login', 'id', 'password', 'password_management_tool', 'password', 'manger', 'successful', 'restart', 'system', 'outlook', 'skype', 'pop', 'password', 'request', 'log', 'after', 'change', 'login', 'id', 'password', 'password_management_tool', 'password', 'manger', 'successful', 'restart', 'system', 'outlook', 'sky'] ['unable', 'send', 'receive', 'email'] ['unable_login', 'attendance_tool', 'use', 'single', 'logion', 'portal', 'link', 'unable_login', 'into', 'attendance_tool'] ['attend', 'mention', 'problem', 'early', 'system', 'name', 'user', 'name', 'problem', 'display', 'come', 'monitor', 'system', 'get', 'continuously'] ['contact', 'phone', 'system', 'window', 'error_message', 'refer_attachment', 'microcoat', 'office', 'software', 'problem', 'access', 'link', 'pop', 'warn', 'computer', 'limitation'] ['would', 'set', 'email', 'shipping', 'notification', 'customer', 'shipping', 'notification'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'est', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'no_equipment', 'reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'naa', 'no_additional_diagnostics_network', 'outage', 'company_eu', 'che', 'company', 'switzerland', 'vpn', 'no', 'backup', 'since_pm_est'] ['pc', 'defective', 'drove', 'automatically', 'start', 'ask', 'completion', 'sem'] ['set', 'result', 'return', 'regardless', 'leave', 'field', 'blank', 'select', 'material', 'advanced', 'search', 'use', 'material', 'field', 'form'] ['able', 'open', 'jpg', 'image', 'file', 'pc', 'pl', 'able', 'open', 'jpg', 'image', 'file'] ['usa', 'robot', 'outlook', 'complete', 'time', 'kirtled', 'alert', 'reporting_tool', 'since_pm_et'] ['job_job_fail_job', 'scheduler_job', 'job', 'run', 'longer', 'minute'] ['occurrence', 'people', 'get', 'user_authentication_fail', 'error', 'tort', 'horal', 'thymate', 'unresolved', 'unresolved', 'check', 'root_cause', 'unlock', 'operator', 'password', 'log_into', 'miri', 'report', 'production', 'lee', 'able', 'get', 'through_password_management', 'tool', 'unlock', 'password', 'try', 'min', 'see', 'work', 'others', 'get', 'fail', 'verify', 'password', 'active_directory', 'error', 'get_into', 'password_management_tool', 'help', 'unlock', 'tony', 'password', 'get', 'error', 'after', 'minute', 'able', 'resolve', 'tort', 'horal', 'password', 'issue', 'before', 'end', 'shift', 'usa', 'unresolved', 'miri', 'password', 'lockout', 'employee', 'get', 'user_authentication_fail', 'error', 'can_not', 'confirm', 'production'] ['dell', 'blue_screen', 'error', 'user', 'recover', 'safe_mode', 'restart', 'option', 'do', 'service_tag', 'asset', 'tag', 'win', 'dell', 'blue_screen', 'error'] ['distributor_tool', 'page', 'error'] ['browser_microcoat_internet_explorer', 'send', 'automatic', 'erp_gumi', 'upgrade', 'send', 'automatic', 'erp_gumi', 'upgrade'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_india', 'india', 'company', 'hard_since', 'pm_et'] ['vpn_connection', 'issue', 'connect', 'user', 'system_use_televiewer', 'change', 'default', 'browser', 'advise', 'caller', 'logion', 'company', 'vpn', 'caller_confirm_able_login', 'issue_resolve', 'vpn_connection', 'issue'] ['mobile_device_activation', 'new', 'iphone'] ['usa_plant', 'work_center', 'reecho', 'show', 'mention', 'field', 'reference', 'collaboration_platform', 'decimal', 'value', 'daily', 'qty', 'confirm', 'id', 'ab', 'bch', 'bandage', 'id', 'bcf', 'addend', 'decimal', 'value', 'daily', 'qty', 'confirm'] ['supervisor', 'td', 'frozen', 'date', 'alert', 'populate', 'correctly', 'reference', 'collaboration_platform', 'frozen', 'date', 'id', 'ab', 'bch', 'bandage', 'id', 'de', 'ac', 'addend', 'td', 'frozen', 'date', 'alert', 'issue'] ['email', 'kanchil', 'usa', 'confirmation', 'time', 'calculate', 'miri', 'one', 'example', 'found', 'miri', 'use', 'work_center', 'factory', 'calendar', 'exclude', 'weekend', 'time', 'calculation', 'case', 'detail', 'page', 'collaboration_platform', 'time', 'calculation', 'erp', 'id', 'ab', 'bch', 'bandage', 'id', 'addend', 'setup', 'time', 'calculate', 'properly'] ['global', 'erp', 'crm', 'investigate', 'espinos', 'employee', 'account', 'erp', 'crm', 'recognize', 'employee', 'refer', 'attach', 'email', 'employee', 'employee', 'account', 'erp', 'crm', 'displayed', 'search', 'use', 'role', 'employee', 'find', 'employee', 'account', 'erp', 'crm', 'specify', 'role', 'employee', 'global', 'erp', 'crm', 'investigate', 'espinos', 'employee', 'account', 'erp', 'crm', 'recognize', 'employee'] ['erp', 'miri', 'search', 'machine', 'number', 'type', 'work_center', 'number', 'pop', 'box', 'machine', 'field', 'work', 'time', 'event', 'normal', 'confirmation', 'work', 'collective', 'header', 'level', 'search', 'work_center', 'machine', 'field', 'collective', 'confirmation', 'header', 'level'] ['appear', 'access', 'change', 'value', 'condition', 'tab', 'review', 'issue', 'need', 'complete', 'quote', 'convert', 'use', 'kg', 'instead', 'rub', 'kg', 'can_not', 'change', 'condition', 'tab'] ['quadra', 'cheki', 'pc', 'start', 'power', 'connect', 'nithing', 'button', 'press'] ['since', 'owner', 'left_company', 'reallocate', 'ownership', 'subside', 'name', 'collaboration_platform', 'site', 'ownership'] ['never', 'able', 'open', 'file', 'collaboration_platform', 'keep', 'ask', 'email_address', 'password', 'even_after', 'enter', 'keep', 'come', 'back', 'vip', 'unable_open', 'file', 'collaboration_platform'] ['either', 'can_not', 'access', 'company', 'collaboration_platform', 'after', 'company', 'collaboration_platform', 'page', 'stuck', 'blank', 'page', 'outlook', 'office', 'com', 'show', 'can_not', 'access', 'company', 'collaboration_platform'] ['review', 'quantity', 'attach', 'order', 'acknowledgement', 'quantity', 'column', 'weight', 'kg', 'correct', 'description', 'field', 'qty', 'kg', 'incorrect', 'correct', 'quantity', 'value', 'kg', 'area', 'erp', 'order', 'acknowledgement', 'weight', 'difference'] ['unable', 'load', 'collaboration_platform'] ['intermittent', 'flap', 'cl', 'link', 'india', 'company', 'cl', 'circuit', 'intermittently', 'flap', 'since_pm_est', 'site', 'active', 'primary'] ['review', 'approver', 'level', 'ross', 'director', 'sale', 'time', 'approve', 'credit', 'memo', 'time', 'workfellow', 'happen', 'approve', 'credit', 'memo', 'several_time'] ['unable_login', 'replacement', 'laptop', 'show', 'no', 'connection', 'server'] ['network', 'kindly_look_into', 'issue', 'skype', 'connectivity', 'flicker', 'automatically', 'sign', 'signing', 'back', 'no', 'fb', 'online', 'outage', 'office', 'server', 'end', 'issue', 'multiple', 'user', 'kindly', 'keep', 'ticket', 'priority', 'seve', 'till', 'issue_resolve', 'skype', 'connectivity', 'flicker', 'automatically', 'signout', 'signing', 'back', 'no', 'fb', 'online', 'outage', 'server', 'end'] ['unable', 'access', 'kindly_needful', 'unable', 'access', 'net_weaver'] ['tam', 'proc', 'incorrectly', 'inner', 'join', 'previous', 'td', 'revenue', 'left', 'join', 'wont', 'result', 'empty', 'result', 'set', 'no', 'previous', 'revenue', 'aka', 'first', 'period', 'financial', 'topical', 'year', 'proc', 'assign', 'indirect', 'revenue'] ['several', 'day', 'can_not_log_into', 'workstation', 'telephony_software', 'say', 'use', 'specify', 'attachment', 'station', 'want', 'log_into', 'always', 'use', 'advise', 'pianosa', 'can_not_log_into', 'work', 'station'] ['send', 'input', 'download', 'draw', 'always', 'get', 'reply', 'email', 'sent', 'still', 'get', 'email', 'example', 'input', 'mail', 'input', 'sale', 'doc', 'delivery', 'doc', 'billing', 'doc', 'purchasing', 'doc', 'pur', 'sch', 'agr', 'mat', 'draw', 'doc', 'num', 'language', 'mail', 'id', 'download', 'flag', 'document', 'number', 'special', 'material', 'pdf', 'draw', 'send', 'input', 'expect', 'sends', 'email', 'definitely', 'sends', 'email', 'fine', 'however', 'reply', 'get', 'erp', 'always', 'email', 'sent', 'make', 'sense', 'get', 'email', 'important', 'download', 'file', 'tp', 'site', 'work_fine', 'return', 'valid', 'message', 'even', 'successfully', 'send', 'email', 'download', 'draw', 'response', 'error', 'even_though', 'succesful', 'email', 'receive'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'kingston', 'pa', 'site_hard_since_et', 'no', 'backup'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'nv', 'divestiture', 'site_secondary', 'circuit_since_et', 'primary'] ['need', 'email', 'account', 'tab', 'remove', 'main', 'email', 'new', 'one', 'add', 'need', 'remove', 'intl', 'usa', 'grind', 'intl', 'usa', 'grind', 'westmost', 'rc', 'westmost', 'rc', 'one', 'add', 'remails'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_south', 'africa_sa', 'secondary_circuit', 'since_et', 'primary', 'circuit'] ['feature', 'road', 'king', 'page', 'expand', 'click', 'div', 'container', 'suppose', 'open', 'show', 'additional', 'content', 'no_longer', 'work', 'page', 'see_attach', 'roading', 'feature'] ['mail_com', 'gentleman', 'use', 'vpn', 'follow_error_message', 'get', 'time', 'come', 'cid', 'third', 'try', 'cid', 'undername_password', 'order', 'check', 'solve', 'thank', 'adv', 'letted', 'problem', 'vpn', 'client'] ['sc', 'trp', 'sr', 'eths', 'analyst', 'require', 'access', 'canadian', 'legal', 'reporting', 'website', 'thank', 'advance'] ['user', 'able', 'connect', 'drive'] ['make', 'skype_call', 'through', 'pc', 'hear', 'hear', 'skype_call', 'work'] ['whalery', 'browser_microcoat_internet_explorer', 'erp', 'issue', 'login', 'login', 'available', 'logion', 'miss', 'erp'] ['see_attach', 'semantic', 'message', 'keep_get', 'every_time', 'switch', 'lap', 'top', 'semantic', 'software', 'message'] ['unable', 'boot', 'system', 'window'] ['netweaver', 'password', 'work'] ['bluetooth', 'mouse', 'work'] ['unable_login', 'past', 'see'] ['error', 'security_incident', 'sw_incident', 'no', 'suspicious_pc_geobios_activity', 'hostname'] ['downgrade', 'ie'] ['warehouse_tool', 'quality', 'issue', 'high', 'link', 'utilization', 'usa'] ['monitor', 'orientation', 'error'] ['company_own', 'iphone', 'steal'] ['microcoat', 'password_reset'] ['browser_microcoat_internet_explorer', 'call', 'erp', 'engineering', 'bolometer', 'computer', 'no', 'foundry', 'port', 'floor', 'sample', 'analyze', 'shut', 'port', 'floor', 'critical', 'password', 'work'] ['get', 'amenty'] ['etime', 'work'] ['check', 'josh', 'phone'] ['setup', 'access', 'ethic'] ['server', 'migration', 'germany', 'able', 'access', 'file', 'folder', 'ce', 'new', 'server'] ['source_vip_source_host', 'ch', 'center', 'com', 'destination_vip_destination_host', 'android', 'system', 'name', 'user', 'sal', 'location_sum', 'status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event', 'deny', 'imp_imp', 'type', 'code', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'erratas', 'com', 'source_vip', 'elocation', 'atlanta', 'usa', 'connection_directionality_incoming_protocol', 'imp', 'device_information_device_vip', 'device', 'company_internal_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_event', 'id_ontology', 'id_event', 'type_id_agent', 'id_event_detail_asa', 'deny', 'imp', 'type', 'code', 'interface', 'outside', 'security_incident', 'possible', 'tor', 'activity', 'source', 'android'] ['no', 'access', 'data', 'server', 'proceed', 'customer', 'order', 'server', 'migration', 'germany'] ['try', 'attach', 'tax', 'exemption', 'form', 'customer', 'account', 'erp', 'able', 'access', 'network_drive', 'store', 'receive_error_message', 'attach', 'message', 'incident', 'try', 'access', 'drive', 'erp', 'allow', 'create', 'attachment', 'customer', 'account'] ['user', 'question', 'use_password_management', 'tool_password'] ['header', 'get', 'pop', 'erp_gumi', 'security', 'say', 'system', 'try', 'create', 'file', 'erp', 'erp_gumi', 'msg', 'directory', 'erp', 'erp_gumi', 'want', 'usa', 'permission', 'modify', 'parent', 'directory', 'subdirectory', 'give', 'choice', 'allow', 'deny', 'can_not', 'open', 'attachment', 'overtime', 'click', 'something', 'erp', 'hear', 'annoy', 'cluck', 'sound', 'also', 'try', 'access', 'document'] ['replace', 'current', 'laptop', 'replace', 'current', 'laptop'] ['drive', 'come'] ['email', 'update'] ['password', 'lock', 'log', 'company', 'network', 'sign', 'password', 'problem'] ['erp', 'blank_screen'] ['unable', 'start', 'computer', 'show', 'startup', 'repair'] ['file', 'attach', 'crm', 'try', 'work', 'rar', 'extension', 'can_not', 'open', 'file', 'know', 'rar', 'file', 'try_open', 'file', 'attach', 'crm', 'extension', 'rar', 'can_not', 'open', 'file'] ['provide', 'read_write_access', 'follow', 'folder', 'drive', 'pu', 'coat', 'data', 'base', 'database', 'production', 'data', 'day', 'wise', 'pu', 'coat', 'data', 'base', 'database', 'production', 'data', 'wise', 'pu', 'coat', 'data', 'base', 'database', 'pu', 'production', 'database', 'computer', 'name', 'user_id', 'detail', 'per', 'list', 'sloo', 'system', 'number', 'user', 'access', 'read_write', 'kuttar', 'pu', 'coat', 'grind', 'operation', 'read_write_access', 'drive', 'folder'] ['unable', 'outlook'] ['need', 'password', 'set', 'quality', 'assurance', 'area', 'sid', 'reset_password', 'sid', 'erp'] ['create', 'work', 'schedule', 'pers', 'nr', 'work', 'hour', 'week', 'hour', 'work', 'day', 'start', 'create', 'work', 'schedule', 'pers', 'nr'] ['skype', 'disconnect', 'skype_call', 'time', 'minute', 'germany', 'during', 'conference_call', 'also', 'interconnection', 'slow', 'skype', 'disconnect', 'skype_call', 'time', 'minute', 'germany', 'during', 'conference_call'] ['need', 'deliver', 'statement', 'ted', 'work', 'update', 'ted'] ['vip', 'semantic', 'login', 'synch', 'password', 'through', 'mitanni', 'password', 'system', 'update', 'synch', 'semantic', 'password'] ['release', 'hr', 'access', 'right', 'folder', 'ce', 'leader'] ['set', 'back', 'document', 'status', 'disposable', 'work', 'planner', 'work', 'manager', 'te', 'coat', 'te', 'te', 'cut', 'plate', 'sk', 'vd', 'coat', 'xl', 'set', 'back', 'document'] ['sid', 'erp', 'production', 'account_lock', 'unable_login', 'erp'] ['reset_password', 'erp', 'user', 'mistake', 'block', 'account', 'enter', 'time', 'wrong', 'password_reset', 'password', 'erp', 'account', 'block'] ['advise', 'step', 'take', 'allow', 'attach', 'spreadsheet', 'refresh', 'data', 'crm', 'error_message', 'get', 'open', 'enable', 'content', 'regional', 'key', 'account', 'misc', 'east', 'coast', 'excel', 'update', 'crm'] ['archive', 'remails', 'la', 'found', 'able', 'see', 'remails', 'local', 'pc', 'support', 'checked', 'find', 'well', 'urgently', 'need', 'remails', 'advise', 'miss', 'archive', 'email'] ['password', 'misplace', 'misplace', 'password'] ['sir', 'madame', 'call', 'ag', 'cedi', 'order', 'sb', 'short', 'child', 'cedi', 'order', 'sb', 'ag'] ['run', 'deployment', 'german', 'language', 'former', 'germany', 'location', 'follow', 'target', 'let_know', 'plan', 'location', 'move', 'weekend', 'manually', 'right', 'deployment_notification_telephony_software'] ['reset_password', 'user', 'kernos', 'reset_password', 'kernos'] ['ic_welcome_next_available', 'agent_shortly', 'agent', 'busy', 'assist', 'customer', 'interaction_alert_agent_website', 'visitor_join_conversation', 'disturb', 'issue', 'no', 'able', 'find', 'folder', 'outlook', 'think', 'delete', 'see', 'anymore', 'access', 'system', 'sure', 'way', 'televiewer', 'skype', 'viewer', 'id', 'pwr', 'folder', 'find', 'anymore', 'name', 'transportation', 'transportation', 'one', 'ic_website', 'visitor', 'left', 'conversation', 'no', 'able', 'find', 'folder', 'outlook'] ['delete', 'charm', 'configuration', 'do', 'issue', 'ibex', 'report', 'delete', 'charm'] ['unable_login', 'citril'] ['problem', 'login'] ['printer', 'work'] ['location_germany', 'coat', 'department', 'vd', 'example', 'batch', 'happens', 'regularly', 'every', 'order', 'miss', 'confirmation', 'pack', 'eu_tool', 'german', 'packman', 'um', 'however', 'confirm', 'bls', 'usually', 'confirmation', 'do', 'bls', 'transfer', 'automatically', 'into', 'eu_tool', 'production', 'planner', 'need', 'close', 'gap', 'manually', 'confirm', 'miss', 'process', 'step', 'incident', 'also', 'impact', 'performance', 'indicator', 'time', 'pack', 'credit', 'system', 'batch', 'current', 'example', 'issue', 'arise', 'past', 'confirmation', 'bls', 'transfer', 'eu_tool'] ['find', 'snap', 'shot', 'screen', 'unable_open', 'url', 'unable_open', 'order', 'confirmation', 'erp'] ['system', 'disk_server_hostname', 'full', 'check', 'virtual', 'center', 'server', 'system', 'disk_server_hostname', 'full'] ['glitch', 'personal', 'drive', 'restore', 'personal', 'drive', 'unavailable', 'after', 'server', 'migration', 'personal', 'drive', 'no_longer', 'available', 'after', 'server', 'migration'] ['good_day', 'problem', 'crm', 'system', 'open', 'prompt', 'password', 'seemer', 'current', 'outlook', 'appear', 'screen', 'crm', 'problem'] ['no', 'insert', 'amount', 'allow', 'ship', 'reach', 'double', 'click', 'production_order', 'erp', 'reporting', 'md', 'distribution', 'icon', 'come'] ['mail_com', 'scan', 'printer_em', 'find', 'default', 'address', 'find', 'printer', 'scan', 'address'] ['attachment', 'po', 'error_message', 'show', 'miro', 'can_not', 'pose', 'erp', 'problem', 'settle', 'po', 'can_not', 'pose', 'miro', 'message'] ['sound', 'work', 'sound', 'issue'] ['ran', 'report', 'sale', 'person', 'name', 'murthy', 'however', 'get', 'report', 'match', 'user', 'search', 'kindly', 'check', 'engineering_tool', 'advance', 'search', 'issue'] ['since', 'telephony_software_software_upgrade', 'input', 'number', 'letter', 'get', 'double', 'show', 'two', 'duplicate', 'number', 'example', 'enter', 'show', 'pol', 'find_attachment', 'solve', 'soon_possible', 'telephony_software', 'input', 'issue', 'enter', 'one', 'number', 'letter', 'output', 'double', 'reply', 'email', 'new', 'telephony_software', 'software'] ['mail_com', 'open', 'excel', 'note', 'even', 'memory', 'open', 'cid', 'opening', 'excel', 'tanh', 'gen'] ['various', 'user', 'link', 'network', 'can_not_log_into', 'erp', 'get', 'onto', 'local', 'network_drive', 'access', 'file', 'however', 'link', 'network', 'use', 'internet_explorer', 'like', 'user', 'user', 'access', 'every', 'system', 'without', 'issue', 'erp', 'network', 'access', 'limitation'] ['hour', 'punch', 'task', 'visible', 'pm_pm', 'work'] ['label_dat', 'server_space_consume_space', 'available', 'utilized'] ['label', 'wisp', 'server_hostname_space_consume', 'space_available', 'hostname', 'label', 'wisp', 'utilized'] ['setup_new', 'laptop'] ['use', 'printer', 'rn', 'germany', 'fm', 'printing', 'production', 'paper', 'drawing', 'one', 'step', 'moment', 'bad', 'quality', 'drawing', 'production', 'paper', 'change', 'toner', 'toner', 'original', 'hp', 'printer', 'checked', 'printer', 'also', 'regard', 'check', 'printer', 'work', 'correct', 'print', 'word', 'good', 'quality', 'print', 'form', 'erp', 'bad', 'quality', 'regard', 'suggestion', 'check', 'print', 'erp', 'recheck', 'change', 'bad', 'printing', 'quality', 'rn'] ['user', 'zirak', 'ping', 'ping', 'byte', 'data', 'request', 'time', 'request', 'time', 'request', 'time', 'request', 'time', 'ping', 'statistic', 'packet', 'sent', 'receive', 'lose', 'loss', 'exit', 'host'] ['construct', 'mbuba', 'erp', 'layout', 'display', 'option', 'name', 'mbuba', 'since', 'today', 'choose', 'layout', 'anymore', 'one', 'layout', 'collect', 'one', 'create', 'layout', 'look_like', 'moment', 'look_like', 'get', 'layout', 'mbuba', 'back', 'mbuba', 'download'] ['update', 'profile', 'data', 'backup', 'old', 'pc', 'new', 'pc', 'data', 'backup', 'profile', 'update'] ['screen', 'feedback', 'terminal', 'opposite', 'kln', 'cleaning', 'system', 'defective'] ['customer_master', 'india', 'get', 'update', 'la', 'mail', 'since', 'customer_master'] ['use', 'login', 'would', 'carcan', 'password', 'expires', 'day'] ['provide_detail_issue', 'window', 'black', 'screen', 'after', 'start', 'system', 'tablet_dell', 'window', 'black', 'screen', 'after', 'system', 'startup'] ['add', 'office', 'printer', 'connect', 'company', 'vpn', 'new_laptop', 'add', 'office', 'printer', 'new_laptop'] ['able_login', 'es_portal', 'reset_password', 'share', 'emp', 'no_name_seid'] ['hr_tool', 'java', 'work'] ['file', 'server', 'exchange', 'no', 'access', 'database', 'possible', 'hr', 'contact', 'hurry', 'file', 'server', 'exchange', 'no', 'access', 'database', 'possible'] ['no', 'access', 'departmental', 'ce', 'part', 'database', 'betrap', 'profile', 'contact', 'no', 'access', 'departmental', 'ce', 'part', 'database', 'betrap', 'profile'] ['unlock', 'erp', 'block', 'enter', 'wrong', 'password', 'password', 'change'] ['able', 'open', 'dash', 'bank', 'hr_tool', 'site', 'through', 'link', 'web', 'link', 'kindly', 'check', 'able', 'open', 'dash', 'bank', 'hr_tool', 'site', 'through', 'link', 'web', 'link'] ['unable_open', 'permission', 'protect', 'mail'] ['employee', 'id', 'pm', 'time', 'sheet', 'submit', 'resolve_issue', 'soon_possible'] ['two', 'attachment', 'show', 'pose', 'two', 'po', 'item', 'erp', 'give', 'error_message', 'say', 'profit_center', 'different', 'pose', 'ir', 'miro', 'settle', 'erp', 'miro', 'can_not', 'pose', 'two', 'po', 'error_message', 'like', 'attachment'] ['use', 'chok', 'want', 'confirm', 'mm', 'erp', 'show', 'error', 'pol_check', 'fix', 'chok', 'dn'] ['change_password', 'today', 'except', 'change', 'sid', 'password'] ['use', 'able', 'create', 'pr', 'cost_center', 'world', 'pol', 'find', 'show', 'purchasing', 'across', 'company', 'allow', 'need', 'able', 'create', 'pr'] ['engineering_tool', 'show', 'error_message', 'tasker', 'reassignment', 'transaction', 'process', 'id', 'deadlocked', 'lock', 'communication', 'buffer', 'resource', 'another', 'process', 'chosen', 'deadlock', 'victim', 'rerun', 'transaction', 'engineering_tool', 'work'] ['window', 'password_expire'] ['lapp', 'use', 'phone', 'iphone', 'skype_business', 'skype', 'collaboration_platform', 'business', 'collaboration_platform', 'back', 'phone', 'cloud', 'collaboration_platform', 'computer', 'lapp'] ['provide_detail_issue', 'window', 'system', 'reduce', 'account', 'log_into', 'system', 'tablet_dell', 'window', 'system', 'restore', 'account', 'login', 'system'] ['usa', 'nb', 'vpn_tr', 'since_pm_et', 'router', 'go', 'during', 'sup', 'engine', 'replacement', 'activity', 'per', 'usa', 'nb', 'vpn_tr', 'since_pm_et'] ['company_eu_deul', 'germany', 'stack', 'connect', 'ap', 'company', 'de', 'germany', 'aside', 'flap', 'attach', 'monitoring', 'engineering_tool', 'company_eu_deul', 'germany', 'stack', 'connect', 'ap', 'company', 'de', 'germany', 'aside'] ['hostname_pilm', 'wiwi', 'ex_wrong_number_instance', 'process_ex', 'expect_instance_gte_found'] ['india_india', 'kirsty', 'interface', 'uplink', 'core', 'admin', 'switch', 'company_ap_ind', 'kirsty', 'pu', 'stack_sw', 'india_india', 'kirsty', 'interface', 'company_ap_ind', 'kirsty', 'pu', 'stack_sw'] ['issue', 'drive', 'can_not', 'get', 'connection', 'drive', 'eu', 'run', 'well', 'niter', 'sour', 'pesach_fet_hirer', 'no', 'connection', 'drive'] ['weekly', 'reboot', 'casque', 'prod', 'server_hostname', 'hostname', 'weekly', 'reboot', 'casque', 'prod', 'server'] ['after', 'monthly', 'reboot', 'hostname', 'chad', 'run', 'around', 'pm_et', 'currently', 'chad', 'verify', 'file', 'stage', 'percent', 'complete', 'hostname', 'chad', 'still', 'run', 'after', 'monthly', 'reboot'] ['company_ap_chn_apac', 'company', 'psf', 'access_sw', 'since_pm_et'] ['user', 'unable_login', 'erp'] ['observe_alert_monitoring_tool', 'since_pm_et', 'monitoring', 'engineering_tool', 'attach', 'volume_label', 'wisp', 'server_hostname_space_consume', 'space_available', 'hostname', 'sum', 'server', 'company', 'india_india', 'volume_label', 'wisp', 'server_hostname', 'space', 'co'] ['colleague', 'virtual', 'server', 'germany_germany', 'after', 'move', 'hostname', 'vortex', 'system', 'urgently', 'miss', 'virtual', 'server_hostname', 'timeserver', 'server', 'would', 'start', 'virtual', 'server_hostname', 'hostname', 'many', 'germany', 'vortex', 'hostname'] ['another', 'report', 'view', 'often', 'change', 'make', 'reflect', 'territory', 'report', 'miss', 'several', 'distributor', 'see_screen_shot', 'sale', 'west', 'coast', 'mtd', 'revenue', 'detail', 'report'] ['observe_alert', 'since_et', 'severity', 'warn', 'category', 'environment', 'director', 'def', 'numeric', 'code', 'event', 'code', 'ac_line', 'interrupt', 'description', 'symmetric', 'power', 'subsystem', 'ac_line', 'interruption', 'detect', 'severity', 'warn', 'category', 'environment', 'director', 'def', 'numeric', 'code', 'event', 'code', 'ac_line', 'interrupt', 'description', 'symmetric', 'power', 'subsystem', 'ac_line', 'interruption', 'detect', 'severity', 'warn', 'category', 'environment', 'director', 'def', 'numeric', 'code', 'event', 'code', 'ac_line', 'interrupt', 'description', 'symmetric', 'power', 'subsystem', 'ac_line', 'interruption', 'detect', 'severity', 'warn', 'category', 'environment', 'director', 'def', 'ca', 'numeric', 'code', 'event', 'code', 'ac_line', 'interrupt', 'description', 'symmetric', 'power', 'subsystem', 'ac_line', 'interruption', 'detect', 'max', 'alert', 'symmetric', 'power', 'subsystem', 'ac_line', 'interruption', 'detect', 'emic', 'sr'] ['user', 'mention', 'internet', 'get', 'disconnect', 'try_open', 'ppt', 'user', 'power_cycle', 'pc', 'modem', 'user', 'able', 'connect', 'inter', 'connect', 'user', 'system_use_televiewer', 'check', 'network', 'setting', 'fine', 'lose', 'internet_connection', 'contection', 'stay', 'min', 'user', 'mention', 'connection', 'home', 'intermittent', 'conference_call', 'coca', 'isp', 'disconnect', 'call', 'able', 'provide', 'support', 'user', 'user', 'mention', 'try', 'connect', 'local', 'hotpot', 'user', 'mention', 'check', 'connection', 'later', 'user', 'mention', 'internet', 'get', 'disconnect', 'try_open', 'ppt', 'home', 'location'] ['volume_label_dat_server', 'space_consume_space_available', 'space_utilization', 'label_dat', 'space_consume', 'available', 'since_est'] ['browser_microcoat_internet_explorer', 'outlook', 'problem', 'outlook', 'start', 'outlook', 'problem', 'outlook', 'start'] ['outlook', 'opening', 'laptop', 'look_into', 'urgently', 'abd', 'outlook', 'opening', 'laptop'] ['error', 'security_incident', 'erratum', 'security', 'scan', 'activity'] ['pl', 'refer_screen_shot', 'error', 'warm', 'lean_tracker', 'error', 'repeat'] ['use', 'personal', 'android', 'mobile_phone', 'would_like', 'use', 'iowa', 'outlook', 'access_deny', 'reject', 'one', 'iowa', 'installation', 'mobile_device'] ['batch', 'even', 'job_job'] ['interface', 'lan', 'company_usa_usa', 'switch', 'cl', 'access_sw', 'interface', 'lan', 'company_usa_usa', 'switch', 'cl', 'access_sw'] ['extend', 'monitor', 'cube', 'work'] ['job_job_fail_job', 'scheduler', 'edit'] ['volume_label_dat_server', 'space_consume_space_available', 'volume_label_dat_server', 'space_consume'] ['monitoring_tool', 'alert', 'activity', 'page', 'work', 'between', 'pm', 'pm_et', 'et', 'log', 'log', 'monitoring_tool', 'issue', 'still', 'show', 'load', 'nothing', 'display', 'click', 'home', 'button', 'no', 'issue', 'work_fine', 'issue', 'observe_alert', 'activity', 'page', 'monitoring_tool', 'alert', 'activity', 'page', 'work', 'between', 'pm', 'pm_et', 'et'] ['unable_login', 'company', 'engineering_tool'] ['crm_app', 'desktop'] ['attempt', 'view', 'sale', 'data', 'erp', 'row', 'go', 'beyond', 'limited', 'number', 'filter', 'still', 'remove', 'filter', 'show', 'information', 'still', 'limited', 'row', 'fix', 'erp', 'limited'] ['try_open', 'configuration', 'company_center', 'engineering_tool', 'get', 'error', 'advise_comp_sr_application', 'eng_problem', 'configuration'] ['china', 'apac', 'interface', 'mp', 'company_ap', 'chn', 'china', 'access_sw_since_et', 'china', 'apac', 'interface', 'mp', 'company_ap', 'chn', 'china', 'access_sw'] ['collaboration_platform', 'query'] ['access', 'engineering_tool'] ['unable_login', 'switch', 'company_eu_deul', 'germany', 'access_sw', 'experience', 'memory', 'issue', 'unable_login'] ['call', 'external', 'user'] ['bourgade', 'think', 'spam', 'yi', 'spam'] ['computer', 'shop_floor', 'boot', 'power', 'button', 'orange', 'flash', 'light', 'thing', 'tell', 'computer', 'user', 'issue'] ['want', 'check', 'email', 'spam'] ['challie', 'polarid', 'browser_microcoat_internet_explorer', 'quick', 'question', 'intern', 'move', 'group', 'company_own', 'computer', 'take', 'new', 'position', 'intern', 'move', 'group', 'company'] ['apologize', 'update', 'earlier', 'fail', 'look', 'right', 'role', 'add', 'user', 'update', 'user', 'mutagen', 'role', 'boc', 'allurer', 'crm', 'boc', 'basis', 'view', 'code', 'crm', 'ui', 'erp', 'crm', 'piu', 'ui', 'erp', 'crm', 'piu', 'erp', 'crm', 'piu', 'mkt', 'gen', 'erp', 'crm', 'piu', 'isls', 'erp', 'crm', 'piu', 'surv', 'gen', 'senior', 'analyst', 'bourgade', 'ticket_comment_add'] ['send', 'update', 'log', 'office', 'sure', 'log_into_vpn', 'try', 'access', 'senior', 'analyst', 'bourgade', 'ticket_comment_add'] ['enable', 'access', 'crm', 'system', 'request', 'access', 'crm', 'system'] ['enter', 'distributor_tool', 'company', 'erp', 'account', 'get', 'outlook', 'io', 'distributor_tool', 'entry'] ['experience', 'issue', 'update', 'follow', 'field', 'vv', 'partner', 'lang', 'update', 'field', 'multiple', 'time', 'before', 'work', 'erp', 'cause', 'problem', 'customer', 'receive', 'warehouse_tool', 'marty', 'high_priority', 'update', 'record', 'least', 'time', 'before', 'partner', 'lang', 'save', 'issue', 'update', 'vv'] ['vip', 'pol', 'usa', 'access', 'rus', 'hall', 'site', 'reference', 'aero', 'collaboration_platform', 'found', 'vip', 'pol', 'usa', 'access', 'rus', 'hall', 'site', 'reference'] ['account_lock', 'password_reset', 'instruction'] ['support', 'give', 'status', 'issue', 'must', 'start', 'work', 'company', 'site', 'orth', 'web', 'access', 'office', 'go', 'company', 'email', 'account'] ['open', 'outlook', 'problem', 'twice', 'week', 'open', 'outlook'] ['collaboration_platform', 'phone', 'sync'] ['update', 'office'] ['spam', 'email', 'query'] ['sw_incident_overview_see', 'microcoat', 'window', 'race', 'vulnerability', 'exploit', 'attempt', 'cave', 'mappy', 'alert', 'generate', 'device', 'indicate_one', 'host', 'include', 'attempt', 'exploit', 'microcoat', 'window', 'hatty', 'syst', 'remote_code_execution', 'vulnerability', 'cave', 'one', 'internet', 'face', 'host', 'include', 'successful', 'exploitation', 'vulnerability', 'result', 'denial', 'service', 'condition', 'remote_code_execution', 'vulnerable', 'system', 'escalate_incident_via_high', 'severity', 'full_escalation', 'master', 'ticket', 'unblocked', 'event', 'related', 'vulnerability', 'create', 'singular', 'ticket', 'inbound', 'threat', 'related', 'vulnerability', 'ticket', 'effectively', 'serve', 'master', 'ticket', 'related_event', 'receive', 'feedback', 'handle', 'event', 'go_forward', 'note', 'block', 'source_vip', 'address', 'necessarily', 'productive', 'due', 'attacker', 'ability', 'switch', 'vip_address', 'through', 'use', 'proxy', 'synonymizing', 'software', 'tor', 'vins', 'investigate', 'environment', 'determine', 'whether', 'run', 'vulnerable', 'version', 'application', 'target', 'ensure', 'run', 'recent', 'non', 'vulnerable', 'version', 'window', 'device', 'patch', 'properly', 'harden', 'attack', 'would_like', 'event_handle', 'differently', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call', 'number', 'option', 'available', 'handle', 'future', 'alert', 'one', 'event', 'related', 'attack', 'microcoat', 'window', 'hatty', 'syst', 'kernel', 'driver', 'directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'likely', 'choice', 'run', 'application', 'target', 'run', 'non', 'vulnerable', 'version', 'application', 'ticket_escalation', 'via_medium_priority_ticket', 'no', 'phone_call_unique_source', 'vip_address', 'attack', 'microcoat', 'window', 'hatty', 'syst', 'kernel', 'driver', 'generate', 'relatively', 'large', 'volume', 'incident', 'ticket', 'full_escalation', 'via_high_priority_ticket', 'phone_call_unique_source', 'vip_address', 'attack', 'microcoat', 'window', 'hatty', 'syst', 'kernel', 'driver', 'generate', 'relatively', 'large', 'volume', 'incident', 'ticket', 'microcoat', 'window', 'race', 'vulnerability', 'exploit', 'attempt', 'cave'] ['sw_incident_overview_see', 'att_singapore', 'asa_device', 'generate', 'least', 'internal_outbreak_dp', 'alert', 'within', 'minute', 'traffic_block', 'port', 'dp', 'several', 'internal', 'host_indicate', 'unauthorized', 'reconnaissance', 'scan_authorize', 'internal', 'discovery', 'block', 'firewall', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'internal', 'reconnaissance', 'alert_explicit_notification_via', 'medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'internal', 'reconnaissance', 'alert', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'att_singapore', 'asa_device', 'generate', 'least', 'internal_outbreak_dp', 'alert', 'within'] ['sw', 'see', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'alert_traffic_block_port', 'cp_remote_procedure', 'call_pc_external', 'host_indicate_firewall_block', 'traffic_legitimate_server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'paler'] ['sw_incident_overview_see', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'alert_traffic_block_port', 'cp_remote_procedure', 'call_pc_external', 'host_indicate_firewall_block', 'traffic_legitimate_server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'paler'] ['sw_incident', 'overview', 'detect_least_occurrence_firewall', 'company_european', 'asa_drop_traffic_sour', 'hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'alert_traffic_block', 'explicit_notification', 'via_medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'occurrence_firewall', 'company_european', 'asa_drop_traffic_sour', 'hostname'] ['recently', 'get', 'new', 'computer', 'ever', 'since', 'able', 'load', 'hr_tool_etime', 'application', 'unable', 'load', 'hr_tool_etime', 'application'] ['sw', 'related_event', 'event_id_event_hw', 'near_capacity', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'hostname', 'connection_directionality_internal', 'device_information_device_vip', 'device', 'hostname_pandy_com', 'log_time_utch', 'vendor', 'classification_none', 'vendor_priority', 'window', 'event_id', 'type', 'warn', 'user', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id', 'agent_id', 'event_detail', 'note', 'default', 'alert', 'generate', 'capacity', 'reach', 'system', 'surv', 'warn', 'hostname_pandy_com', 'none', 'disk', 'near_capacity', 'need', 'delete', 'file', 'hw', 'near_capacity', 'hostname'] ['unable_open', 'drive', 'screen_shot', 'error', 'unaware', 'password', 'able', 'open', 'drive', 'assume', 'something', 'email', 'receive', 'late', 'yesterday', 'see_screen_shot', 'unable_login', 'see', 'third', 'screen_shot', 'advise', 'correct', 'login_failure'] ['connect', 'default', 'printer'] ['issue', 'create_new', 'prospect_account', 'within', 'crm', 'system', 'after', 'day', 'still', 'allocate', 'erp', 'contact', 'new', 'prospect_account', 'within', 'crm', 'system'] ['blue_screen', 'error'] ['outlook', 'respond', 'due', 'crm', 'error'] ['account', 'information', 'update'] ['user', 'lock', 'erp_sid', 'erp'] ['user', 'account', 'update', 'ancile', 'perform', 'log', 'spam'] ['erp_sid', 'account_lockout'] ['new', 'user_id'] ['license', 'activate', 'office', 'upgraded'] ['contact', 'number', 'pc', 'service_tag', 'hearing', 'sound', 'laptop', 'planning', 'video', 'use', 'bluetooth', 'barbudo', 'audio_work'] ['query', 'regard', 'leaf'] ['unable', 'scroll', 'ie', 'page'] ['engineering_tool', 'open', 'error', 'log', 'attach', 'engineering_tool', 'open'] ['see_attachment', 'opening', 'business_client', 'get', 'microcoat_net_instal', 'error'] ['skype', 'open'] ['since', 'new', 'telephony_software', 'update', 'miss', 'icon_desktop', 'put', 'back', 'telephony_software', 'phone', 'system'] ['reset_password', 'patricia', 'use_password_management', 'tool_password_reset'] ['company_ap_chn_apac', 'access_sw', 'apac', 'manic', 'new', 'plant', 'location', 'sine', 'et'] ['need', 'telephony_software', 'log_into', 'phone', 'system', 'take', 'call', 'telephony_software', 'full', 'update', 'find', 'log'] ['new', 'password', 'work', 'after', 'password', 'change'] ['check', 'status', 'completion', 'ticket', 'provide', 'update', 'expect', 'completion', 'date', 'ticket', 'update'] ['call', 'engineering_tool', 'issue'] ['email', 'spam', 'query'] ['call', 'plant_plant', 'erp', 'md', 'show', 'delivery_note', 'delete', 'yesterday', 'confirms', 'deletion', 'yet', 'delivery_note', 'still', 'show', 'open', 'md', 'piece', 'remove', 'piece', 'return', 'stock', 'erp', 'md', 'show', 'delivery_note'] ['get', 'frequent', 'notification', 'power', 'surge', 'hub', 'port', 'attach', 'laptop', 'kindly', 'check', 'let_know', 'action', 'need', 'do', 'resolve', 'power', 'surge', 'hub', 'port', 'prompt'] ['good_day', 'erp', 'log', 'update', 'get', 'access', 'erp', 'quality', 'management', 'system', 'sid', 'erp', 'log', 'update', 'need', 'urgently'] ['enter', 'ticket', 'confirm', 'remails', 'rout', 'telephony_software', 'cast', 'north', 'america', 'two', 'ticket', 'open', 'region', 'issue', 'incident', 'incident', 'also', 'ticket', 'open', 'investigate', 'side', 'ticked', 'remails', 'rout', 'outlook', 'into', 'telephony_software'] ['es', 'login', 'issue', 'password', 'issue'] ['unlock_account_email_cell', 'phone', 'user', 'unlock_account_email_cell', 'phone', 'user', 'fernando', 'filliping', 'cabio'] ['run', 'command', 'administrator', 'privilege', 'computer', 'user', 'impact', 'work', 'well', 'send', 'result', 'analysis', 'result', 'log', 'txt', 'result', 'html', 'can_not_connect', 'dynamic', 'excel', 'sd_crm'] ['switch', 'company_eu_deul', 'germany', 'kgf', 'access_sw', 'germany', 'since_et'] ['legitimate', 'email', 'want', 'click', 'without', 'know', 'email'] ['outlook', 'email', 'update', 'issue'] ['guserid', 'complant', 'can_not', 'reset_password', 'look'] ['find', 'attach_screen_shot', 'suddenly', 'hub', 'business_client', 'go', 'blank', 'close', 'tab', 'restarts', 'work', 'fix', 'hub', 'business_client', 'work', 'suddenly'] ['can_not', 'open', 'item', 'text', 'command', 'available', 'outlook', 'issue'] ['collaboration_platform', 'synching'] ['system', 'sid', 'production', 'employee', 'switzerland', 'switzerland', 'need', 'password_reset', 'many', 'erp', 'access', 'issue'] ['old', 'pick', 'equipment'] ['monitor', 'defective', 'vd', 'bur', 'order'] ['look', 'po', 'term', 'condition', 'page', 'printing', 'last', 'page', 'order', 'after', 'page', 'look', 'po', 'term', 'condition', 'page', 'printing', 'last', 'page', 'order', 'after'] ['hostname', 'wrong_number_instance_process', 'wrapper', 'ex_expect', 'instance_gte', 'found'] ['although', 'remails', 'outlook', 'mailbox', 'appear', 'telephony_software', 'remails', 'common', 'mailbox', 'appear', 'telephony_software', 'workfellow'] ['receive', 'new_laptop', 'need', 'outlook', 'configuration'] ['need', 'approve', 'travel_expense', 'follow', 'expense_report', 'submit', 'approval', 'personnel', 'no', 'expense_report', 'no', 'start_date', 'end', 'date', 'total', 'cost', 'use', 'reimbursement', 'amount', 'use', 'review', 'expense_report', 'full', 'log_into', 'universal', 'worklist', 'self_service', 'no', 'right', 'view', 'reimbursement', 'amount', 'use'] ['usa', 'access', 'folder', 'server_hostname', 'need', 'access', 'hostname', 'folder'] ['tel', 'check'] ['problem', 'pick', 'request', 'print', 'plant', 'sale_order', 'red', 'can_not', 'print', 'pick', 'request', 'problem', 'sr', 'person', 'print', 'pick', 'request', 'print', 'manual', 'operate', 'automatic', 'print', 'erp', 'pick', 'request', 'can_not', 'print'] ['screen', 'sale_order', 'change', 'japanese', 'also', 'ship', 'displayed', 'japanese', 'domestic', 'customer', 'want', 'display', 'japanese', 'change', 'japanese'] ['one', 'spam', 'mail', 'check', 'account', 'information', 'update'] ['disable', 'mail', 'functionality', 'payment', 'advice'] ['change', 'qty', 'crm', 'satem', 'would', 'change', 'qty', 'pic', 'pic', 'sd_crm'] ['job', 'hang', 'step', 'step', 'wait', 'file', 'erp', 'eu_tool', 'aten', 'come', 'ziped', 'file', 'check', 'whether', 'reglazed', 'erp', 'job', 'run', 'properly', 'phone_email', 'skype', 'bluishness', 'external', 'contact', 'nightly', 'erp', 'download', 'germany', 'plant', 'wait', 'date', 'since', 'one', 'day'] ['credit', 'component', 'work', 'prod', 'author', 'get', 'follow', 'error', 'console', 'uncaught', 'anonymous', 'function', 'dispatch', 'query', 'min', 'query', 'min', 'credit', 'component', 'work', 'prod', 'author'] ['laptop', 'monitor', 'screen', 'flicker', 'often', 'start', 'laptop', 'laptop', 'screen', 'flicker'] ['find', 'document', 'engineering_tool', 'sid', 'business_client', 'sid', 'search', 'server', 'work', 'request', 'check', 'index', 'needful', 'need', 'ing', 'business_client', 'sid', 'business_client', 'sid', 'search', 'server', 'work'] ['job_backup', 'tool', 'reporting_tool', 'prod_inc_fail_job', 'scheduler'] ['create', 'ticket', 'update', 'emea', 'vendor', 'master', 'file', 'move', 'ticket', 'nahua', 'another', 'available', 'colleague', 'accounting', 'view', 'do', 'today', 'change', 'payment', 'term', 'emea', 'vendor', 'accounting', 'view'] ['install', 'loan', 'switch', 'lan', 'cable', 'newly', 'create', 'cubicle', 'loan', 'switch'] ['window', 'key', 'key', 'work', 'also', 'accidental', 'damage', 'hinge', 'accident', 'damage', 'hinge', 'cover'] ['unable', 'download', 'file', 'pt'] ['remails', 'australia', 'polling', 'into', 'telephony_software', 'far', 'work', 'via', 'outlook', 'engineer', 'need', 'expeditor', 'ask', 'provide', 'undername_password', 'need', 'basename', 'password', 'expeditor'] ['finance_app', 'fm', 'server', 'reporting_status_hostname', 'since_pm_est', 'finance_app', 'application', 'reporting_status_hostname', 'since_pm_est'] ['met', 'weight', 'problem', 'make', 'shipment', 'order', 'shipping', 'plant', 'complain', 'weight', 'mem', 'still', 'remain', 'dummy', 'weight', 'new', 'mm', 'actually', 'weight', 'mm', 'update', 'mm', 'real', 'weight', 'before', 'dn', 'create', 'system', 'can_not', 'carry', 'new', 'weight', 'sale_order', 'see', 'sample', 'mm', 'change', 'record', 'say', 'weight', 'update', 'however', 'still', 'keep', 'plant', 'run', 'weight', 'still', 'show', 'thus', 'warehouse', 'manual', 'update', 'weight', 'verify', 'problem', 'change', 'weight', 'mm', 'copy', 'sale_order'] ['mail_com', 'add', 'receive', 'address', 'contact_person', 'tel', 'number', 'form', 'return', 'lutayo', 'rifty', 'logistics', 'mail_com_mail_com', 'sender', 'hu', 'sent', 'recipient', 'lutayo', 'rifty', 'east', 'service', 'cc', 'warty', 'theme', 'application', 'return', 'policy', 'quality', 'complaint', 'external', 'complaint', 'status', 'assign', 'leo', 'check', 'possible', 'add', 'warehouse', 'person', 'receive', 'return', 'plant', 'hu', 'office', 'tel', 'return', 'form', 'attach', 'forward', 'application', 'return', 'policy', 'quality', 'complaint', 'external', 'complaint', 'status', 'assign'] ['ask', 'put', 'together', 'mt', 'show', 'need', 'access', 'global', 'drive', 'hostname_team', 'pre', 'show', 'product', 'training', 'file', 'hostname_team', 'pre', 'show', 'product', 'training', 'currently', 'need', 'access', 'global', 'drive'] ['ticket', 'update', 'info', 'provide', 'obj', 'access'] ['whish', 'email', 'account', 'information', 'update'] ['description', 'show', 'correctly', 'master', 'see_attachment', 'description', 'show'] ['hostname_average_sample_disk', 'free_warn', 'threshold_total_size_glb', 'hostname_average_sample_disk', 'free_warn', 'threshold'] ['end', 'user', 'submit', 'security', 'request', 'approver', 'receive_remails', 'application', 'approve', 'remails', 'sent', 'net', 'application'] ['period', 'ask', 'front', 'picture', 'cd', 'evaluate', 'mixer', 'engine', 'theft'] ['usa', 'dr', 'connection', 'top', 'tech', 'stack', 'since_et', 'usa', 'since_et'] ['engineering_tool', 'icon_desktop'] ['try', 'access', 'crm', 'through', 'es', 'get', 'message', 'password_expire', 'password_management_tool', 'password', 'unlocked_account', 'reboot', 'pc', 'password', 'try', 'access', 'crm', 'through', 'es', 'get', 'message', 'password_expire', 'password_management_tool', 'password'] ['hostname_volume', 'label_syst', 'hostname', 'server_hostname_space_consume', 'space_available', 'hostname', 'server_hostname_space_consume', 'space_available'] ['unable', 'get', 'sale_org', 'distributor_tool'] ['try', 'look', 'configuration', 'get', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'phone', 'try_invoke_method_java', 'util_list_iterator_null', 'object_load_local_variable', 'localist'] ['two', 'user', 'problem', 'log_into', 'telephony_software', 'system', 'login', 'task', 'login', 'yakima', 'print', 'screen', 'attach', 'able', 'assist', 'telephony_software', 'login', 'issue', 'yakima', 'task'] ['proc', 'convert', 'direct', 'revenue', 'employee', 'currency', 'code'] ['unable_login', 'pc'] ['cwm', 'cwm', 'server', 'watcher', 'server', 'name', 'hostname'] ['erp', 'login', 'appear', 'work', 'undername_password', 'erp', 'login', 'appear', 'work'] ['telephony_software', 'update', 'work', 'telephony_software', 'update'] ['unlock_account_email_cell', 'phone', 'user_id', 'id', 'unlock_account_email_cell', 'phone', 'user_id', 'id'] ['sale_org', 'tab', 'show', 'field'] ['crm', 'online', 'dash', 'bank', 'opportunity', 'issue'] ['unable_open', 'attachment', 'erp'] ['assist', 'create', 'dn', 'able', 'unable', 'create', 'dn'] ['connection', 'problem', 'would', 'get', 'touch', 'office', 'phone_number'] ['would_like', 'reset', 'caas', 'application', 'remote', 'desktop', 'connection', 'password', 'handle', 'request', 'office', 'apart', 'customer', 'interaction', 'phone', 'system', 'reset_password', 'love', 'lewis', 'caas', 'application'] ['outlook', 'issue', 'crm_dynamic', 'issue'] ['think', 'receive', 'email', 'outlook', 'issue'] ['dev', 'software', 'file', 'system', 'hostname', 'consume_space'] ['virus', 'detect', 'pc', 'see_attachment', 'virus', 'detect', 'pc'] ['erp', 'sec', 'track', 'work', 'resp', 'computer', 'crash', 'immediately', 'try', 'get', 'proof', 'delivery', 'ups', 'shipment', 'del', 'note', 'header', 'sec', 'track', 'click', 'proof', 'delivery', 'erp', 'stop', 'several_time', 'always', 'erp', 'sec', 'track', 'work', 'resp', 'computer', 'crash'] ['account_unlock', 'request', 'herr', 'schemist'] ['unable', 'access', 'lunch', 'menu', 'hub'] ['able_login', 'hub', 'help', 'email_address', 'ask', 'user', 'after', 'time', 'able_login', 'hub'] ['error', 'access_deny', 'attach', 'confirm', 'security', 'admin', 'member', 'unable', 'access', 'possibly', 'others', 'well', 'inform', 'currently', 'investigate', 'able', 'access', 'site', 'include', 'cor', 'relation', 'finance', 'subside', 'well', 'access', 'directly', 'through', 'url', 'unable', 'access', 'collaboration_platform', 'homeplace'] ['sid', 'error', 'item_category', 'define', 'message', 'no', 'gi', 'gi', 'mm'] ['snip_tool', 'shortcut'] ['ic_welcome_next_available', 'agent_shortly', 'ic', 'interaction_alert_agent', 'swarthy', 'ic_website_visitor_join', 'conversation', 'swarthy', 'work_fine', 'chat'] ['hostname', 'erp_sid', 'average_sample_disk_free', 'home', 'warn_threshold_total_size', 'glb_hostname', 'erp_sid', 'average_sample_disk_free', 'home', 'warn_threshold'] ['couple', 'user', 'report', 'attach', 'error', 'use', 'transaction_code', 'business_client', 'erp_gumi', 'issue'] ['unlock', 'request', 'nek', 'prod'] ['sw', 'see', 'possible', 'bash', 'command', 'injection', 'attempt', 'bash', 'hatty', 'header', 'incoming', 'alert', 'generate', 'device', 'indicate_one', 'host', 'include', 'attempt', 'discover', 'whether', 'one', 'internet', 'face', 'device', 'include', 'vulnerable', 'bash', 'shell', 'remote_code_execution', 'vulnerability', 'cave', 'successful', 'exploitation', 'vulnerability', 'result', 'information', 'disclosure', 'remote_code_execution', 'traffic', 'alert', 'indicates', 'attempt', 'exploit', 'say', 'application', 'escalate', 'via_medium_priority_ticket', 'block', 'source_vip', 'address', 'productive', 'due', 'attacker', 'ability', 'switch', 'vip_address', 'through', 'use', 'proxy', 'synonymizing', 'software', 'tor', 'vins', 'investigate', 'environment', 'determine', 'whether', 'run', 'vulnerable', 'version', 'application', 'target', 'possible', 'bash', 'command', 'injection', 'attempt'] ['sw_incident_overview_see', 'att_singapore', 'asa_device', 'generate', 'least', 'internal_outbreak_dp', 'alert', 'within', 'minute', 'traffic_block', 'port', 'dp', 'several', 'internal', 'host_indicate', 'unauthorized', 'reconnaissance', 'scan_authorize', 'internal', 'discovery', 'block', 'firewall', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call', 'internal_outbreak_dp'] ['sw_incident_overview_see', 'company_internal_asa', 'device_generate_high_volume', 'repeat_outbound_connection_cp', 'alert_traffic_block_port', 'cp_remote_procedure', 'call_pc_external', 'host_indicate_firewall_block', 'traffic_legitimate_server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'repeat_outbound_connection_cp'] ['machine', 'stuck', 'welcome', 'screen'] ['billing', 'warehouse_tool', 'customer', 'return', 'process', 'correctly', 'input', 'billing', 'material', 'copy', 'reference', 'rama', 'customer', 'return', 'error'] ['user', 'reactivate_account', 'till', 'active', 'user', 'reactivate_account'] ['monitor'] ['good_day', 'issue', 'ticket', 'address', 'erp', 'reset', 'window', 'password_reset', 'window', 'password'] ['fix', 'password', 'can_not', 'change'] ['te', 'installation'] ['forgotten', 'attendance_tool_password', 'user_id', 'attendance_tool_password'] ['face_issue', 'opening', 'business_client', 'get', 'follow', 'error', 'msg', 'pl', 'issue', 'business_client'] ['employee', 'philippine', 'require', 'authorization', 'folder', 'file', 'ce', 'leister'] ['reset', 'user', 'window', 'password', 'welcome', 'issue', 'log', 'reset_password', 'window', 'login'] ['printer', 'measure', 'machine', 'hall', 'steadily', 'paper', 'jam'] ['issue', 'able', 'gain', 'access', 'make', 'approval', 'new', 'payroll', 'site', 'advise', 'issue', 'browser', 'email', 'trail', 'issue', 'get', 'assistance', 'rectify', 'problem', 'want', 'download', 'wrong', 'browser', 'contact', 'resolve_issue', 'access', 'new', 'payroll', 'site'] ['able', 'view', 'download', 'tool', 'drawing', 'business_client', 'business_client', 'refer', 'call', 'able', 'see', 'drawing', 'business_client'] ['experience', 'nearly', 'min', 'delay', 'incoming', 'mail', 'per'] ['good_day', 'need', 'rebuild', 'win', 'laptop', 'new', 'win', 'image', 'download', 'actual', 'image', 'tp', 'credential', 'usually', 'help', 'download', 'unavailable', 'tp', 'tp', 'tetralin', 'rua', 'login', 'company', 'password', 'administrative', 'assistant', 'win', 'installation', 'image', 'russia', 'office'] ['provide', 'mail', 'access', 'mobile', 'encl', 'detail', 'mail', 'access', 'mobile'] ['per', 'subject', 'change', 'status', 'director', 'approve', 'can_not', 'release', 'error_message', 'enter', 'channel', 'account', 'detail', 'cm', 'available', 'solve', 'attach', 'initiative', 'director', 'approve', 'status', 'can_not', 'release'] ['iamb', 'get', 'error', 'try', 'login', 'kindly', 'erp', 'login', 'issue'] ['access', 'catalog', 'company', 'logion', 'data', 'miss', 'guserid', 'password', 'give', 'sid', 'work', 'sid', 'check', 'purchasing', 'mixtec', 'catalogue', 'work', 'sid'] ['concern', 'install', 'related', 'lapp', 'laptop', 'get', 'new_laptop', 'installation', 'engineering_tool', 'engineering_tool', 'goggle', 'chrome', 'winnard'] ['rout', 'sipper', 'demand', 'planner', 'seem', 'broken', 'sipper', 'rout', 'demand', 'planner', 'work', 'sipper', 'get', 'rout', 'admin'] ['power_supply', 'dock_station', 'without_function', 'ext', 'power_supply', 'dock_station', 'without_function'] ['mail_com', 'good_day', 'hub', 'open', 'computer', 'screen', 'build', 'time', 'work', 'er', 'computer', 'work', 'browser', 'problem', 'cid', 'analyst', 'payroll', 'mail_com_mail_com', 'manage_director', 'browser', 'trouble', 'hub'] ['work', 'found', 'company', 'collaboration_platform', 'com', 'directory', 'try', 'later', 'try', 'automatically', 'fix', 'idea', 'click', 'sign', 'different', 'account', 'site', 'layout', 'apx', 'true', 'sign', 'office', 'service', 'sign_into', 'time', 'use', 'account', 'another', 'site', 'want', 'sign', 'start', 'browser', 'private', 'browsing', 'mode', 'site', 'show', 'contact', 'support', 'include', 'technical_detail', 'correlation', 'id', 'url', 'user', 'issue', 'type', 'user', 'directory', 'company', 'senior_sale', 'north', 'msg', 'company', 'able', 'sign', 'collaboration_platform'] ['telephony_software_software_upgrade', 'work', 'pc', 'start', 'before', 'upgrade', 'close', 'after', 'start', 'usa', 'ex', 'application', 'error', 'follow_error_message', 'appear', 'upgrade', 'see', 'file', 'after', 'confirmation', 'ok', 'close', 'application', 'upgrade', 'perform', 'translation', 'telephony_software_software_upgrade', 'work', 'pc', 'before', 'start', 'upgrade', 'close', 'after', 'start', 'upgrade', 'follow_error_message', 'appear', 'usa', 'ex', 'application', 'error', 'see', 'file', 'after', 'confirm', 'ok', 'application', 'close', 'upgrade', 'perform', 'telephony_software_software_upgrade', 'work'] ['abended_job_job_scheduler', 'job', 'abended_job_job_scheduler', 'job'] ['mam', 'face_issue', 'te', 'software', 'kindly_resolve_issue', 'te', 'issue'] ['resolve_issue', 'opening', 'engineering_tool', 'available', 'office', 'next', 'hour', 'engineering_tool', 'opening'] ['wireless', 'access', 'geb', 'check', 'point', 'geb', 'conference_room', 'geb'] ['get', 'error', 'open', 'business_client', 'business_client', 'error'] ['wireless', 'access', 'point', 'work'] ['error_message', 'fail', 'connect', 'server', 'lt', 'colleague', 'press', 'plant', 'sk', 'pc', 'number', 'right', 'way', 'pc', 'replace', 'renew', 'thank', 'enc', 'access', 'no_longer', 'sk', 'press', 'plant', 'germany', 'go'] ['let_know', 'conduct', 'good', 'movement', 'mb', 'mm', 'accepted', 'co', 'td', 'aix', 'tasu', 'rude', 'horn', 'project', 'engineer', 'tambura', 'nashua', 'project', 'engineer', 'supply_chain', 'logistics', 'company', 'mail', 'mail_com', 'change', 'name', 'company', 'corporation', 'aix', 'tasu', 'rud', 'horn', 'good', 'movement', 'mb'] ['due', 'good', 'delivery', 'issue', 'plant', 'reverse', 'amigo', 'entry', 'material', 'doc', 'accounting', 'doc', 'also', 'need', 'reverse', 'good', 'issue', 'doc', 'cancel', 'cancel', 'amigo', 'entry'] ['mail_com', 'rom', 'computer', 'network', 'card', 'turn', 'gantang', 'xina', 'human_resource_mail_com', 'mail_com', 'china', 'shanghai', 'fingian', 'chen', 'iao', 'road', 'rom', 'card', 'computer', 'network'] ['print', 'goa', 'erp', 'choose', 'fe', 'fe', 'work', 'work', 'print', 'excel_word', 'pdf_file', 'erp', 'id', 'also', 'happen', 'erp', 'id', 'curtal', 'fe', 'work', 'erp'] ['add', 'connect', 'mail', 'id', 'outlook', 'need', 'access', 'send', 'receive_remails', 'work', 'mine', 'outlook', 'action', 'request', 'thank', 'configuration', 'knowledge', 'center'] ['interface', 'bottom', 'switch', 'since_pm_est', 'switch', 'description', 'triazoic', 'dun', 'node', 'ha', 'vip', 'interface', 'usa', 'switch', 'bottom', 'switch', 'since_pm_est'] ['install', 'network', 'printer', 'laptop', 'printer', 'setup'] ['after', 'telephony_software_software_upgrade', 'printer', 'printing', 'document', 'error', 'print', 'printer', 'after', 'telephony_software_software_upgrade', 'printer', 'printing', 'document', 'error'] ['inquiry', 'add', 'digital', 'signature', 'pdf'] ['unable_launch', 'business_client', 'get', 'microcoat', 'net', 'error'] ['hostname_average', 'sample', 'total', 'cpu', 'error_threshold', 'hostname', 'total', 'cpu', 'error_threshold'] ['sync', 'sync', 'fail', 'no', 'sync', 'detect', 'last', 'hour', 'investigate'] ['email', 'contact', 'issue', 'connect', 'user', 'system_use_televiewer', 'delete', 'crm', 'reconfigured', 'scrum', 'restart_pc', 'reconfigured', 'outlook', 'caller_confirm', 'able', 'see', 'remails', 'outlook', 'issue_resolve', 'email', 'contact', 'issue'] ['dell', 'monitor', 'display', 'issue'] ['try', 'expense_report', 'thru', 'es', 'work', 'blank_screen', 'pop', 'after', 'click', 'doon', 'expense_report', 'link', 'es', 'problem', 'expense_report'] ['panelist', 'browser_microcoat_internet_explorer', 'can_not', 'receive', 'call', 'through', 'telephony_software', 'call', 'come', 'through', 'ring', 'one', 'time', 'go', 'warehouse_toolman', 'close', 'telephony_software', 'reboot', 'phone', 'still', 'can_not', 'receive', 'call', 'through', 'telephony_software', 'call', 'come', 'through', 'ring', 'one', 'time', 'go', 'warehouse_toolman', 'close', 'telephony_software'] ['reset', 'security', 'collaboration_platform', 'lap', 'area'] ['link', 'see', 'receipt', 'reimbursement', 'form_submit', 'member', 'broken', 'ms', 'can_not', 'see', 'receipt', 'travel', 'reimbursement'] ['unable', 'access', 'drawing', 'erp', 'need', 'access', 'net_weaver', 'need', 'access', 'netweaver', 'drawing', 'also', 'need', 'erp', 'access', 'xd', 'type', 'drawing', 'deny', 'access', 'erp'] ['related_event', 'event_id_event_hw', 'service_imp_imp', 'source_vip_source_host', 'ap', 'destination_host_device_vip', 'device', 'ap', 'event_extra_data', 'true', 'ap', 'null_empty_model_found', 'gm', 'internal', 'occurrence_count_event_count', 'event_detail', 'device', 'service_imp_imp', 'detail', 'service', 'check', 'fail', 'failure', 'imp', 'echo', 'unable', 'ping', 'security_incident', 'correlation', 'rule', 'trigger', 'imp', 'ping', 'failure'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'kylite', 'kylite', 'today', 'great', 'kylite', 'good', 'need', 'get', 'expense_report', 'direct', 'deposit', 'well'] ['source_vip', 'destination_vip', 'system', 'name', 'user', 'location', 'melano', 'sum_status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event', 'repeat_outbound_connection_cp', 'log', 'time', 'source_vip_source_host', 'destination_vip_destination_host', 'host', 'static', 'business', 'device_vip_device', 'company_european_asa', 'event_extra_data', 'cv', 'outgo', 'ontologic', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found_gm', 'rome', 'ita', 'argentide', 'ca_ca', 'report', 'occurrence_count_event_count', 'event_detail', 'asa_deny_cp_srac', 'inside_dost_noria_access', 'group_acyl_inside_correlation', 'data_cpd', 'ca_ca', 'via_eth_relay_lease', 'duration', 'security_incident', 'repeat_outbound_connection_cp'] ['browser_microcoat_internet_explorer', 'ext', 'server', 'get', 'full', 'found', 'erase', 'last', 'long', 'server', 'server', 'get', 'full', 'found', 'erase', 'last', 'long'] ['open', 'outlook', 'issue', 'earlier', 'week', 'open', 'outlook'] ['hostname_average_sample_disk', 'free_warn', 'threshold_total_size_glb', 'hostname', 'disk_free_warn_threshold', 'total_size', 'glb'] ['currently', 'can_not', 'access', 'lap', 'form', 'hypernik', 'collaboration_platform', 'state', 'need', 'contact', 'use', 'access', 'click', 'receive', 'assistance', 'need', 'access', 'use', 'collaboration_platform', 'lap', 'link'] ['new', 'functionality', 'feature', 'monitoring_tool', 'provide', 'start', 'sensor', 'start', 'receive', 'alert', 'hostname', 'blade', 'chassis', 'om', 'sensor', 'turn', 'chassis', 'reporting_non_critical', 'alert', 'investigate', 'advise', 'blade', 'chassis', 'hostname', 'vip', 'reporting_non_critical', 'hardware', 'issue'] ['blade', 'chassis', 'hostname', 'vip', 'reporting_non_critical', 'hardware', 'issue', 'new', 'functionality', 'feature', 'monitoring_tool', 'provide', 'start', 'sensor', 'start', 'receive', 'alert', 'hostname', 'blade', 'chassis', 'om', 'sensor', 'turn', 'chassis', 'reporting_non_critical', 'alert', 'investigate', 'advise', 'blade', 'chassis', 'hostname', 'vip', 'reporting_non_critical', 'hardware', 'issue'] ['abended_job_job_scheduler', 'archive', 'doc', 'daily', 'sid', 'abended_job_job_scheduler', 'archive', 'doc', 'daily', 'sid'] ['folk', 'would_like', 'thank', 'site', 'administrator', 'whoever', 'take', 'part', 'see_agent', 'pilot', 'ing', 'help', 'through', 'give', 'honest', 'feedback', 'installation', 'behavior', 'time', 'time', 'overall', 'help', 'complete', 'full', 'fledge', 'ing', 'promote', 'package', 'production', 'rollout', 'plan', 'deploy', 'see_agent', 'enclose', 'list', 'sale', 'pc', 'across', 'europe', 'start', 'would', 'presume', 'site', 'amins', 'sale', 'location', 'acceptance', 'start', 'deployment', 'mention', 'date', 'since', 'particular', 'time', 'announce', 'back', 'scot', 'task', 'global', 'communication', 'regard', 'see_agent', 'rollout', 'would', 'request', 'keep', 'respective', 'location', 'user', 'inform', 'deployment', 'schedule', 'also', 'ensure', 'user', 'familiar', 'package', 'installation', 'step', 'type', 'package', 'installation', 'duration', 'importance', 'package', 'mode', 'installation', 'time', 'reboot', 'installation', 'behavior', 'through', 'refer', 'detail', 'deployment', 'date', 'time', 'per', 'respective', 'location', 'time', 'zone', 'deployment', 'tool', 'patch_antivirus_sw', 'package', 'type', 'prompt', 'user', 'prompt', 'prior', 'notification', 'save', 'work', 'before', 'proceed', 'installation', 'through', 'click', 'continue', 'button', 'duration', 'minute', 'restart', 'require', 'automatic', 'restart', 'after', 'installation', 'see_agent', 'package', 'behavior', 'ask', 'sale', 'user', 'go', 'through', 'provide', 'bill', 'bank', 'understand', 'importance', 'package', 'deployment', 'ed', 'validate', 'finalize', 'see_agent', 'deployment', 'production_environment', 'pc', 'deployment', 'target', 'list', 'associate', 'sale', 'pc', 'get', 'replace', 'remove', 'network', 'let_know', 'via', 'provide', 'comment', 'separate', 'column', 'enclose', 'target', 'list', 'crm', 'sale', 'pc', 'see', 'europe', 'targetless', 'bit', 'xl', 'crm', 'sale', 'pc', 'see', 'europe', 'targetless', 'bit', 'xl', 'exclude', 'pc', 'completely', 'deployment', 'vip', 'critical', 'machine', 'pc', 'do', 'manually', 'respective', 'site_contact', 'manual', 'installation', 'site', 'admin', 'user', 'must', 'local', 'admin', 'privilege', 'respective', 'pc', 'complete', 'see_agent', 'installation', 'without', 'issue', 'access', 'follow', 'server', 'share', 'manual', 'installation', 'user', 'must', 'either', 'office', 'lan', 'vpn', 'network', 'access', 'server', 'share', 'provide', 'hostname', 'see_agent', 'deploy', 'file', 'hostname', 'see_agent', 'deploy', 'install', 'window', 'bit', 'system', 'execute', 'ex', 'file', 'bit', 'folder', 'server', 'share', 'install', 'window', 'bit', 'system', 'execute', 'ex', 'file', 'bit', 'folder', 'server', 'share', 'semantic_endpoint', 'encryption', 'see_agent', 'roll', 'europe', 'region', 'sale', 'pc'] ['pc', 'fails', 'restore', 'hibernation', 'after', 'image', 'bit', 'after', 'run', 'battery', 'backup', 'hour', 'pc', 'automatically', 'go_into', 'hibernation', 'cause', 'massive', 'data', 'loss', 'treat', 'priority', 'pc', 'detail', 'pc', 'window', 'window', 'sp', 'bit', 'amenty', 'glb', 'contact', 'unable', 'restore', 'pc', 'hibernation', 'after', 'reimage', 'bit'] ['unable', 'execute', 'job_scheduler', 'job', 'post', 'client', 'upgrade', 'hostname', 'hostname', 'hostname', 'hostname'] ['error_message', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'access', 'ethic_training', 'module'] ['order', 'kea', 'create', 'erp', 'generate', 'fill', 'order', 'kb', 'order', 'order', 'see', 'email', 'attach', 'erp', 'create', 'fill', 'kb', 'order', 'customer', 'receive', 'duplicate', 'fill', 'return', 'product', 'erp', 'consignment', 'kea', 'issue', 'create', 'duplicate', 'kb', 'order'] ['drive', 'miss', 'drive', 'miss', 'machine'] ['laptop', 'damage', 'fell', 'flight'] ['hostname', 'need', 'add', 'log', 'account', 'browser_microcoat_internet_explorer', 'active_directory', 'set', 'allows', 'user_id', 'access', 'company', 'access', 'point', 'hostname', 'need', 'add', 'log', 'account'] ['problem', 'wlan', 'germany_germany', 'attach', 'device', 'contact_info', 'mac_address', 'problem', 'wlan', 'germany_germany', 'attach', 'device'] ['usa', 'robot', 'server', 'cabinet', 'pc', 'since'] ['approve', 'rag', 'vice', 'president', 'erp_sid', 'access', 'right'] ['manually', 'reset', 'erp', 'password', 'password', 'previous', 'reset', 'through_password_management', 'tool', 'work', 'password_reset', 'erp'] ['new', 'phone', 'exchange', 'server', 'block', 'release', 'mail', 'come', 'mobile_device_activation'] ['problem', 'wlan', 'germany_germany', 'attach', 'device', 'contact_info', 'problem', 'wlan', 'germany_germany', 'attach', 'device'] ['erp', 'error', 'msg', 'order', 'exist', 'try', 'run', 'apod', 'create_delivery', 'order', 'order', 'get', 'error', 'msg', 'value', 'motific', 'counter', 'doc', 'supply_chain', 'see_attachment', 'erp', 'error', 'msg', 'order', 'exist', 'try', 'run', 'apod', 'create_delivery'] ['email', 'access', 'mobile_device'] ['physical', 'backup', 'server_hostname', 'found', 'physical', 'disk_fail', 'attach', 'hostname', 'backup', 'server_offline', 'miss', 'virtual', 'drive', 'draco', 'vip', 'hostname', 'backup', 'server_offline', 'miss', 'virtual', 'drive'] ['sw_incident', 'overview', 'detect_least_occurrence_firewall', 'company_internal_asa', 'drop_traffic', 'sour_hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'occurrence_firewall', 'company_internal_asa', 'drop_traffic', 'sour_hostname'] ['chat', 'transfer'] ['update', 'erp', 'favorite'] ['company', 'screensaver', 'computer'] ['unable', 'load', 'webpage'] ['unable', 'change', 'quotation'] ['kris', 'bug', 'fix', 'correction'] ['error', 'insufficient', 'access', 'check', 'attach', 'email', 'error', 'contact', 'detail', 'believe', 'license', 'recently', 'provide', 'unable', 'access', 'dynamic_crm', 'environment'] ['support', 'unable', 'clear', 'warehouse_tool', 'pfx', 'need', 'high', 'value', 'warehouse_tool', 'can_not', 'clear', 'unable', 'clear', 'warehouse_tool', 'pfx'] ['connect', 'vpn', 'after', 'saw', 'main', 'screen', 'reviewer', 'write', 'ussr', 'name', 'password', 'after', 'see', 'error', 'screen', 'attach_screen', 'connect', 'reviewer'] ['abended_job_job_scheduler', 'herp_sid', 'chg', 'point', 'abended_job_job_scheduler', 'herp_sid', 'chg', 'point'] ['global', 'helodes', 'want', 'request', 'access', 'right', 'user', 'erp', 'logion', 'sid', 'system', 'kindly', 'approve', 'request', 'provide_access', 'warm', 'erp_sid', 'access', 'right'] ['open', 'ticket', 'assign', 'material', 'tax', 'classification', 'zero'] ['no', 'response', 'call'] ['candy', 'email', 'request', 'password_reset', 'jose', 'email', 'password', 'password_reset', 'ad'] ['ms', 'access', 'miss', 'need', 'access', 'raise', 'job', 'requisition', 'fix', 'tiffany', 'hr', 'share', 'service_asia', 'pacific', 'ms', 'access', 'miss'] ['contact', 'during', 'outage', 'core', 'switch', 'usa', 'go', 'able', 'confirm', 'access', 'restore', 'switch', 'come', 'back', 'unable_login', 'erp'] ['delete', 'calendar', 'meeting', 'kuttar', 'outlook', 'employee', 'left_company', 'request', 'kindly', 'delete', 'follow', 'meeting', 'calendar', 'delete', 'calander', 'meeting', 'kuttar', 'outlook'] ['accede', 'ethic_training', 'user', 'unrecognized', 'check', 'see_attach', 'screen', 'no', 'access', 'ethic_training'] ['colin', 'unable', 'access', 'ql', 'database', 'advise', 'outage', 'able', 'confirm', 'issue_resolve', 'core', 'switch', 'come', 'back', 'outage', 'core', 'swith', 'usa', 'dace', 'go'] ['unlock', 'sid', 'user', 'sar'] ['new', 'window', 'pc', 'can_not_connect', 'fid', 'reader', 'via', 'port'] ['machine', 'precombat', 'unlock', 'one', 'nr', 'precombat', 'nr', 'unlock'] ['password_reset', 'login', 'erp', 'cm', 'able', 'use', 'apply', 'job', 'company'] ['cert', 'open', 'work', 'around', 'erp', 'work', 'error', 'log_balance_error'] ['abended_job_job_scheduler', 'sid', 'abended_job_job_scheduler', 'sid'] ['india', 'cecum', 'issue', 'erp_sid', 'production', 'system', 'log', 'automatically', 'happen', 'time', 'erp_sid', 'log'] ['reset_password', 'sid', 'user', 'old', 'erp', 'lock', 'reset_password', 'erp', 'production', 'erp'] ['helicline', 'need', 'erp', 'today', 'can_not_connect', 'computer', 'user', 'block', 'colleague', 'pc', 'advice', 'erp', 'logion', 'open'] ['erp', 'internet', 'usa_pa', 'location', 'contact', 'erp', 'internet', 'usa_pa', 'location'] ['error', 'reading', 'object', 'detail', 'process', 'cancel', 'error', 'execute', 'transaction', 'scag', 'obj', 'get', 'connect', 'message', 'server', 'host', 'fail', 'connection', 'type', 'deist', 'nogai', 'mysost', 'sid', 'db', 'rename', 'sid', 'group', 'erp', 'production', 'pic', 'phone', 'server'] ['mail_com', 'server', 'connection', 'laic', 'disturbed', 'book', 'erp', 'thank', 'accept', 'problem', 'server', 'problem'] ['contact', 'erp_sid', 'system', 'work', 'no', 'production_order', 'enter'] ['erp', 'work'] ['no', 'connection', 'erp', 'system', 'no', 'connection', 'message', 'server', 'rc', 'no', 'connection', 'erp', 'system'] ['need', 'connect', 'erp', 'possible', 'receive_error_message', 'mit_gr_en', 'connect', 'erp', 'possible'] ['abended_job_job_scheduler', 'pp_eu_tool', 'noh', 'eheu', 'abended_job_job_scheduler', 'pp_eu_tool', 'noh', 'eheu'] ['erp', 'work', 'erp', 'outage', 'united_kingdom', 'erp', 'work', 'erp', 'outage'] ['see', 'error_message', 'erp', 'mit_gr_en', 'erp', 'broken'] ['abended_job_job_scheduler', 'mm', 'idly', 'abended_job_job_scheduler', 'mm', 'idly'] ['erp', 'connect', 'erp', 'work'] ['plant', 'germany', 'log', 'erp_sid', 'work'] ['see', 'error_message', 'attach', 'erp', 'logion', 'possible', 'after', 'error', 'multiple', 'user', 'affected'] ['woman', 'dade', 'printer', 'scan', 'something', 'scan', 'green', 'print', 'anything', 'although', 'printer', 'start', 'nothing', 'come', 'problem', 'scanner', 'printer'] ['problem', 'office', 'miranda'] ['setup_new', 'gunwale'] ['actually', 'remails', 'hp', 'salm', 'trigger', 'show', 'inbox', 'hp', 'salm', 'trigger', 'show', 'inbox'] ['want', 'print', 'erp', 'document', 'pdf_file', 'mail', 'function', 'since', 'today', 'noon', 'sale', 'document', 'delivery', 'document', 'billing_document', 'nothing', 'come', 'can_not', 'print', 'erp', 'document', 'mail', 'function', 'since', 'today', 'around', 'noon'] ['unfortunately', 'log', 'computer', 'error_message', 'workstation', 'between', 'primary', 'domain', 'establish', 'problem', 'login'] ['network_outage', 'usa_pa', 'intranet', 'internet', 'affected', 'erp', 'outlook', 'contact', 'network_outage', 'usa_pa', 'location_plant'] ['phone', 'line', 'work_fine', 'outlook', 'say', 'connect', 'server', 'contact', 'internet', 'work', 'usa', 'location'] ['engineering_draw', 'tool', 'invite', 'no', 'draw', 'frame', 'come', 'message', 'appendix', 'frame', 'engineering_draw', 'tool', 'load'] ['laptop', 'start', 'laptop', 'switch'] ['get', 'warn_message', 'outlook', 'send_remails', 'via', 'macro', 'function', 'disable', 'warn_message'] ['refer', 'delivery_note', 'number', 'able', 'return', 'gi', 'sale_org', 'plant'] ['erp', 'ghana', 'studio', 'sidecar', 'software', 'work'] ['unable', 'send', 'quotation', 'customer', 'sale', 'through', 'mail', 'check', 'resolve', 'immediately', 'example', 'sent', 'receive', 'warm', 'mail', 'unable', 'send', 'quotation', 'customer', 'sale'] ['meeting', 'nivation', 'no', 'skype', 'add', 'ons'] ['try', 'set', 'erp', 'logion', 'window', 'login', 'password_reset', 'erp', 'login', 'configure', 'per', 'window', 'login', 'pwr', 'erp', 'logion', 'sid_sid'] ['window_disk_space', 'utilization_alert', 'hostname'] ['password', 'work', 'user'] ['abended_job_job_scheduler', 'pp_eu_tool', 'noh', 'ap', 'abended_job_job_scheduler', 'pp_eu_tool', 'noh', 'ap'] ['window_disk_space', 'utilization_alert'] ['firewall', 'company', 'internal', 'pix', 'latrobe', 'since_et'] ['server', 'vip', 'no', 'reply', 'ping', 'stop', 'server', 'error', 'communication', 'error', 'contact', 'server', 'name', 'know', 'server', 'location', 'usa', 'scanner', 'especially', 'scun', 'email', 'work'] ['make', 'sent', 'document', 'email_address', 'via', 'mail', 'pm', 'apac', 'time', 'min', 'later', 'still', 'receive', 'document', 'sent', 'via', 'mail', 'receive', 'time'] ['today', 'mail', 'work', 'check', 'happen', 'mail', 'work'] ['need', 'common', 'place', 'online', 'storage', 'complete', 'machine', 'assembly', 'model', 'one', 'place', 'presently', 'drawing', 'individual', 'designer', 'pic', 'retrieval', 'difficult', 'day', 'day', 'machine', 'design', 'data', 'handle', 'go', 'control', 'common', 'place', 'separate', 'drive', 'administrative', 'control', 'save', 'view', 'complete', 'machine', 'assembly', 'model', 'periodic', 'back', 'archive', 'data', 'store', 'place', 'storage', 'machine', 'assembly', 'model'] ['eu_tool', 'no', 'message', 'register', 'eu_tool', 'message', 'register', 'no', 'message', 'possible'] ['interface', 'gi', 'te', 'gi', 'gi', 'bottom', 'switch', 'usa', 'since_et'] ['good_day', 'erp', 'erp_output', 'send', 'email', 'work', 'well', 'yesterday', 'global', 'germany', 'erp', 'send', 'output', 'email', 'work'] ['order', 'purchasing', 'catalogue', 'work', 'unable', 'order', 'see_attachment', 'order', 'purchasing', 'catalogue', 'work'] ['assist', 'change', 'window', 'password_expire', 'log', 'erp', 'undername', 'employee', 'nr', 'assist', 'erp', 'log', 'erp', 'password', 'need', 'change'] ['look_into', 'issue', 'get', 'attachment', 'issue', 'processing', 'tandy', 'request'] ['user', 'poland', 'encounter', 'issue', 'erp_output', 'see', 'error_message', 'attach', 'erp_output', 'generate'] ['change', 'laptop', 'recently', 'after', 'change', 'every_time', 'use', 'microcoat_excel', 'deal', 'huge', 'information', 'screen', 'would', 'beshroud', 'momentarily', 'follow_message', 'display', 'driver', 'stop', 'respond', 'recover', 'beshroud', 'happen', 'often', 'every_minute', 'use', 'excel', 'twice', 'bad', 'screen', 'turn', 'blue', 'information', 'crash', 'dump', 'force', 'start', 'laptop', 'screen', 'would', 'momentarily', 'return', 'follow', 'display', 'driver', 'stop', 'respond', 'recover'] ['robot', 'usa', 'inactive', 'since_et'] ['operator', 'print', 'plant', 'label', 'click', 'make', 'plant', 'no', 'information', 'correct', 'solve', 'error', 'plant', 'label', 'error'] ['restart', 'server', 'erp', 'check', 'work', 'eu_tool', 'work', 'germany', 'plant', 'partner', 'vacation', 'hostname', 'eu_tool', 'server', 'restart', 'require'] ['connection', 'admin_metacenter_switch', 'ping', 'fail', 'vip', 'profile', 'admin_metacenter_switch', 'connection', 'admin_metacenter_switch', 'ping', 'fail', 'vip', 'profile', 'admin_metacenter_switch', 'connection', 'admin_metacenter_switch', 'ping', 'fail', 'vip', 'profile', 'admin_metacenter_switch', 'connection', 'admin_metacenter_switch', 'switch', 'admin_metacenter_switch', 'et'] ['jut', 'new', 'company', 'marrock', 'apac', 'cost', 'neter', 'plant', 'pol', 'change', 'internal', 'order_number', 'cost_center', 'plant', 'pol', 'change', 'internal', 'order_number', 'cost_center', 'plant'] ['able', 'find', 'folder', 'outlook'] ['unable', 'send', 'mail', 'forward', 'restriction'] ['vacation', 'mail', 'sent', 'last_week', 'manage', 'see', 'return', 'minute', 'before', 'automatically', 'deployment', 'general', 'note', 'unless', 'critical', 'security', 'risk', 'deployment', 'update', 'limited', 'far', 'third', 'deployment', 'realize', 'impact', 'user', 'especially', 'unannounced', 'update', 'addition', 'user', 'similarly', 'sr', 'work', 'directly', 'customer', 'think', 'practice', 'deploy', 'automatically', 'update', 'especially', 'user', 'time', 'impact', 'yesterday', 'deployment', 'sr', 'phone', 'operating', 'hour', 'during', 'deployment_notification_telephony_software'] ['mail_com', 'lady', 'gentleman', 'dial', 'phone', 'quite', 'time', 'display', 'display', 'incompletely', 'identify', 'plurality', 'horizontal', 'line', 'make', 'display', 'illegible', 'phone_number', 'remedial', 'order', 'quality', 'assurance', 'mail_com_mail_com', 'problem', 'dial', 'phone'] ['advise', 'damage', 'dell', 'laptop', 'lit', 'minute', 'see_attachment', 'thank', 'response', 'cooperation', 'advise', 'damage', 'dell', 'laptop', 'lit', 'minute'] ['apologize', 'know', 'lot', 'mechanic', 'lap', 'top', 'power', 'button', 'surely', 'die', 'user', 'indonesia', 'time', 'limited', 'customer', 'visit', 'evaluation', 'data', 'provide', 'engineering', 'solution', 'possible', 'ask', 'laptop', 'exchange', 'bring', 'bahay', 'bahay', 'plan', 'date', 'come', 'indonesia', 'damage', 'laptop'] ['need', 'adobe', 'reader', 'download'] ['reactivate_account', 'colleague', 'account', 'activation'] ['follow', 'virus', 'found', 'laptop', 'rectify', 'virus', 'found', 'laptop'] ['skype', 'conference', 'get', 'mailbox', 'link', 'skype', 'conference'] ['attendance_tool_password', 'forgot', 'reset', 'attendance_tool_password'] ['reboot', 'hostname', 'hostname', 'hostname', 'ql'] ['multiple', 'cost_center', 'gr', 'amount', 'po', 'issue'] ['browser_microcoat_internet_explorer', 'connect', 'vpn', 'connect', 'vpn'] ['intern', 'error', 'log', 'office', 'download', 'mail', 'attachment', 'intern', 'error', 'forward', 'login', 'office', 'download', 'mail', 'attachment'] ['show', 'since_pm_est', 'location', 'new', 'albany', 'engineering_tool', 'production', 'server', 'show', 'since_pm_est'] ['restaurant', 'tv', 'play', 'video', 'file', 'kogia', 'assist', 'thank', 'television', 'play', 'video', 'file'] ['add', 'mail_box', 'outlook', 'id', 'add', 'mail_box', 'outlook'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'spain', 'senci', 'site_hard', 'pm_et', 'no_backup_circuit'] ['login', 'issue'] ['company', 'login', 'issue'] ['milling', 'floor', 'control', 'room', 'computer', 'power', 'cord', 'cable', 'damage', 'due', 'high', 'temperature', 'replace', 'milling', 'computer', 'power', 'cord', 'damage'] ['system', 'suddenly', 'find', 'skype_business', 'skype_business', 'failure'] ['edit', 'ppt', 'always', 'pop', 'check', 'spell', 'grammatical', 'error', 'instal', 'spell', 'grammar', 'error'] ['quality', 'control', 'department', 'tensile', 'test', 'machine', 'control', 'computer', 'operating', 'system', 'start', 'slowly', 'lose', 'control', 'software', 'computer', 'malfunction'] ['hostname', 'os', 'internal', 'error', 'code', 'argument'] ['reset', 'erp_sid', 'password', 'user', 'sokemen'] ['abended_job_job_scheduler', 'hr', 'hr', 'abended_job_job_scheduler'] ['user', 'get', 'pop', 'displayed', 'virus', 'browser', 'advise', 'user', 'restart_pc', 'unable_open', 'another', 'window', 'issue_resolve', 'user', 'get', 'pop', 'displayed', 'virus', 'browser'] ['consultant', 'schneider', 'down', 'need', 'wireless', 'account', 'extend', 'end', 'year', 'due', 'expire', 'per', 'ticket', 'extend', 'wireless', 'access', 'ticket'] ['shop_floor_app', 'server', 'subagent', 'ex', 'ex', 'show', 'since_pm_et'] ['unable_login', 'microcoat', 'email', 'account'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site_slog', 'site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_power', 'outage_usa', 'vpn', 'circuit_pm_et', 'site_primary'] ['unable', 'access', 'forecast_plan', 'crm', 'vitalist', 'unable', 'access', 'forecast_plan', 'crm'] ['source_vip_system', 'name', 'user', 'location_germany', 'sum_status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'incident_overview', 'see', 'company_european', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'full_escalation', 'window_login_failure', 'alert_explicit_notification_via', 'high_priority_ticket', 'phone_call_automatically_resolve', 'window_login_failure', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'remote_procedure_call', 'pc', 'also', 'know', 'loc', 'surv', 'microcoat', 'window', 'protocol', 'allows', 'application', 'execute', 'code', 'another', 'address', 'space', 'commonly', 'another', 'computer', 'share', 'network', 'without', 'explicitly', 'cod', 'detail', 'remote', 'interaction', 'writes', 'code', 'whether', 'subroutine', 'local', 'execute', 'remote', 'pc', 'initiate', 'client', 'sends', 'request', 'message', 'know', 'remote', 'server', 'execute', 'specify', 'procedure', 'supply', 'remote', 'server', 'sends', 'response', 'client', 'application', 'continue', 'process', 'pc', 'run', 'port', 'use', 'client', 'server', 'application', 'microcoat', 'exchange', 'client', 'service', 'decap', 'server', 'dun', 'server', 'win', 'well', 'window', 'application', 'vulnerability', 'pc', 'also', 'leveraged', 'several', 'worm', 'mean', 'propagation', 'example', 'include', 'blaster', 'worm', 'mesoblast', 'losang', 'walchia', 'tachi', 'reetle', 'reference_event', 'data_related_event', 'event_id_event', 'repeat_outbound_connection_cp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port_destination_vip', 'destination_port_destination_vip', 'elocation', 'ulmo', 'deul', 'connection_directionality_outgo', 'protocol_cp_device_information', 'device_vip_device', 'company_european_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'event_id_event', 'repeat_outbound_connection_cp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port_destination_vip', 'destination_port_destination_vip', 'elocation', 'ulmo', 'deul', 'connection_directionality_outgo', 'protocol_cp_device_information', 'device_vip_device', 'company_european_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'security_incident', 'repeat_outbound_connection_cp'] ['giraffa', 'browser_microcoat_internet_explorer', 'advise', 'crm', 'password', 'start', 'password_reset'] ['update', 'crm', 'access', 'ticket'] ['source_vip_system', 'name', 'user', 'location_germany', 'sum_status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'incident_overview', 'see', 'company_european', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'remote_procedure_call', 'pc', 'also', 'know', 'loc', 'surv', 'microcoat', 'window', 'protocol', 'allows', 'application', 'execute', 'code', 'another', 'address', 'space', 'commonly', 'another', 'computer', 'share', 'network', 'without', 'explicitly', 'cod', 'detail', 'remote', 'interaction', 'writes', 'code', 'whether', 'subroutine', 'local', 'execute', 'remote', 'pc', 'initiate', 'client', 'sends', 'request', 'message', 'know', 'remote', 'server', 'execute', 'specify', 'procedure', 'supply', 'remote', 'server', 'sends', 'response', 'client', 'application', 'continue', 'process', 'pc', 'run', 'port', 'use', 'client', 'server', 'application', 'microcoat', 'exchange', 'client', 'service', 'decap', 'server', 'dun', 'server', 'win', 'well', 'window', 'application', 'vulnerability', 'pc', 'also', 'leveraged', 'several', 'worm', 'mean', 'propagation', 'example', 'include', 'blaster', 'worm', 'mesoblast', 'losang', 'walchia', 'tachi', 'reetle', 'reference_event', 'data_related_event', 'event_id_event', 'repeat_outbound_connection_cp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port_destination_vip', 'destination_port_destination_vip', 'elocation', 'ulmo', 'deul', 'connection_directionality_outgo', 'protocol_cp_device_information', 'device_vip_device', 'company_european_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'event_id_event', 'repeat_outbound_connection_cp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port_destination_vip', 'destination_port_destination_vip', 'elocation', 'ulmo', 'deul', 'connection_directionality_outgo', 'protocol_cp_device_information', 'device_vip_device', 'company_european_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_noria', 'access_group_acyl_inside', 'security_incident', 'repeat_outbound_connection_cp'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'carrier', 'india', 'telecomm_vendor', 'circuit_since_et', 'site_primary', 'ikona', 'circuit'] ['unable', 'access', 'site'] ['set', 'erp', 'user', 'name', 'password', 'work', 'set', 'erp', 'user', 'name', 'password', 'work'] ['currency', 'error', 'try', 'extend_plant', 'assign', 'get', 'follow', 'error', 'try', 'extend_plant', 'example', 'currency', 'amount', 'spy', 'field', 'move', 'pr', 'convert', 'currency', 'error', 'try', 'extend_plant', 'assign'] ['see', 'activity_indicate', 'host', 'conduct', 'vulnerability_scan', 'scan', 'use', 'identify', 'specific', 'vulnerability', 'remote', 'host', 'exploit', 'potentially', 'interfere', 'service', 'availability', 'execute', 'code', 'usa', 'attacker', 'unauthorized', 'access', 'result', 'scan', 'use', 'future', 'attack', 'exploitation', 'target', 'host', 'base', 'internet', 'visibility', 'detect', 'non', 'target', 'roadsman', 'similar', 'activity', 'source', 'detect', 'across', 'client', 'base', 'consider', 'block', 'vip_address', 'investigate', 'host', 'malicious', 'scrip', 'escalate_incident_via_medium', 'priority_ticket', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full', 'escalation_alert', 'explicit_notification', 'via_high_priority_ticket', 'phone_call', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc', 'event_data_related', 'event_event_id', 'event', 'suspicious', 'executable', 'file', 'upload', 'hp_hatty', 'incoming', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source', 'port_source', 'vip_elocation', 'st', 'ru', 'destination_vip_destination_port', 'connection_directionality_incoming_protocol', 'cp_hatty', 'method_post', 'hatty_status', 'code', 'user', 'agent_amolilla', 'window_nt', 'riv', 'gecko', 'firefox', 'host', 'www', 'company', 'com', 'full_url_path', 'twp', 'content_plunge', 'inbound', 'admin', 'partial', 'sv_uploader', 'hp', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version', 'vendor', 'reference', 'vide', 'file', 'twp', 'setup', 'hp', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail', 'suspicious', 'executable', 'file', 'upload', 'hp_hatty', 'incoming', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'xref', 'vide', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'ex_hatty', 'uri', 'twp', 'content_plunge', 'inbound', 'admin', 'partial', 'sv_uploader', 'hp', 'ex_hatty_hostname', 'www', 'company', 'com', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'cd', 'ae', 'ca', 'wiz', 'ca_ca', 'ea', 'ac', 'ce', 'pi', 'ec', 'sk', 'elec', 'post', 'twp', 'fe_content', 'plunge', 'dd', 'inbound', 'ting', 'admin', 'parti', 'cf', 'al', 'sv_uploader', 'hp_hatty', 'reub', 'cost', 'www', 'companage', 'fod', 'da', 'stale', 'com', 'cont', 'pent', 'length', 'accept', 'encode', 'zip', 'deflate', 'fa', 'da', 'accept', 'sid', 'hdkf', 'cc', 'er', 'agent', 'gozill', 'window', 'riv', 'ff', 'gecko', 'fe', 'firefox', 'con', 'ea', 'necation', 'keep', 'al', 'fe', 'ive', 'content', 'typ', 'multiparty', 'dd', 'data', 'boundary', 'ad', 'ad', 'fe_content', 'fe', 'disposition', 'fo', 'rm', 'data', 'name', 'ile', 'filename', 'twp', 'setup', 'hp', 'fe_content', 'type', 'tex', 'ed', 'ad', 'ac', 'plain', 'hp', 'misset', 'quest', 'ee', 'header', 'hatty', 'found', 'dc', 'quest', 'ee', 'fe', 'da', 'dd', 'dd', 'da', 'cap_hex', 'event_id_event', 'suspicious', 'executable', 'file', 'upload', 'hp_hatty', 'incoming', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source', 'port_source', 'vip_elocation', 'st', 'ru', 'destination_vip_destination_port', 'connection_directionality_incoming_protocol', 'cp_hatty', 'method_post', 'hatty_status', 'code', 'user', 'agent_amolilla', 'window_nt', 'riv', 'gecko', 'firefox', 'host', 'www', 'company', 'com', 'full_url_path', 'twp', 'content_plunge', 'inbound', 'admin', 'partial', 'sv_uploader', 'hp', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version', 'vendor', 'reference', 'vide', 'file', 'twp', 'setup', 'hp', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail', 'suspicious', 'executable', 'file', 'upload', 'hp_hatty', 'incoming', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'xref', 'vide', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cp_option_knop', 'knop_cap', 'ex_hatty', 'uri', 'twp', 'content_plunge', 'inbound', 'admin', 'partial', 'sv_uploader', 'hp', 'ex_hatty_hostname', 'www', 'company', 'com', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'cd', 'bf', 'ca_ca', 'ca', 'ea', 'dd', 'ce', 'ff', 'pc', 'def', 'elec', 'post', 'twp', 'fe_content', 'plunge', 'dd', 'inbound', 'ting', 'admin', 'parti', 'cf', 'al', 'sv_uploader', 'hp_hatty', 'reub', 'cost', 'www', 'companage', 'fod', 'da', 'stale', 'com', 'cont', 'pent', 'length', 'accept', 'encode', 'zip', 'deflate', 'fa', 'da', 'accept', 'sid', 'hdkf', 'cc', 'er', 'agent', 'gozill', 'window', 'riv', 'ff', 'gecko', 'fe', 'firefox', 'con', 'ea', 'necation', 'keep', 'al', 'fe', 'ive', 'content', 'typ', 'multiparty', 'dd', 'data', 'boundary', 'ad', 'ad', 'fe_content', 'fe', 'disposition', 'fo', 'rm', 'data', 'name', 'ile', 'filename', 'twp', 'setup', 'hp', 'fe_content', 'type', 'tex', 'ed', 'ad', 'ac', 'plain', 'hp', 'misset', 'quest', 'ee', 'header', 'hatty', 'found', 'dc', 'quest', 'ee', 'fe', 'da', 'dd', 'dd', 'da', 'cap_hex_security_incident', 'sw', 'possible', 'vulnerability_scan'] ['unable_connect', 'network', 'printer'] ['block', 'exchange', 'need', 'access', 'receive', 'new', 'company', 'need', 'access', 'exchange', 'server', 'new', 'company', 'iphone'] ['sw_event', 'id_event', 'hw', 'near_capacity', 'source_vip', 'destination_vip', 'device_vip_device', 'event_extra_data', 'none', 'lognormal', 'hostname', 'undername', 'system', 'hostname', 'hostname_pandy_com', 'type', 'warn', 'true', 'system', 'surv', 'null_empty_model_found', 'group', 'argentide', 'internal', 'hostname', 'verify'] ['sent', 'deployment_notification', 'last_week', 'target', 'list', 'deployment', 'schedule', 'find', 'attach', 'email', 'copy', 'reference', 'would', 'concern', 'deployment_notification_telephony_software'] ['keyboard', 'defective', 'change', 'individual', 'key', 'work', 'anymore', 'keyboard', 'defective'] ['sw', 'ticket', 'see', 'company_european', 'asa_device_generate_high', 'volume_repeat_outbound_connection', 'cp_alert_traffic', 'block_port_cp', 'remote_procedure_call', 'pc_external_host_indicate', 'firewall_block_traffic_legitimate', 'server', 'application_also_indicate', 'compromise_host_reach_malicious', 'host_propagate_worm_code', 'escalate_incident_via_medium', 'priority_ticket_email', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_full_escalation_window', 'login_failure_alert_explicit', 'notification_via_high_priority', 'ticket_phone_call', 'automatically_resolve_window', 'login_failure_alert_directly', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'repeat_outbound_connection_cp'] ['sw', 'ticket', 'event_id_event_hw', 'service_imp_imp', 'source_vip_source_host', 'ap', 'destination_host_device_vip', 'device', 'ap', 'event_extra_data', 'true', 'ap', 'null_empty_model_found', 'gm', 'internal', 'occurrence_count_event_count', 'event_detail', 'device', 'service_imp_imp', 'detail', 'service', 'check', 'fail', 'failure', 'imp', 'echo', 'unable', 'ping', 'event_hw_service_imp', 'imp'] ['sw', 'ticket', 'related_event', 'event_id_event_hw', 'service_imp_imp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'hostname', 'connection_directionality_internal', 'device_information_device_vip', 'device', 'hostname_pandy_com', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id', 'event_detail', 'device', 'service_imp_imp', 'detail', 'service', 'check', 'fail', 'failure', 'imp', 'echo', 'unable', 'ping', 'event_hw_service_imp', 'imp'] ['sw', 'ticket', 'number', 'related_event', 'event_id_event_hw', 'service_imp_imp', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'hostname', 'connection_directionality_internal', 'device_information_device_vip', 'device', 'hostname_pandy_com', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id', 'event_detail', 'device', 'service_imp_imp', 'detail', 'service', 'check', 'fail', 'failure', 'imp', 'echo', 'unable', 'ping', 'event_hw_service_imp', 'imp'] ['sw', 'ticket', 'related_event', 'event_id_event_hw', 'near_capacity', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'hostname', 'connection_directionality_internal', 'device_information_device_vip', 'device', 'hostname_pandy_com', 'log_time_utch', 'vendor', 'classification_none', 'vendor_priority', 'window', 'event_id', 'type', 'warn', 'user', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id', 'agent_id', 'event_detail', 'note', 'default', 'alert', 'generate', 'capacity', 'reach', 'system', 'surv', 'warn', 'hostname_pandy_com', 'none', 'disk', 'near_capacity', 'need', 'delete', 'file', 'hostname', 'near_capacity'] ['sound', 'work', 'pc', 'audio_work'] ['encryption', 'set'] ['need', 'change', 'drive', 'name', 'network_drive'] ['system', 'performance', 'issue'] ['company', 'email', 'account'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_russia', 'warehouse', 'network', 'since_et'] ['unable', 'access', 'es'] ['consultant', 'ca', 'technology', 'visit', 'week', 'use', 'follow', 'website', 'provide_access', 'wifi_network', 'see', 'certificate', 'error', 'site', 'ie', 'chrome', 'see_attach', 'ignore', 'error', 'log', 'create', 'couple', 'account', 'yesterday', 'give', 'account', 'credential', 'limited', 'max', 'day', 'go', 'today', 'edit', 'account', 'change', 'date', 'today', 'everything', 'look', 'okay', 'web', 'app', 'user', 'able_login', 'even', 'reset_password', 'one', 'user', 'either', 'cumbersome', 'type', 'info', 'create_new', 'account', 'day', 'would', 'great', 'certificate', 'issue', 'take', 'care', 'account', 'create', 'multiple', 'day', 'easy', 'renew', 'password', 'multiple', 'issue', 'company', 'guest_wifi', 'sponsor', 'portal'] ['try_open', 'ghana', 'get', 'follow', 'error', 'ph', 'ghana', 'load', 'anymore'] ['crm', 'mobile_app', 'query'] ['seem', 'lack', 'knowledge', 'regard', 'deployment', 'telephony_software', 'israel', 'begin', 'user', 'apart', 'rabin', 'work', 'software', 'hebrew', 'also', 'sure', 'deployment', 'telephony_software', 'pc', 'time', 'occur', 'middle', 'work', 'day', 'let_know', 'hebrew', 'version', 'available', 'discus', 'deployment', 'many', 'deployment_notification_telephony_software'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_global_telecomm', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_south', 'africa_sa', 'primary', 'circuit', 'company', 'zarf', 'mil', 'ce', 'since_et'] ['engineering_tool', 'work_correctly', 'affect', 'multiple', 'user', 'pre', 'process', 'area', 'moment', 'possible', 'make', 'review', 'cam', 'visualize', 'dug', 'make', 'routings', 'bom', 'need', 'review', 'cam', 'file', 'shop_floor', 'issue', 'cause', 'stop', 'production', 'system', 'work', 'sometimes', 'possible', 'connect', 'user', 'affected', 'navarch', 'colletic', 'veronica', 'furlan', 'pinto', 'engineering_tool', 'work_correctly', 'affect', 'multiple', 'user', 'pre', 'process', 'area'] ['receive', 'follow_message', 'can_not', 'start', 'microcoat', 'outlook', 'can_not', 'open', 'outlook', 'window', 'set', 'folder', 'can_not', 'open', 'information', 'store', 'open', 'restart_computer', 'several_time', 'result', 'outlook', 'client', 'issue'] ['work', 'outlook', 'can_not', 'edit', 'subject', 'line', 'email', 'able', 'today', 'work', 'outlook', 'can_not', 'edit', 'subject', 'line', 'email', 'able', 'today'] ['no', 'issue', 'respect', 'new', 'telephony_software', 'application', 'deployed', 'successfully', 'through', 'patch_antivirus_sw', 'deployment', 'schedule', 'base', 'language', 'case', 'english', 'since', 'support', 'hebrew', 'language', 'past', 'deployed', 'english', 'language', 'telephony_software', 'israel', 'pic', 'sr', 'israel', 'raise', 'concern', 'work', 'without', 'hebrew', 'language', 'pack', 'confirm', 'english', 'package', 'new', 'telephony_software', 'application', 'deployed', 'successfully', 'able', 'work', 'without', 'issue', 'local', 'poland', 'uninstalled', 'new', 'version', 'telephony_software', 'instal', 'old', 'telephony_software', 'pic', 'without', 'inform', 'fulfill', 'local', 'sr', 'requirement', 'reschedule', 'new', 'telephony_software', 'application', 'through', 'remote', 'deployment', 'hebrew', 'language', 'pack', 'instal', 'manually', 'pic', 'deployment_notification_telephony_software'] ['issue', 'connect', 'company', 'wifi_network', 'orth', 'past', 'two', 'day', 'window', 'access', 'get', 'suddenly', 'lock', 'someone', 'get', 'contact', 'per', 'cell_phone', 'issue', 'connect', 'company', 'wifi_network', 'orth'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need_work_describe', 'issue', 'during', 'gi', 'good_receipt', 'eva', 'get', 'error', 'attach', 'su', 'sale_order', 'manually', 'move', 'plant', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['outlook', 'work', 'crm', 'issue'] ['connect', 'drive', 'computer', 'do', 'function', 'connect', 'need', 'drive', 'team', 'hostname', 'file', 'hostname', 'connection', 'connect', 'drive', 'computer'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'company', 'secondary_circuit', 'company', 'usa', 'vpn_tr', 'since_et'] ['browser_microcoat_internet_explorer', 'access', 'engineering_tool', 'system', 'engineering_tool'] ['contact', 'no', 'one', 'site', 'able', 'connect', 'unable_connect', 'usa', 'oh'] ['during', 'gi', 'transaction', 'rama', 'delivery', 'customer', 'tade', 'delivery', 'customer', 'tade', 'face', 'error', 'cost_center', 'company', 'block', 'direct', 'posting', 'cost_center', 'control', 'area', 'company', 'lock', 'primary', 'posting', 'erp', 'system', 'automatically', 'determine', 'control', 'area', 'company', 'company', 'code', 'business', 'area', 'possible', 'complete', 'gi', 'rama', 'del', 'td', 'erron', 'cost_center'] ['issue', 'attachment', 'outlook'] ['job', 'transfer', 'back', 'into', 'request', 'access', 'engineering_tool', 'tool', 'performance', 'reporting', 'system', 'access', 'engineering_tool'] ['call', 'transfer', 'dan'] ['unable_connect', 'hp', 'printer', 'home'] ['user', 'call', 'state', 'need', 'benefit', 'solver', 'app', 'single_sign_portal', 'checked', 'ad', 'find', 'particular', 'group', 'add', 'user_id', 'check', 'needful', 'contact', 'no', 'user_id', 'need', 'access', 'benefit', 'solver', 'single_sign_portal'] ['browser', 'issue'] ['can_not', 'access', 'hr_tool', 'pay', 'check', 'time', 'go', 'soso', 'get', 'message', 'open', 'hr_tool', 'icon', 'access_deny', 'contact', 'system', 'administrator', 'vip', 'single_sign', 'hr_tool', 'operating'] ['install', 'ie'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'nothing_happens', 'no', 'message', 'unable_create_delivery'] ['after', 'upgrade', 'telephony_software', 'disappear', 'screen'] ['access', 'forecast_plan'] ['problem', 'opening', 'document', 'intranet', 'internet_explorer'] ['add', 'purchasing', 'production', 'purchasing', 'app', 'single_sign_portal', 'unable', 'view', 'enter', 'purchasing', 'way', 'member', 'purchasing', 'access', 'single_sign_portal', 'lapp'] ['company', 'guest_wifi', 'logion', 'info', 'company_guest', 'account', 'creation', 'request'] ['log_onto', 'company', 'centre', 'search', 'part', 'clicked', 'configure', 'button', 'would', 'normally', 'start', 'quote_engine', 'instead', 'receive', 'follow', 'error', 'attach', 'problem', 'access', 'quote_engine', 'within', 'company', 'centre'] ['pol', 'give', 'authority', 'reset', 'erp', 'pwr', 'erp', 'pwr', 'invalid'] ['unable', 'generate', 'warehouse_tool', 'per', 'delivery', 'vet', 'get_error_message', 'ie', 'hapi', 'po', 'create', 'fail', 'material', 'auto', 'extend', 'fail', 'fix', 'error', 'advise', 'back', 'generate', 'tax', 'warehouse_tool', 'end', 'unable', 'generate', 'warehouse_tool', 'per', 'delivery'] ['reporting_tool', 'alert', 'average_sample_disk_free', 'warn_threshold_total_size', 'glb_hostname', 'reporting_engineering_tool', 'production', 'drive', 'full'] ['erp_sid', 'account_lock', 'issue'] ['mail_com', 'thank', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'request', 'callback'] ['outlook', 'give', 'stack_guard', 'error'] ['see', 'email', 'attach', 'detail', 'contact', 'check', 'excel', 'version', 'adjust', 'toss', 'note', 'bad', 'case', 'push', 'mobile', 'ruers', 'use', 'reporting_tool', 'version', 'open', 'order', 'however', 'opening', 'excel_file', 'likely', 'convenient', 'excel_file', 'generate', 'cossid', 'open', 'mobile_device', 'sale', 'employee'] ['bus', 'would', 'ask', 'via', 'ticket', 'email', 'authorization', 'time', 'management', 'av'] ['company_eu_deul', 'germany', 'press', 'buro', 'access_sw', 'switch', 'since'] ['unable', 'add_lean_event', 'collaboration_platform', 'lean_tracker', 'get_error_message', 'request', 'resolve', 'lean_tracker', 'error'] ['note', 'es_portal', 'access', 'specify', 'detail', 'lock', 'employee', 'raghu', 'mg', 'employee', 'id', 'user', 'mgr', 'issue', 'user_id', 'get', 'lock', 'previously', 'also', 'face_issue', 'user_id', 'password', 'change', 'work', 'month', 'issue', 'occur', 'employee', 'get_error_message', 'user_authentication_fail', 'seek', 'support', 'resolve_issue', 'user_id', 'lock'] ['mail_com', 'telephony_software', 'installation', 'upgrade', 'work', 'after', 'two', 'restarts', 'no', 'application', 'nt'] ['snap', 'error', 'receive', 'access', 'adoption', 'scorecard', 'receive', 'server', 'error', 'crm', 'adoption', 'score', 'card'] ['phone_call', 'stop', 'immediately', 'update', 'telephony_software', 'pc', 'unable', 'run', 'telephony_software', 'after', 'update', 'see', 'list', 'israel_israel', 'nazard', 'window_professional_ic', 'user_application_english', 'israel_israel', 'israel', 'window_professional_ic', 'user', 'application', 'bit', 'english', 'israel_israel', 'nahum', 'window_professional_ic', 'user', 'application', 'bit', 'english', 'israel_israel', 'tekiah', 'window_professional_ic', 'user_application_english', 'israel_israel', 'window_professional_ic', 'user_application_english', 'affected', 'pc', 'issue', 'many', 'deployment_notification_telephony_software'] ['attendance_tool', 'password_reset', 'request'] ['find', 'pic', 'instal', 'old', 'telephony_software', 'application', 'pull', 'report', 'patch_antivirus_sw', 'name', 'location', 'country', 'user', 'name', 'name', 'install', 'primary', 'language', 'architecture', 'deployment', 'israel_israel', 'nazard', 'window_professional_ic', 'user_application_english', 'bit_patch', 'antivirus_sw', 'israel_israel', 'israel', 'window_professional_ic', 'user', 'application', 'bit', 'english_bit', 'patch_antivirus_sw', 'israel_israel', 'nahum', 'window_professional_ic', 'user', 'application', 'bit', 'english_bit', 'patch_antivirus_sw', 'israel_israel', 'tekiah', 'window_professional_ic', 'user_application_english', 'bit_patch', 'antivirus_sw', 'israel_israel', 'window_professional_ic', 'user_application_english', 'bit_patch', 'antivirus_sw', 'israel', 'window_professional_ic', 'user_application_english', 'bit_patch', 'antivirus_sw', 'schedule', 'new', 'version', 'upgrade', 'pic', 'instal', 'old', 'telephony_software', 'application', 'deployment_notification_telephony_software'] ['new', 'order', 'mm', 'mm'] ['generate', 'intercompany', 'delivery_note', 'follow_error_message', 'appear', 'look', 'mit', 'no', 'intercompany'] ['need', 'instal', 'te'] ['mail_com_cid', 'unfortunately', 'field', 'come', 'lose', 'thank', 'many', 'email', 'display'] ['able_login', 'es_portal'] ['debi', 'vet', 'create', 'example', 'sid', 'debug', 'fix', 'production_order', 'receive', 'mm', 'issue', 'appear', 'case', 'user', 'try', 'ship', 'plan_order', 'also', 'try', 'ship', 'production_order', 'shipping', 'plan_order', 'look_like', 'dist_allow', 'ship', 'plan_order', 'case', 'plan_order', 'finish_date', 'due', 'past', 'due', 'purple', 'example', 'case', 'plan_order', 'finish_date', 'due', 'red', 'example', 'dist_allow', 'ship', 'plan_order', 'follow', 'thing', 'need', 'change', 'dist_allow', 'force', 'shipment', 'plan_order', 'even_though', 'plan_order', 'due', 'like', 'dist', 'stock_transfer', 'order', 'dist', 'use', 'plan_order', 'start_date', 'rather', 'plan_order', 'finish_date', 'determine', 'whether', 'plan_order', 'due', 'shipping', 'production_order', 'look_like', 'dist_allow', 'ship', 'production_order', 'case', 'basic', 'finish_date', 'production_order', 'due', 'past', 'due', 'blue', 'example', 'case', 'basic', 'finish_date', 'production_order', 'due', 'yellow', 'example', 'dist_allow', 'ship', 'production_order', 'follow', 'thing', 'need', 'change', 'dist_allow', 'force', 'shipment', 'production_order', 'even_though', 'production_order', 'due', 'like', 'dist', 'stock_transfer', 'order', 'dist', 'use', 'basic', 'start_date', 'show', 'transaction', 'rather', 'basic', 'finish_date', 'determine', 'whether', 'production_order', 'due', 'dist_allow', 'distribute', 'plan_order', 'production_order'] ['window', 'system', 'start'] ['meeting', 'switzerland', 'lot', 'participant', 'like', 'today', 'wifi', 'stable', 'user', 'get', 'interrupt', 'frequently', 'possibility', 'check', 'much', 'user', 'connect', 'ap', 'analyze', 'problem', 'wifi', 'big', 'meeting', 'stable', 'meeting', 'room'] ['see_attach', 'mail', 'unposted', 'deposit', 'bill', 'company', 'pfx'] ['laptop', 'get', 'laptop', 'power', 'issue'] ['dear', 'status', 'shipment', 'require', 'reply', 'mm'] ['would', 'need', 'two', 'edits', 'make', 'volunteer', 'tracker', 'form', 'wa', 'signing', 'add', 'two', 'field', 'beneath', 'facilitator', 'contact_person', 'name', 'name', 'organization', 'organization', 'address', 'add', 'end', 'send', 'non', 'profit', 'verification', 'document', 'volunteer', 'tracker', 'accessible', 'employee', 'set', 'permission', 'accordingly', 'change', 'volunteer', 'tracker'] ['would', 'need', 'loaner_laptop', 'consultant', 'bank', 'period', 'bank', 'consultant', 'bank', 'consultant', 'bank', 'consultant', 'bank', 'consultant', 'three', 'consultant', 'still', 'valid', 'erp', 'microcoat', 'log', 'password', 'yi', 'bank', 'consultant', 'huge', 'update', 'erp', 'payment', 'management', 'autobahn', 'tool', 'prepare', 'laptop', 'accordingly', 'confirm', 'get', 'loaner_laptop', 'would', 'pick', 'mention', 'date', 'stiffen', 'del', 'problem', 'let_know', 'many', 'loaner_laptop', 'germany', 'location_germany', 'require'] ['run', 'telephony_software', 'upgrade', 'pc', 'use', 'telephony_software', 'deployment_notification_telephony_software'] ['can_not', 'login', 'sid', 'anymore', 'see_attachment', 'fix', 'user_id', 'anna', 'meinie', 'can_not', 'access', 'sid'] ['pol', 'see', 'remove', 'happen', 'last_day', 'virus', 'found'] ['window', 'account_lockout', 'window_account_lock'] ['mail_com', 'start', 'computer', 'outlook', 'crm', 'synchronize', 'hour', 'characterize', 'thing', 'block', 'engineering_tool', 'sit', 'computer', 'suwe', 'schlock', 'technical', 'consult', 'sale', 'mail_com_mail_com', 'mobile', 'tel', 'germany', 'gambs', 'company', 'max', 'plack', 'road', 'germany', 'www', 'germany_company_gambs', 'manage_director', 'herald', 'nuclein', 'seat', 'company', 'germany_germany', 'bad', 'homburg', 'germany', 'harb', 'message_unique_determine_solely', 'use_contain_information_cover', 'protection_confidential_applicable_law', 'disclosure_spread_distribution_duplication', 'message_people_intend_recipient', 'strictly_prohibit_message', 'receive_due_notify_sender', 'delete_message_company_post', 'select_follow_link_view', 'alternate_language', 'problem', 'mit', 'start', 'outlook'] ['check', 'reason', 'po', 'error', 'language', 'po', 'error', 'language'] ['able', 'find', 'interaction_desktop', 'icon', 'pc', 'after', 'installation', 'even', 'old', 'version', 'get', 'delete', 'assist', 'telephony_software_software_upgrade', 'user'] ['warm', 'outlook', 'spell', 'check', 'error', 'repeat', 'issue'] ['would_like_recall', 'message', 'ticket', 'reopen', 'recall', 'ticket', 'reopen'] ['laptop', 'dell', 'precision', 'volume', 'stop', 'work', 'sure', 'whether', 'problem', 'driver', 'attend', 'skype', 'session', 'week', 'laptop', 'volume', 'work'] ['pl', 'find', 'spell', 'check', 'error', 'outlook', 'repeat', 'error', 'time', 'observe', 'need', 'attention', 'permanent', 'solution', 'warm', 'outlook', 'spell', 'check', 'work', 'repeat', 'issue'] ['kid', 'sw', 'service', 'dell', 'battery', 'failure'] ['mm'] ['warehouse', 'vendor', 'export', 'service', 'hostname', 'show', 'monitoring_tool', 'monitoring_tool'] ['follow_link', 'sipper', 'entrance', 'log_into', 'pdf_file', 'editor', 'see', 'problem', 'adobe', 'reader', 'version', 'need', 'update', 'follow', 'two', 'link', 'sipper'] ['part', 'open', 'look', 'after', 'disk', 'ask', 'completion', 'eu_tool', 'rep', 'nr', 'canc', 'nr', 'za'] ['user', 'need', 'login', 'erp_sid', 'connect', 'user', 'system_use_televiewer', 'user', 'login', 'erp_sid', 'issue_resolve', 'user', 'need', 'login', 'erp_sid'] ['expense_report', 'submit_expense_report', 'able', 'submit', 'require', 'erp', 'person', 'desk', 'submit', 'time', 'plant', 'expense_report', 'submit'] ['earthwork', 'usa', 'customer', 'order', 'held', 'due', 'credit', 'involve', 'return', 'return', 'receive', 'return', 'held', 'workloom', 'approval'] ['ron', 'bell', 'health', 'saving', 'acct', 'deduction', 'come', 'paycheck', 'yet', 'elect', 'zero', 'let_know', 'before', 'next', 'pay', 'run', 'lee'] ['dell', 'system', 'keep', 'go', 'loop', 'shut', 'advise', 'user', 'restart_pc', 'happen', 'service_tag', 'contact', 'win', 'dell', 'system', 'keep', 'go', 'loop', 'shut'] ['add', 'active_directory', 'ad', 'group', 'include', 'ad', 'lowercase', 'add', 'member'] ['need', 'contact', 'battery', 'life', 'issue', 'phone', 'loose', 'charge', 'fast', 'throughout', 'day', 'something', 'battery', 'replace', 'get', 'new', 'phone', 'mobile_device'] ['browser_microcoat_internet_explorer', 'send', 'video', 'someone', 'outside', 'company', 'large', 'attach', 'email', 'send', 'video', 'someone', 'outside', 'company'] ['meeting', 'acceptance', 'notification', 'vip', 'meeting', 'acceptance', 'notification'] ['unable_open', 'tift', 'file'] ['unable_login', 'switch', 'due', 'memory', 'issue', 'per', 'dyslogy', 'alarm', 'unable_login', 'switch'] ['would_like', 'reassign', 'account', 'contact', 'jervin', 'phone', 'crm', 'account', 'contact', 'reassignment'] ['browser_microcoat_internet_explorer', 'telephony_software', 'phone', 'system', 'interaction_desktop', 'authentication', 'process', 'failure', 'telephony_software', 'phone', 'system', 'interaction_desktop', 'authentication', 'process', 'failure'] ['fund', 'id', 'budget', 'posting', 'affected', 'crm', 'accrual', 'post', 'replicate', 'crm', 'ecce', 'pp'] ['giraffa', 'browser_microcoat_internet_explorer', 'usa', 'access', 'durham', 'data', 'base', 'access', 'database'] ['drive', 'encryption', 'attention', 'need'] ['receive', 'reporting_tool', 'alert', 'pm_et', 'hostname', 'connect', 'connect', 'hostname', 'connect', 'connect'] ['password_reset', 'es_portal'] ['expense_report', 'reach'] ['pc', 'boot', 'beshroud', 'screen', 'no', 'post', 'slow', 'start'] ['xerox', 'copier', 'usa', 'office', 'portside', 'paper', 'feeder', 'fault', 'copy'] ['unable_connect', 'network', 'laptop'] ['create', 'wi_fi', 'password', 'tem', 'member', 'usa_pa', 'create', 'wi_fi', 'password', 'ibm', 'nosite', 'usa', 'week'] ['unable_open', 'outlook', 'es', 'due', 'bad', 'password'] ['unable', 'access', 'remails'] ['print', 'csi', 'erp', 'time', 'message', 'get', 'oops', 'internet_explorer', 'connect', 'hostname_pandy_com', 'anybody', 'would', 'great', 'br', 'global', 'germany', 'erp', 'print', 'csi', 'work'] ['hostname', 'hr_tool', 'tax_interface', 'app', 'qaf', 'average_sample', 'total', 'cpu', 'error_threshold'] ['password', 'change', 'work', 'ask', 'love', 'advance', 'germany', 'ruse', 'password', 'change', 'fail'] ['give', 'access', 'erp', 'can_not', 'log', 'erp', 'access'] ['vip', 'battery', 'seem', 'dead', 'latitude', 'dell', 'laptop', 'battery', 'light', 'flash', 'orange', 'laptop', 'work', 'without', 'connection', 'power', 'cord', 'battery', 'seem', 'dead', 'vip', 'battery', 'seem', 'dead', 'latitude'] ['restart', 'service', 'chasid', 'server', 'phone', 'restart', 'service', 'chasid', 'server'] ['password', 'issue'] ['erp_sid', 'password_reset', 'unlock', 'request'] ['unable', 'access', 'hostname'] ['ticket', 'update', 'query', 'ticket'] ['operator', 'rinaldo', 'albrecht', 'second', 'shift', 'machine', 'wag', 'grind', 'process', 'gpcd', 'cell', 'can_not', 'record', 'correctly', 'work', 'data', 'shop_floor_app', 'day', 'record', 'day', 'extend', 'next', 'close', 'shop_floor_app', 'record', 'error'] ['download', 'engineering_tool', 'desktop', 'show', 'error', 'fix', 'issue', 'engineering_tool', 'download', 'prob'] ['possible', 'login', 'due', 'lock', 'account'] ['complete', 'quote', 'number', 'get', 'error', 'massage', 'line_item', 'enter', 'brand', 'list', 'enter', 'valid', 'brand', 'line_item', 'complete', 'quote', 'number'] ['netweaver', 'pussiness', 'client', 'open'] ['hr_tool', 'portal', 'work'] ['vip', 'still', 'try', 'get', 'issue_resolve', 'outlook', 'new', 'assistant', 'give', 'editor', 'permission', 'email', 'calendar', 'try', 'view', 'email', 'outlook', 'get_error_message', 'can_not', 'display', 'folder', 'microcoat', 'outlook', 'can_not', 'access', 'specify', 'folder', 'location', 'manually', 'open', 'email', 'account', 'time', 'go', 'work', 'seem', 'able', 'view', 'email', 'iowa', 'want', 'use', 'outlook', 'vip', 'delegation', 'issue'] ['ie', 'amolilla', 'clock', 'bottom', 'hub', 'home_page', 'seem', 'miss'] ['problem', 'speaker', 'laptop', 'hear', 'headset', 'barbudos', 'speaker', 'advise_comp_sr_application', 'eng_problem', 'speaker'] ['unable', 'reset_password'] ['call', 'cancel', 'ticket'] ['hostname_team', 'corporate', 'governance', 'hostname_team', 'proxy', 'folder', 'delete', 'helodes', 'employee', 'weekend', 'need', 'immediate', 'restoration', 'back', 'folder', 'file', 'contain', 'within', 'restore', 'priority', 'request', 'respond', 'within', 'hour', 'sr', 'corporate', 'paralegal', 'immediate', 'restoration', 'drive', 'file', 'require'] ['need', 'reset', 'erp', 'password', 'unlock_account'] ['account_expire', 'inform', 'user', 'need', 'email', 'hr', 'account', 'need', 'enable', 'account_disabled', 'account_expire'] ['widget', 'jean', 'observe', 'one', 'switch', 'sao', 'paolo', 'switch_since_et', 'check', 'power', 'status', 'cable', 'connection', 'switch', 'revert', 'note', 'device', 'come', 'active', 'after', 'plan', 'power', 'maintenance', 'per', 'sao', 'paolo', 'switch_since_et'] ['password_management_tool', 'password', 'brings', 'error', 'password', 'change', 'attempt'] ['collaboration_platform', 'online', 'opening', 'error', 'page_displayed', 'collaboration_platform', 'online', 'opening'] ['mail_com', 'office', 'product', 'follow_error_message', 'show', 'cid', 'outlook', 'license', 'product'] ['user_id', 'lock', 'use', 'wifi', 'orth', 'location', 'lock', 'window', 'need', 'password_reset'] ['unable', 'boot', 'computer', 'earlier', 'issue', 'blue_screen', 'computer', 'service_tag', 'ruff', 'cummer', 'unable', 'boot', 'computer'] ['skype', 'issue', 'office', 'crash'] ['after', 'pwr', 'update', 'vet', 'lo', 'log', 'crm', 'receive', 'follow', 'pop', 'foll', 'goggle', 'chrome', 'hr', 'passworts', 'diesis', 'website', 'speecher', 'vet', 'skip', 'message', 'go', 'sale', 'after', 'click', 'crm', 'english', 'language', 'left', 'save', 'web', 'go', 'side', 'would_like', 'use', 'receive', 'follow', 'pop', 'foll', 'goggle', 'chrome', 'hr', 'passworts', 'diesis', 'website', 'speecher', 'want', 'goggle', 'save', 'paw', 'crm', 'unsafe', 'web', 'side'] ['one_note', 'issue'] ['unlock', 'ad', 'account'] ['user', 'account', 'block', 'account_lock'] ['kindly', 'check', 'internet', 'right', 'unable', 'work', 'vip', 'data', 'copyright', 'microcoat', 'corporation', 'right', 'reserve', 'user', 'tracer', 'route', 'goggle', 'public', 'dun', 'goggle', 'com', 'maximum', 'hop', 'company_ap', 'tha', 'apac', 'vpn', 'att_singapore', 'vpn_tr', 'ctge', 'songy', 'rattens', 'net', 'ix', 'pix', 'ad', 'jpg', 'goggle', 'public', 'dun', 'goggle', 'com', 'trace', 'complete', 'user', 'wifi', 'slow', 'speed', 'company', 'apac'] ['amendment', 'delete'] ['problem', 'purchasing'] ['net_weaver_business_client', 'work', 'error', 'net', 'net_weaver_business_client', 'work'] ['mobile_device', 'company_own', 'successfully', 'activate'] ['authorization', 'error', 'outlook', 'product'] ['find', 'password', 'unlock', 'user', 'password', 'block', 'password', 'set', 'welcome', 'problem', 'computer', 'eu_tool'] ['erp_sid', 'password_reset', 'request', 'user', 'becket'] ['problem', 'database', 'eu_tool'] ['ticket_tool', 'user', 'no', 'email', 'available', 'see', 'picture', 'mit_gr_en', 'mail_address', 'ticket_tool', 'miss'] ['open', 'crm', 'see_attachment', 'message', 'opening', 'crm', 'work'] ['business_client', 'brings', 'error', 'launch'] ['update', 'tax', 'classification', 'sale', 'organization', 'irrespective', 'selection', 'criterion', 'expection', 'impact', 'apod', 'job', 'india', 'sale_org', 'two', 'tax', 'classification', 'field', 'update', 'incorrect', 'value', 'last_week', 'sale', 'organization', 'selection', 'criterion', 'doesnt', 'work', 'disable', 'temporally'] ['window_account_lock', 'ad'] ['user', 'get', 'unlicensed', 'error', 'office'] ['mail_com', 'reminder', 'singapore', 'thank', 'reply', 'email_address', 'link', 'delivery', 'forward', 'supply', 'express', 'single', 'number'] ['able', 'view', 'attachment', 'outlook'] ['pc', 'work', 'pc', 'turn'] ['issue', 'post', 'news', 'hub', 'upload', 'new', 'picture', 'news', 'carousel', 'site', 'link', 'create', 'no', 'jpg', 'end', 'therefore', 'insert', 'news', 'carousel', 'picture', 'show', 'correctly', 'would', 'need', 'fix', 'within', 'today', 'several', 'news', 'go', 'issue', 'post', 'hub'] ['provide_detail_issue', 'connect_wireless', 'wifi_network', 'wireless', 'ap', 'phone', 'connect', 'hot', 'tablet_dell', 'wifi', 'connect_wireless', 'network', 'wireless', 'ap', 'phone', 'connect', 'hot'] ['assist', 'access', 'account', 'forgot', 'password', 'need', 'lock', 'account'] ['kindly', 'set', 'mobile', 'link', 'company', 'mail', 'user', 'model', 'iphone', 'glb', 'require', 'set', 'mobile', 'link', 'company', 'mail'] ['warehouse_tool', 'create', 'no', 'accounting', 'document', 'double', 'check', 'solve_problem'] ['vpn', 'log', 'page', 'checked', 'antivirus', 'software'] ['file', 'print', 'printer', 'fe'] ['erp', 'print', 'fe', 'switch', 'fe', 'print'] ['ti', 'need', 'assistant', 'attach', 'issue', 'operation_supervisor_company', 'distribution_service_asia_pte', 'td', 'asia', 'regional', 'distribution', 'centre', 'email', 'dell', 'battery', 'failure'] ['damage', 'laptop'] ['window', 'system', 'login', 'prompt', 'before', 'computer', 'primary', 'domain', 'trust_relationship', 'fail'] ['submit', 'describe', 'need', 'show', 'no', 'data', 'found', 'employee', 'inform', 'system', 'administration', 'several', 'order', 'send', 'problem', 'exist', 'week', 'no', 'one', 'contact', 'solve', 'erp', 'purchasing', 'error'] ['boot', 'display', 'image', 'display', 'light'] ['vpn_connection', 'issue', 'connect', 'user', 'system_use_televiewer', 'instal', 'company', 'vpn', 'driver', 'caller_confirm_able_login', 'issue_resolve', 'vpn_connection', 'issue'] ['observe_alert', 'reporting_tool', 'since_et', 'after', 'reporting_tool', 'reboot', 'queue', 'dz', 'fail', 'connect', 'hub', 'hostname', 'hostname', 'hub', 'queue', 'dz', 'fail', 'connect', 'hub', 'hostname', 'hostname', 'hub'] ['sao', 'paolo', 'switch_since_et'] ['error', 'login', 'sid', 'system', 'verify_user', 'detail_employee', 'name', 'unlocked', 'reset', 'erp', 'id', 'caller_confirm_able_login', 'issue_resolve', 'error', 'login', 'sid', 'system'] ['abended_job_job_scheduler', 'snap', 'eheu', 'regent', 'snap', 'eheu', 'regent', 'abended_job_job_scheduler'] ['problem', 'send', 'discount', 'request', 'get', 'error', 'hit', 'submit', 'request', 'problem', 'last_week', 'connect', 'vpn', 'sent', 'request', 'thought', 'problem', 'solve', 'still', 'happen', 'advise_comp_sr_application', 'eng_problem', 'send', 'discount', 'request'] ['assign', 'pi', 'file', 'transfer', 'per', 'schedule', 'even', 'last_week', 'problem', 'production', 'file', 'receive'] ['possible', 'switch', 'english', 'german', 'office', 'find', 'set', 'want', 'watch', 'video', 'let', 'talk', 'german', 'link', 'email', 'click', 'tell', 'office', 'video', 'available', 'office', 'video', 'enable', 'organization', 'link', 'many', 'office', 'change', 'language', 'video', 'cherub', 'work'] ['abended_job_job_scheduler', 'bk_ghana_sid', 'erp', 'waly', 'dp', 'abended_job_job_scheduler', 'bk_ghana_sid', 'erp', 'waly', 'dp'] ['abended_job_job_scheduler', 'sid', 'hoti', 'abended_job_job_scheduler', 'sid', 'hoti'] ['hostname', 'erp_sid', 'production', 'average_sample_disk_free', 'home', 'warn_threshold_total_size', 'glb_hostname', 'erp_sid', 'production', 'average_sample_disk_free', 'home'] ['hostname', 'erp_sid', 'app', 'production', 'average_sample_disk_free', 'home', 'warn_threshold_total_size', 'glb_hostname', 'erp_sid', 'app', 'production', 'average_sample_disk_free', 'home'] ['hostname', 'corporate', 'file', 'server', 'team', 'production', 'server', 'inactive'] ['abended_job_job_scheduler', 'sid', 'cold', 'abended_job_job_scheduler', 'sid', 'cold'] ['unable_connect', 'drive', 'network_drive', 'disconnect'] ['hostname', 'south_america', 'br', 'pilm', 'disc', 'file', 'production_ex_wrong', 'number_instance_process_ex', 'expect_instance_gte_found', 'note', 'plan', 'power', 'maintenance', 'south_america', 'per', 'service', 'come', 'after', 'maintenance', 'hostname', 'south_america', 'br', 'pilm', 'disc', 'file', 'production_ex_wrong', 'number_instance_process_ex'] ['abended_job_job_scheduler', 'sid', 'hot', 'abended_job_job_scheduler', 'sid', 'hot'] ['miri', 'login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'reset_password', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'miri', 'login', 'issue'] ['browser_microcoat_internet_explorer', 'get', 'follow_message', 'try', 'log', 'sid', 'logion_balance_error', 'connect', 'message', 'server', 'erp', 'right', 'get', 'follow_message', 'try', 'log', 'sid', 'logion_balance_error', 'connect', 'message'] ['abended_job_job_scheduler', 'job', 'run', 'longer', 'min', 'kirtled', 'restart', 'job_job', 'scheduler_job', 'run', 'long'] ['unable_connect', 'vpn', 'get', 'message', 'vpn_connection', 'problem'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'est', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'email_no_remote', 'dial_no', 'no_equipment', 'reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'no', 'notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'cantabrian', 'senci', 'hard_since', 'est'] ['termination', 'carlos', 'latino', 'effective_approve'] ['user', 'unable', 'view', 'adoption', 'scorecard', 'microcoat', 'crm_dynamic', 'check', 'access_deny', 'adoption', 'scorecard'] ['wonder', 'able', 'see', 'activity', 'crm', 'create', 'outlook', 'example', 'remails', 'task', 'appointment', 'right', 'see', 'appointment', 'see', 'sr_application', 'technician', 'able', 'see', 'activity', 'crm', 'create', 'outlook'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_india', 'kirsty', 'telecomm_vendor', 'circuit_since_et'] ['unable', 'sign', 'collaboration_platform'] ['happen', 'every_time', 'try', 'filter', 'customer', 'number', 'ibex', 'ghana', 'use', 'system', 'primarily', 'ghana', 'otc', 'billing', 'think', 'issue', 'regard', 'client', 'filter', 'copying', 'paste', 'also', 'import', 'text', 'file', 'result', 'idea', 'fix', 'error', 'find', 'log', 'file', 'reference', 'analysis_office', 'issue'] ['phone', 'display'] ['hostname', 'account_lock', 'unlock_account', 'user', 'hostname', 'account_lock'] ['source_vip_system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no_sw_event', 'log', 'see', 'incident_overview', 'detect_least_occurrence_firewall', 'att_singapore', 'asa_drop_traffic_sour', 'hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'alert_traffic_block', 'explicit_notification', 'via_medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'historically', 'various', 'worm', 'malware', 'use', 'port', 'propagate', 'example', 'include', 'blaster', 'worm', 'mesoblast', 'losang', 'walchia', 'tachi', 'reetle', 'port', 'microcoat', 'remap', 'end', 'point', 'mapper', 'also', 'know', 'dace', 'pc', 'locator', 'service_port_geobios_geobios', 'name', 'service_port_geobios_geobios', 'service_port_geobios_geobios', 'session', 'service_port', 'microcoat', 'mb', 'file', 'share', 'additional_information', 'port', 'practice', 'found', 'follow', 'site', 'reference_event', 'data_related_event', 'event_id_event', 'internal_outbreak', 'cp_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_host_hostname', 'source_port', 'destination_port_connection_directionality', 'internal_device_information', 'device_vip_device_att', 'singapore_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside', 'event_id_event', 'internal_outbreak', 'cp_occurrence', 'count_event_count_host', 'connection_information_source_vip', 'source_host_hostname', 'source_port', 'destination_port_connection_directionality', 'internal_device_information', 'device_vip_device_att', 'singapore_asa', 'log_time_utch', 'action_block_cv_score', 'scalx_event_processing_information', 'sherlock_rule_id_slue', 'inspector_rule_id_inspector', 'event_id_ontology_id', 'event_type', 'id_agent_id_event', 'detail_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside', 'security_incident', 'suspicious_pc_geobios_activity', 'hostname'] ['unlock_account_email_cell', 'phone', 'user_id', 'id', 'id', 'unlock_account_email_cell', 'phone', 'user', 'alexander', 'pinto'] ['unable', 'submit', 'timecard', 'today'] ['blanco', 'work', 'company', 'anymore', 'since', 'know', 'still', 'active', 'ad', 'account', 'delete', 'account', 'soon_possible', 'well', 'system', 'account', 'blanco', 'blanco', 'delete', 'blanco', 'blanco'] ['hostname_average_sample_disk', 'free_warn', 'threshold_total_size_glb', 'since_et', 'hostname_average_sample_disk', 'free_warn', 'threshold_total_size_glb', 'hostname_average_sample_disk', 'free_warn', 'threshold'] ['hostname', 'internal', 'error', 'unable', 'find', 'process', 'hostname', 'internal', 'error', 'unable', 'find', 'process', 'since_et'] ['hostname', 'robot', 'hostname', 'inactive', 'hostname_average', 'sample', 'swap', 'memory_usage', 'error_threshold', 'hostname_average', 'sample', 'memory_usage', 'error_threshold', 'hostname', 'internal', 'error', 'unable', 'find', 'process', 'hostname', 'probe', 'process', 'fail', 'start', 'command', 'process_ex', 'error', 'insufficient', 'system', 'resource', 'exist', 'complete', 'request', 'service', 'hostname', 'robot', 'inactive', 'swap', 'memory_usage', 'unable', 'find', 'process', 'probe', 'process', 'fail', 'start'] ['unable', 'log_into', 'reporting_engineering_tool'] ['unable', 'view', 'desktop', 'item', 'folder'] ['company', 'account', 'sale', 'office', 'mw', 'shipping', 'condition', 'update', 'ground', 'default', 'carrier', 'bob', 'request', 'enter', 'ticket_comment', 'believe', 'logic', 'restrict', 'sale', 'office', 'add', 'infrastructure', 'would', 'try', 'use', 'flat', 'rate', 'usa', 'definitely', 'copy', 'irishry', 'rashti', 'input', 'meantime', 'enter', 'ticket', 'get', 'correct', 'believe', 'able', 'adjust', 'table', 'customer', 'service', 'enters', 'order', 'acct', 'get', 'error', 'sale', 'office', 'valid', 'flat', 'rate'] ['need', 'see_attach', 'document', 'example', 'order', 'say', 'shipping', 'receive', 'pt', 'miss', 'erp', 'recognize', 'plant', 'get', 'error', 'try', 'add', 'plant', 'ship', 'rec', 'plant', 'checked', 'plant_plant', 'also', 'problem', 'order', 'plant', 'pp', 'tm', 'warehouse', 'release', 'need', 'fix', 'urgently'] ['log_into', 'phone', 'system', 'use', 'change', 'laptop', 'change', 'laptop', 'need', 'phone', 'activate', 'through', 'pc'] ['enable', 'access', 'erp', 'code', 'view', 'draw'] ['access', 'forncast', 'plan', 'crm', 'see_attach', 'marty', 'dale', 'sale_engineer', 'illinois', 'nco', 'crm', 'issue'] ['access', 'request', 'engineering_tool'] ['request', 'access', 'file', 'request', 'access', 'mgt', 'drive'] ['unable', 'access', 'remails', 'company', 'pad'] ['user', 'unable', 'log', 'outlook'] ['continue', 'skype_audio', 'issue', 'unable', 'hear', 'skype_call', 'through', 'tablet', 'call', 'specifically', 'dial', 'into', 'director', 'call', 'number', 'hear', 'every', 'third', 'word', 'issue', 'before', 'tech', 'fix', 'issue', 'need', 'do', 'continue', 'issue', 'sale', 'west', 'coast', 'skype_audio', 'issue'] ['hostname_average_sample_disk', 'free_warn', 'threshold_total_size_glb', 'hostname_average_sample_disk', 'free'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_russia', 'warehouse', 'site', 'since_et', 'no', 'backup'] ['pc', 'projector', 'einstein', 'conf', 'room', 'work', 'get', 'no', 'video', 'screen'] ['assign', 'erp', 'supply_chain', 'apod', 'ecce', 'system', 'require', 'synchronization', 'delivery', 'create', 'material', 'need', 'ship', 'today', 'unable_create_delivery', 'material', 'mm', 'material', 'complete'] ['pl', 'let_know', 'process', 'install', 'start', 'access', 'official', 'mail', 'smart', 'phone', 'phone', 'detail', 'make', 'hoppo', 'build', 'number', 'imi', 'imi', 'duel', 'sim', 'mobile', 'pl', 'let_know', 'detail', 'need', 'company', 'mail', 'mobile_phone'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_usa', 'refinery', 'company', 'site_hard_since_et', 'no_backup_circuit'] ['replace', 'internal', 'speaker', 'due', 'crackle', 'issue'] ['switzerland', 'cc', 'post', 'material', 'consumption', 'po', 'mat', 'post', 'number', 'material', 'discount', 'stock', 'batch', 'postman', 'production_order', 'show', 'bill', 'material', 'several', 'order', 'suffer', 'problem', 'need', 'solve', 'erp', 'contact', 'material', 'post', 'production_order', 'balance', 'requirement', 'quantity', 'order', 'post', 'qty', 'withdraw'] ['problem', 'submit_discount', 'screen_shot', 'im', 'get', 'discount'] ['dell', 'device', 'booting', 'despite', 'multiple', 'attempt', 'reset', 'reboot'] ['unable', 'view', 'credit', 'card', 'statement', 'es'] ['erp', 'netweaver_business_client', 'lock'] ['computer', 'miri', 'get', 'thrown', 'company', 'domain', 'contact_info', 'computer', 'miri', 'plant', 'facility', 'get', 'thrown', 'company', 'domain'] ['eastern', 'daylight', 'time', 'conference_call', 'usa', 'call', 'start', 'drop', 'reason', 'come', 'network', 'bottleneck', 'want', 'prove', 'disprove', 'find', 'network', 'traffic', 'level', 'between', 'usa_usa', 'between', 'usa', 'internet', 'during', 'time', 'call', 'make', 'network', 'response_time'] ['ticket', 'update', 'account_lockout'] ['need', 'access', 'account', 'iowa', 'minnesota', 'south', 'dakota', 'within', 'crm', 'need', 'access', 'account', 'iowa', 'minnesota', 'south', 'dakota', 'within', 'crm'] ['issue', 'work', 'vpn', 'form', 'home', 'able', 'run', 'mass', 'erp', 'vpn', 'last', 'weekend', 'run', 'mass', 'add', 'partner', 'erp', 'able', 'thought', 'security', 'issue', 'checked', 'security', 'erp', 'make', 'office', 'work', 'home', 'work', 'vpn', 'check', 'high_priority', 'issue', 'erp', 'work', 'vpn'] ['discount', 'error'] ['try', 'log', 'erp', 'part', 'erp', 'fro', 'first', 'time', 'would', 'accept', 'password', 'lock', 'system', 'reset_password', 'erp', 'production', 'erp'] ['update', 'surview', 'la_version', 'adjust', 'current', 'office_installation', 'update', 'surview', 'la_version'] ['desk', 'unable_connect', 'wi_fi', 'msg', 'sale', 'since_last', 'two', 'three', 'week', 'note', 'lotus', 'discussion', 'room', 'work_fine', 'connect', 'however', 'after', 'shift', 'msg', 'sale', 'back', 'unable_connect', 'check', 'restore', 'early', 'wi_fi', 'msg', 'sale', 'work'] ['launch', 'collaboration_platform', 'internet', 'browser', 'ie', 'launch', 'others', 'around', 'experience', 'thing'] ['update', 'surview', 'la_version', 'adjust', 'current', 'office_installation', 'update', 'installation', 'surview'] ['unlock_account_email_cell', 'phone', 'user', 'lucian', 'amadou', 'id', 'eulalia', 'id', 'silva', 'unlock_account_email_cell', 'phone', 'user', 'lucian', 'amadou'] ['model', 'server', 'work', 'sid', 'production', 'start', 'model', 'standard', 'reference', 'product', 'server_response', 'internal_server_error', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'start', 'model', 'scratch', 'select', 'standard', 'reference', 'product', 'come', 'allow', 'complete', 'good', 'configuration', 'model', 'work_fine', 'sid', 'environment', 'mill_model', 'model', 'work_fine', 'sid_sid', 'model', 'server', 'work', 'sid', 'production'] ['average_sample_disk_free', 'warn_threshold_total_size', 'glb', 'average_sample_disk_free'] ['since', 'day', 'regional', 'news', 'move', 'first', 'page', 'hub', 'news', 'appear', 'open', 'link', 'head', 'screen', 'print', 'before', 'write', 'email', 'news', 'open'] ['replace', 'button', 'miss', 'dialog', 'box', 'shopping', 'basket', 'click', 'status', 'indicator', 'msg', 'display', 'replacement', 'replace', 'button', 'miss', 'need', 'grid', 'page', 'replace', 'button', 'miss', 'dialog', 'box', 'shopping', 'basket'] ['outlook', 'function'] ['sufficient', 'space', 'follow', 'drive', 'server', 'request', 'enhance', 'storage', 'capacity', 'drive', 'tabu', 'dele', 'hostname', 'file', 'hostname', 'replan', 'vault', 'hostname', 'file', 'hostname', 'enhancement', 'storage', 'capacity'] ['mouse', 'work', 'mouse', 'issue'] ['dace', 'note', 'call', 'primary', 'secondary', 'detail', 'today', 'between', 'ist', 'ist', 'primary', 'secondary', 'call', 'basis'] ['check', 'wrong', 'customer_master', 'create_delivery', 'incomplete', 'log', 'pricing', 'error', 'mandatory', 'condition', 'mist', 'miss', 'check', 'pricing', 'department', 'mist', 'define', 'customer', 'correctly', 'tax', 'like', 'turkey', 'tr', 'tax', 'free', 'trade', 'zone', 'customer', 'azerbaijani', 'maybe', 'add', 'condition', 'country', 'also', 'ship', 'tool', 'today', 'new', 'order', 'form', 'new', 'distributor', 'big', 'potential', 'priority', 'mandatory', 'condition', 'mist', 'miss', 'order', 'customer_master'] ['solve', 'follow', 'issue', 'whenever', 'want', 'start', 'outlook', 'get', 'microcoat', 'dynamic_crm', 'message', 'order', 'proceed', 'click', 'sterno', 'cancel', 'several_time', 'outlook', 'open', 'no', 'connection', 'crm', 'need', 'ak', 'crm', 'outlook', 'work'] ['setup', 'laptop', 'sandblast', 'device'] ['selectively', 'handset', 'cigaret', 'sl', 'speaker', 'microphone', 'scratch', 'translate', 'temporarily', 'mobile_phone', 'speaker', 'microphone', 'defective', 'disturbed'] ['want', 'know', 'run', 'report', 'finance_app', 'regard', 'report', 'allocation', 'key', 'cost_center', 'allocate', 'different', 'bu'] ['unable', 'upload', 'engineering_tool', 'error', 'show', 'connect', 'server', 'application', 'show', 'connect', 'status', 'see_screen_shot', 'ref', 'unable', 'upload', 'engineering_tool'] ['password', 'work', 'say', 'account_disabled'] ['effect', 'tuesday', 'ie', 'propose', 'make', 'vendor', 'payment', 'through', 'bank', 'order', 'facilitate', 'process', 'request', 'make', 'follow', 'change', 'vendor', 'master', 'domestic', 'vendor', 'list', 'enclose', 'house', 'bank', 'id', 'change', 'telephony_software', 'bank', 'bank', 'america', 'method', 'payment', 'mail_address', 'update', 'correspondence', 'internet', 'id', 'change', 'make', 'confirm', 'initiate', 'first', 'payment', 'vendor', 'through', 'bank', 'vendor', 'payment', 'through', 'bank'] ['face_problem', 'individual', 'call', 'well', 'attend', 'meeting', 'skype', 'whenever', 'try', 'connect', 'come', 'respond', 'skype', 'app', 'get', 'close', 'sign', 'request', 'pl', 'resolve', 'company', 'asst', 'engr', 'sale', 'north', 'msg', 'problem', 'call', 'through', 'skype'] ['pol', 'add', 'data', 'determine', 'logic', 'through', 'region', 'apac', 'sd', 'ap', 'xyz', 'custom', 'solution', 'earth', 'cut', 'germany', 'sd', 'dc', 'dc', 'usa', 'custom', 'solution', 'australia', 'sd', 'au', 'drum', 'drum', 'job', 'australia', 'poland', 'eng', 'emea', 'poz', 'poland', 'quote', 'order', 'eng', 'eng', 'america', 'sd', 'dc', 'dc', 'usa', 'custom', 'solution', 'south_africa', 'sd', 'emea', 'sa', 'south_africa', 'purchasing', 'erp', 'rout', 'logic', 'miss', 'infrastructure', 'pr', 'form'] ['understand', 'order', 'book', 'book', 'order', 'since_yesterday', 'come', 'across', 'many', 'mm', 'tax_rate', 'material', 'country', 'jimp', 'jive', 'sr', 'name', 'prod', 'hierarchy', 'chandam', 'chandam', 'chandam', 'chandam', 'list', 'item', 'tax_rate', 'give', 'present', 'book', 'order', 'correct', 'tax_rate', 'goa', 'request', 'assistance', 'resolve', 'top', 'priority', 'put', 'hold', 'invoice', 'incorrect', 'tax_code', 'mm'] ['need', 'reset_password', 'password_management_tool', 'password'] ['abended_job_job_scheduler', 'backup_tool', 'reporting_tool', 'prod_inc', 'abended_job_job_scheduler', 'backup_tool', 'reporting_tool', 'prod_inc'] ['abended_job_job_scheduler', 'backup_tool', 'hostname', 'prod_full', 'abended_job_job_scheduler', 'backup_tool', 'hostname', 'prod_full'] ['limu', 'would_like_recall', 'message', 'ticket_comment_add', 'message', 'designate_recipient', 'use_contain', 'privileged', 'applicable_law', 'confidentiality', 'non', 'disclosure', 'content', 'addition', 'designate_recipient', 'person', 'strictly_prohibit', 'dissemination_distribution', 'copying', 'message', 'receive_message', 'mistake', 'notify_sender_delete_message', 'recall', 'ticket_comment_add'] ['madam', 'able', 'access', 'ibex', 'well', 'business_client', 'pl', 'rectify', 'immediately', 'issue', 'ibex', 'business_client'] ['require', 'glb', 'additional', 'memory', 'drive', 'server_hostname', 'check', 'attachment'] ['lose', 'access', 'drive', 'computer', 'see', 'issue', 'occur', 'arrange', 'access', 'reinstate', 'drive', 'access'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'site_contact_notify_phone', 'email', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_circuit', 'outage_usa', 'secondary_circuit', 'since_et'] ['provide_follow', 'order_number', 'material_item_number', 'warehouse_location', 'plant', 'issue', 'description_error_message', 'value', 'motific', 'counter', 'document', 'supply_chain', 'unable_create_delivery'] ['erp', 'distributor_tool', 'company_center', 'customer', 'able', 'place', 'transaction', 'customer', 'service', 'able', 'place', 'transaction', 'ecce', 'erp', 'distributor_tool', 'company_center', 'customer', 'able', 'place', 'transaction'] ['window', 'lock', 'spin', 'circle', 'md', 'display', 'stock', 'lock', 'create_delivery', 'min', 'hr', 'close', 'window', 'still', 'didnt', 'process'] ['user_id', 'issue', 'erp', 'location', 'usa', 'no', 'user', 'affected', 'system', 'erp_sid', 'erp', 'production', 'issue', 'clock', 'contact', 'no', 'server', 'name', 'hostname', 'transaction', 'md', 'erp'] ['mobile_device_activation', 'giraffa', 'browser_microcoat_internet_explorer', 'request', 'email', 'personal', 'iphone', 'mobile_device_activation'] ['ot', 'order', 'work', 'order', 'ot', 'edit', 'surrender', 'erp', 'production', 'depends', 'order', 'ot'] ['outage', 'erp_sid'] ['proc', 'assign', 'direct', 'revenue', 'employee'] ['notice', 'receive', 'email', 'message', 'skype_business', 'even', 'line', 'turn', 'pc', 'pc', 'colleague', 'show', 'inactive', 'away', 'people', 'send', 'message', 'skype', 'show', 'online'] ['mm', 'stock_transfer', 'processing', 'eternal', 'circle', 'rebalancing', 'complete', 'supply_chain', 'planner', 'need', 'ticket', 'mm', 'stock_transfer'] ['install', 'printer', 'maintenance', 'area'] ['determine', 'network', 'problem', 'erp_sid', 'erp', 'slow', 'use_quick_ticket', 'within', 'erp', 'folder', 'erp', 'run_slow', 'erp', 'slow', 'one', 'transaction_impact', 'erp', 'server', 'server', 'name', 'locate', 'status_bar', 'bottom_right', 'screen', 'hostname', 'co_worker_also', 'notice_slow_response_time', 'erp', 'four', 'user', 'usa', 'application', 'run_slow', 'erp_sid', 'access', 'data', 'file', 'server', 'comment', 'issue', 'system', 'network', 'problem_multiple_application', 'run_slow'] ['provide_detail', 'template', 'multiple_application', 'impact', 'use_quick_ticket', 'template', 'operation', 'folder', 'site', 'location', 'usa', 'user_id', 'ad', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'sid', 'erp', 'production', 'server', 'name', 'hostname', 'transaction_slow_va', 'create', 'order', 'quote', 'order', 'va_va', 'area_belongs_sale', 'finance', 'sale', 'per', 'issue', 'replicate_support_group', 'user', 'see_attach', 'relevant_exact', 'time', 'issue', 'occur', 'attach', 'user', 'name', 'contact', 'no', 'application_response_time', 'network_resource_work_normally'] ['check', 'security', 'ethic', 'collaboration_platform', 'page', 'try', 'upload', 'file', 'procedure', 'category', 'folder', 'able', 'upload', 'nongame', 'category', 'reason', 'can_not', 'upload', 'into', 'procedure', 'suspect', 'security', 'set', 'sr', 'global', 'ethic_compliance', 'check', 'security', 'ethic', 'collaboration_platform', 'page'] ['try', 'submit_discount', 'form', 'get', 'error', 'advise_comp_sr_application', 'eng_problem'] ['santiago', 'south_america', 'report', 'today', 'between', 'minute', 'vpn', 'work', 'contact', 'local', 'isp', 'confirm', 'internet', 'circuit', 'work_fine', 'investigate', 'log', 'router', 'let_know', 'finding', 'surprised', 'metacenter', 'contact', 'issue', 'site_contact', 'report', 'circuit', 'outage_south_america'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'apac', 'company', 'vpn', 'circuit_pm_et', 'site_primary', 'circuit'] ['unable_login', 'sid', 'today', 'see', 'error', 'show', 'request', 'early', 'since', 'try', 'something', 'related', 'engineering_tool', 'unable_login', 'sid', 'use', 'erp_gumi'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics', 'power', 'outage_india', 'india', 'site_hard', 'et'] ['erp', 'load'] ['arrange', 'mr', 'de', 'gracias', 'fernando', 'access', 'payroll', 'get', 'approval', 'license', 'query'] ['ka', 'average_sample_disk_free', 'warn_threshold_total_size', 'glb', 'ka', 'average_sample_disk_free', 'warn_threshold'] ['pc', 'erp', 'type', 'incorrect', 'error', 'pc', 'refer'] ['provide_detail', 'template', 'multiple_application', 'impact', 'use_quick_ticket', 'template', 'operation', 'folder', 'site', 'location', 'corporate', 'user_id', 'ad', 'system', 'see_performance_problem', 'list', 'crm', 'erp', 'lbw_obj', 'workfellow', 'transaction_slow_va', 'create', 'order', 'quote', 'area_belongs_sale', 'finance', 'sale', 'issue', 'replicate_support_group', 'user', 'see_attach', 'relevant_exact', 'time', 'issue', 'occur', 'stuck', 'workfellow', 'try', 'go', 'say', 'can_not', 'save', 'application_response_time', 'network_resource_work_normally'] ['need', 'seve', 'heavily', 'limit', 'amount', 'production', 'put', 'floor', 'also', 'multiple', 'people', 'department', 'affected', 'include', 'many', 'additional', 'man', 'hour', 'issue', 'oracle', 'powder', 'charge', 'system', 'automatically', 'issue', 'material', 'production_order', 'erp', 'use', 'many', 'extra', 'man', 'hour', 'manually', 'enter', 'data', 'erp', 'also', 'problem', 'decrease', 'efficiency', 'accuracy', 'issue', 'production_order', 'major', 'problem', 'inventory'] ['usa', 'ar', 'pbx', 'since'] ['add', 'goshen', 'mail', 'group', 'access', 'security', 'group', 'goshen'] ['plug', 'respond', 'error', 'erp'] ['erp', 'error_message', 'object', 'notification', 'business', 'operation', 'enter', 'user', 'master', 'error_message'] ['outlook', 'go', 'respond'] ['user', 'want', 'reset', 'internet_explorer'] ['erp_sid', 'erp', 'production', 'account_lock'] ['transfer', 'information', 'old', 'new_laptop'] ['color', 'printer', 'work', 'print', 'color'] ['unable', 'reach', 'destination', 'server_offline', 'hostname'] ['press', 'save', 'data', 'material', 'pl', 'check', 'order', 'no', 'press', 'save', 'data', 'material'] ['join', 'skype_meeting'] ['forward', 'after', 'alfiona', 'meter', 'change', 'built', 'pc', 'apl', 'before', 'av', 'schedule', 'come', 'back', 'pc'] ['forward', 'alfiona', 'meter', 'must', 'av', 'shed', 'ex', 'tappet', 'control', 'change', 'schedule', 'kw', 'workplace', 'move'] ['unable_launch', 'outlook', 'skype'] ['put', 'ticket', 'access', 'quality', 'assurance', 'drive', 'employee', 'user', 'whalp', 'erp', 'copy', 'owner', 'drive', 'quality', 'permission', 'reason', 'access', 'drive', 'polarid'] ['flash_player', 'incompatibility'] ['no', 'audio', 'device', 'instal'] ['need', 'connect', 'skype_meeting', 'come', 'error'] ['unable_open', 'pdf_file', 'user', 'system', 'unable_open', 'pdf_file'] ['able', 'use', 'command', 'field', 'default', 'take', 'mc', 'pl', 'able', 'use', 'command', 'field'] ['open', 'ticket', 'address', 'shortly', 'microcoat', 'net', 'miss'] ['receive_error_message', 'try', 'start', 'business_client', 'microcoat_net_instal', 'upgraded', 'novel', 'software', 'last', 'night', 'receive_message', 'ext', 'netweaver', 'start'] ['send', 'link', 'password_management_tool', 'password'] ['connect', 'planktonic', 'headset', 'telecomputer', 'speaker', 'computer', 'turn', 'turn', 'note', 'issue', 'solve', 'headset'] ['mail_com', 'apparently', 'problem', 'staff', 'number', 'transmission', 'stamp', 'time', 'eu_tool', 'erp', 'digit', 'see', 'sent', 'cc', 'andre', 'everybody', 'since', 'herr', 'stamp', 'card', 'eu_tool', 'since', 'time', 'transfer', 'erp', 'data', 'something_wrong', 'card', 'nr', 'originate', 'number', 'first', 'employee', 'eight', 'digit', 'number', 'derive', 'check', 'time', 'data', 'transmission'] ['obj', 'debi', 'job', 'run', 'investigate', 'early', 'obj', 'debi', 'job', 'run'] ['von', 'ufs', 'erp', 'fico', 'busbar', 'munandi', 'cc', 'bereft', 'nicht', 'auge', 'hurt', 'international', 'payment', 'reject', 'tartine', 'look_into', 'development', 'change', 'implement', 'recently', 'get', 'back', 'tomorrow', 'inconvenience', 'international', 'payment', 'reject', 'payment', 'method'] ['laptop', 'doesnt', 'stay', 'power', 'light', 'stay', 'minute', 'go'] ['log', 'erp', 'password', 'issue', 'erp', 'log', 'problem'] ['password_reset', 'alert', 'password_reset', 'alert', 'user'] ['hr_tool', 'portal', 'access', 'through', 'single_sign', 'work', 'connect', 'hr_tool_etime', 'window', 'open', 'nothing', 'populates', 'screen', 'empty', 'screen', 'etime', 'no', 'access'] ['arrange', 'business', 'card', 'find', 'detail', 'let_know', 'protocol', 'analyst', 'lapp', 'dev', 'maintenance', 'debus', 'warm', 'business', 'card', 'request'] ['suppose', 'remove', 'immediately', 'after', 'buat', 'however', 'miss', 'remove', 'assignment', 'shipment', 'plant', 'assign', 'ing', 'purpose', 'business', 'requirement', 'come', 'future', 'remove', 'plant_plant', 'assignment', 'sale', 'erg', 'romanian', 'slovakian', 'project', 'related'] ['arrange', 'business', 'card', 'find', 'detail', 'let_know', 'protocol', 'analyst', 'lapp', 'dev', 'maintenance', 'debus', 'erp', 'sd', 'warm', 'business', 'card', 'request'] ['security', 'update', 'no', 'network', 'connection', 'possible', 'error_message', 'no', 'network', 'security', 'update', 'no', 'network', 'connection', 'possible'] ['change', 'license', 'follow', 'employee', 'cost_center', 'maestoso', 'ccw', 'fluvio', 'pereira', 'rafael', 'laria', 'porrigo', 'marcia', 'douglas', 'placid', 'grateful', 'change', 'license', 'frons'] ['hostname', 'isp', 'iwis', 'app', 'server', 'production', 'disk_free_warn_threshold'] ['print', 'order', 'prefer', 'error', 'order', 'print'] ['change', 'erp', 'logion_language', 'german', 'english'] ['erp_sid', 'password_reset', 'user', 'meruit'] ['mail_com', 'adv', 'letted', 'reset', 'erp_sid', 'password', 'user', 'penclerk', 'thank'] ['news', 'issue', 'printing', 'drawing', 'production', 'paper', 'issue', 'solve', 'printing'] ['plant', 'sid', 'can_not', 'release', 'order', 'print'] ['error', 'connection', 'system', 'production_order_interface_app', 'fu', 'destination_production_order_interface', 'vendor_conc', 'fu', 'fail', 'error_opening_fc', 'connection', 'pic', 'call', 'erp_sid', 'production_order', 'can_not', 'print'] ['mail_com', 'path', 'folder', 'hostname_department', 'lean', 'lean_project', 'lean_project', 'deplant', 'fy', 'file', 'hostname_department', 'lean', 'lean_project', 'lean_project', 'deplant', 'fy', 'restore', 'folder'] ['erp', 'problem', 'pressure', 'come', 'production_order_interface_app', 'error'] ['mail_com', 'nothing', 'print', 'error_message', 'cid', 'error', 'rucker'] ['no', 'connection', 'fu', 'server', 'think', 'server', 'print', 'production_order', 'germany', 'no', 'connection', 'production_order_interface_app', 'fu', 'production_order', 'interface', 'vendor_conc', 'fu', 'error', 'fc_connection', 'pic', 'call', 'no', 'connection', 'production_order_interface_app', 'fu', 'production_order', 'interface', 'vendor_conc', 'fu'] ['sarcode', 'scanner', 'defective'] ['search', 'material', 'code', 'unavailable', 'search', 'result', 'via', 'specification', 'business_client', 'issue'] ['add', 'ethic_training_course', 'sr', 'member', 'aria', 'work', 'company', 'since', 'despite', 'request', 'since', 'join', 'company', 'never', 'receive', 'training_course', 'invitation', 'require', 'complete', 'employee', 'vet', 'answer', 'question', 'request', 'info', 'require', 'let_know', 'engineering', 'tonoclonic', 'ethic', 'employee', 'training_course', 'activate'] ['outlook', 'issue', 'yesterday', 'outlook', 'take', 'hour', 'load', 'afterwit', 'slow', 'today', 'open', 'outlook', 'anymore', 'check', 'outlook', 'issue', 'yesterday', 'outlook', 'take', 'hour', 'load', 'afterwit', 'slow', 'today', 'open', 'outlook'] ['dell', 'adapter', 'work'] ['pc', 'booting', 'user', 'spoken', 'stiffen', 'computer', 'name', 'ext', 'pc', 'booting'] ['pol', 'arrange', 'read_write_access', 'follow', 'oe', 'drive', 'team', 'team', 'read_write_access', 'oe', 'drive', 'orth'] ['specification', 'search', 'sid', 'return', 'result', 'work', 'okay', 'sid', 'business_client', 'issue'] ['agree', 'price', 'many', 'distributor', 'give', 'period', 'skuse', 'specify', 'through', 'pricing_condition', 'zinc', 'erp', 'distributor_tool', 'order', 'through', 'sell', 'ship', 'combination', 'till', 'flat', 'rate', 'deployment', 'issue', 'today', 'distributor', 'book', 'order', 'zinc', 'pricing_condition', 'initial', 'screen', 'show', 'correct', 'price', 'item', 'select', 'quick', 'order', 'clicked', 'price', 'get', 'change', 'list', 'price', 'less', 'standard', 'discount', 'instead', 'retain', 'zinc', 'price', 'issue', 'pricing', 'distributor_tool'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no', 'no', 'site_contact_notify_phone', 'email', 'phone', 'warehouse_tool', 'mail', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage', 'melbourne', 'lowville', 'site_hard', 'et'] ['desktop', 'connect', 'phone', 'system', 'server', 'room', 'company', 'work', 'troubleshoot', 'fix', 'problem', 'desktop', 'networking'] ['connect', 'laptop', 'dock_station', 'try', 'power', 'encounter', 'attach', 'message', 'confirm', 'message', 'appear', 'use', 'external', 'adaptor', 'another', 'dock_station', 'serial', 'number', 'dock_station', 'location', 'power', 'adaptor', 'dock_station', 'faulty'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'mil_circuit', 'since_et', 'site', 'vpn'] ['login', 'skype', 'after', 'change_password', 'application', 'ok', 'login', 'skype', 'after', 'change_password'] ['temperature', 'switch', 'reach', 'red', 'threshold', 'thermal', 'warn'] ['outlook', 'fail', 'bring', 'remails', 'search', 'function', 'rebuild', 'index', 'fails', 'happen', 'week', 'need', 'able', 'use', 'function', 'outlook', 'search', 'issue'] ['need', 'reinstall', 'antivirus', 'semantic', 'computer', 'semantic', 'work', 'doubt', 'contact', 'install', 'semantic', 'computer'] ['dell', 'pc', 'boot', 'failure', 'try', 'restart_pc', 'multiple', 'time', 'system', 'reboots', 'automatically', 'loop', 'finally', 'get', 'pc', 'run', 'seem', 'issue', 'pc', 'pc', 'shut', 'computer', 'win', 'contact', 'dell', 'pc', 'boot', 'failure'] ['new', 'employee', 'giraffa', 'need', 'new', 'desk', 'phone', 'phone', 'new', 'employee', 'giraffa', 'need', 'new', 'desk', 'phone'] ['global', 'erp', 'crm', 'appear', 'erp', 'crm', 'try', 'send', 'review', 'sale', 'email', 'customer', 'contact', 'review', 'sale', 'email', 'originally', 'configure', 'would', 'get', 'sent', 'sale', 'employee', 'review', 'sale', 'email', 'never', 'get', 'sent', 'customer', 'contact', 'example', 'refer', 'attach_screen_shot', 'someone', 'change', 'something', 'investigate', 'advise', 'erp', 'global', 'erp', 'crm', 'appear', 'erp', 'crm', 'try', 'send', 'review', 'sale', 'email', 'customer', 'contact'] ['reset_password', 'send', 'password', 'log', 'well', 'password'] ['create', 'ad', 'group', 'ad', 'low', 'case', 'create', 'soso'] ['ribbon', 'advanced', 'find', 'displace', 'make', 'difficult', 'query', 'system', 'create', 'view', 'see_attach', 'dynamic_crm', 'advanced', 'find', 'ribbon', 'issue'] ['cell_phone', 'people', 'wjc', 'complain', 'thing', 'use', 'phone', 'connection', 'intermittent', 'can_not', 'use', 'desk', 'phone_call', 'skype_meeting'] ['vpn', 'link'] ['error', 'access', 'reporting_engineering_tool', 'bill', 'would', 'need', 'ticket', 'assign', 'analytics', 'technical', 'might', 'account', 'mazda', 'lock', 'republish', 'use', 'analytics', 'account', 'error', 'access', 'reporting_engineering_tool'] ['need', 'access', 'engineering_tool', 'however', 'logion', 'engineering_tool', 'show', 'te', 'message', 'permission', 'include', 'user_id', 'cad', 'user', 'list', 'let_know', 'need', 'information', 'contact', 'phone', 'engineering_tool', 'permistion', 'sign', 'include', 'user_id', 'cad', 'user', 'list'] ['reset_password', 'elia', 'bosch', 'use_password_management', 'tool_password_reset'] ['reporting_tool', 'web', 'link', 'crm', 'opening'] ['infopath', 'can_not', 'submit', 'form', 'error', 'occur', 'form_submit', 'form', 'can_not', 'submit', 'follow', 'location', 'site', 'offline', 'read', 'otherwise', 'unavailable', 'access_deny', 'before', 'opening', 'file', 'location', 'must', 'first', 'add', 'web', 'site', 'trust', 'site', 'list', 'browse', 'web', 'site', 'select', 'option', 'login', 'automatically', 'discount', 'request', 'error'] ['browser_microcoat_internet_explorer', 'need', 'update', 'ticket', 'ticket', 'need', 'resolve', 'erp', 'erp', 'access'] ['company_center', 'page', 'load'] ['login', 'issue', 'verify_user', 'detail_employee_name_checked', 'user_name_ad', 'unlocked_account', 'advise', 'user', 'login_check_caller', 'confirm_able_login', 'issue_resolve', 'system', 'login', 'issue'] ['netweaver', 'work', 'browser_microcoat_internet_explorer', 'able', 'open', 'net_weaver_business_client', 'receive', 'error', 'microcoat_net_instal', 'contact', 'administrator', 'netweaver', 'work'] ['category', 'task', 'owner', 'documentation', 'see_attach', 'server', 'profile', 'form', 'global', 'security', 'create', 'global', 'group', 'add', 'appropriate', 'user', 'security', 'group', 'local', 'security', 'implement', 'local', 'user', 'group', 'security', 'tool', 'monitoring', 'add', 'reporting_tool', 'monitoring', 'dace', 'inventory', 'eristic', 'naughty', 'add', 'server', 'management', 'server', 'dishorse', 'nizam', 'sum', 'patch_antivirus_sw', 'add', 'server', 'sum', 'patch_antivirus_sw', 'shahid', 'nawab', 'security', 'run', 'quay', 'scan', 'backup', 'configure', 'backup', 'local', 'remote', 'quay', 'scan', 'require', 'server', 'completion', 'hostname', 'new'] ['shop_floor_app', 'problem'] ['browser_microcoat_internet_explorer', 'need', 'password_reset', 'log_into', 'computer', 'into', 'erp', 'password_reset', 'expire'] ['vitalist', 'transfer', 'service', 'unavailable', 'crm', 'online'] ['user', 'try', 'use', 'separate', 'computer', 'install_software', 'get', 'message', 'state', 'window', 'can_not_connect', 'domain', 'either', 'domain', 'controller', 'otherwise', 'unavailable', 'computer', 'account', 'found', 'computer', 'need', 'replace', 'dead', 'pc', 'shop_floor', 'user', 'need', 'install_software', 'make', 'run', 'hardware', 'issue'] ['call', 'transfer', 'password'] ['try', 'access', 'collaboration_platform', 'site', 'believe', 'manage', 'bill', 'left_company', 'request', 'access', 'receive', 'response', 'try', 'access', 'collaboration_platform', 'site'] ['laptop', 'random', 'shut', 'problem', 'still', 'exists', 'lose', 'important', 'unsaved', 'data', 'show', 'no', 'battery', 'detect', 'replace', 'battery', 'laptop', 'rectify', 'issue', 'soon_possible', 'laptop', 'random', 'shut', 'problem', 'still', 'exists', 'show', 'no', 'battery', 'detect'] ['unable_print', 'pdf'] ['usa', 'full', 'access', 'permission', 'maintain', 'ply', 'data', 'erp', 'german', 'location', 'reference', 'id', 'hests', 'kathal', 'heinz', 'approval', 'provide', 'need', 'full', 'ply', 'access', 'german', 'location'] ['increase', 'amenty', 'glb', 'amenty', 'hostname', 'server', 'increase', 'amenty', 'glb', 'amenty', 'hostname'] ['reset_password', 'obj', 'sid', 'user', 'name', 'reset_password', 'request', 'obj'] ['account', 'zip', 'code', 'update', 'erp_sid', 'however', 'move', 'sd_crm', 'error', 'say', 'post', 'code', 'valid', 'know', 'format', 'postal', 'code', 'enter', 'israel', 'eulogic', 'share', 'rule', 'regard', 'postal', 'code', 'format', 'lucinda', 'zip', 'code', 'enter', 'into', 'erp', 'account', 'sid', 'synch', 'sd_crm'] ['decommission', 'hostname', 'old'] ['low', 'disk_space', 'chasid', 'drive'] ['access', 'request', 'directory_folder', 'access', 'request', 'user_id', 'user_id', 'use', 'position_title', 'user', 'position_title', 'commodity', 'america', 'directory_folder', 'hostname', 'item', 'purchasing', 'type', 'access', 'type', 'access', 'read', 'full_control', 'full_control', 'name', 'supervisor', 'name', 'drive', 'folder', 'access'] ['eu_tool', 'work', 'message', 'unknown', 'error', 'distributor_tool', 'system', 'error', 'eu_tool', 'work'] ['term', 'payment', 'line', 'between', 'crm', 'erp', 'customer', 'bredi', 'stoury', 'ag', 'reclang', 'sale_org', 'crm', 'entry', 'day', 'net', 'day', 'erp', 'entry', 'day', 'net', 'day', 'suggest', 'system', 'reflect', 'data', 'accord', 'information', 'receive', 'request', 'sale', 'approve', 'finance', 'change', 'back', 'telephony_software', 'erp'] ['password_reset', 'request', 'kiosk_user'] ['extend_plant', 'view', 'ferth', 'item', 'miss', 'incorrect', 'setting', 'mm', 'extend_plant', 'miss', 'abc', 'spt', 'incorrect', 'protype', 'incorrect', 'mm', 'extend_plant', 'miss', 'abc', 'spt', 'incorrect', 'erp', 'type', 'incorrect', 'delivery', 'plant', 'incorrect', 'sale_org', 'mm', 'extend_plant', 'miss', 'abc', 'spt', 'incorrect', 'erp', 'type', 'incorrect', 'addition', 'extends', 'price', 'control', 'default', 'depend', 'source', 'always', 'need', 'correct', 'manually', 'extend_plant', 'view', 'ferth', 'item', 'miss', 'incorrect', 'setting'] ['master', 'sale_org', 'extension', 'create', 'create', 'error', 'material', 'statistic', 'example', 'extend', 'correct', 'sale_org', 'sale_org', 'today', 'blank', 'need', 'correct', 'manually', 'extend', 'system', 'allow', 'save', 'blank', 'need', 'populate', 'field', 'master', 'sale_org', 'extension', 'create', 'create', 'error', 'material', 'statistic', 'example', 'extend', 'correct', 'sale_org', 'sale_org', 'today', 'blank', 'need', 'correct', 'manually', 'extend', 'system', 'allow', 'save', 'blank', 'need', 'populate', 'field', 'master', 'sale_org', 'extension', 'create', 'create', 'error', 'material', 'statistic'] ['can_not', 'use', 'net_weaver_business_client', 'support', 'issue', 'warm', 'can_not', 'use', 'net_weaver_business_client'] ['device', 'replacement', 'setup_new', 'hp_laserjet', 'fp', 'replaces', 'old', 'ag', 'tel'] ['folk', 'plan', 'deploy', 'business_client', 'sid', 'enclose', 'list', 'engineering_tool', 'application', 'instal', 'pc', 'america', 'region', 'th', 'aug', 'also', 'ensure', 'user', 'enclose', 'familiar', 'package', 'installation', 'step', 'type', 'package', 'installation', 'duration', 'importance', 'package', 'mode', 'installation', 'time', 'reboot', 'installation', 'behavior', 'through', 'refer', 'detail', 'note', 'deploy', 'pc', 'america', 'engineering_tool', 'application', 'instal', 'identify', 'engineering_tool', 'application', 'prioritize', 'list', 'package', 'detail', 'deployment', 'date', 'time', 'per', 'respective', 'location', 'time', 'zone', 'deployment', 'tool', 'patch_antivirus_sw', 'package', 'type', 'prompt', 'user', 'prompt', 'prior', 'notification', 'save', 'work', 'before', 'proceed', 'installation', 'through', 'click', 'continue', 'button', 'duration', 'minute', 'restart', 'require', 'prompt', 'restart', 'after', 'installation', 'business_client', 'sid', 'package', 'behavior', 'go', 'through', 'provide', 'bill', 'bank', 'understand', 'importance', 'package', 'deployment', 'business_client', 'sid', 'deployment', 'across', 'america', 'specific', 'list', 'pc'] ['laptop', 'blue_screen'] ['after', 'update', 'erp', 'face_problem', 'opening', 'attachment', 'erp', 'quote', 'resolve', 'immediately', 'cause', 'problem', 'regular', 'activity', 'warm', 'sent', 'snip_tool'] ['can_not', 'access', 'discount', 'through', 'collaboration_platform', 'discount'] ['engineering_tool', 'get', 'lock', 'frequently'] ['someone', 'delete', 'holiday', 'entry', 'holiday', 'list', 'hub', 'backup', 'metalise', 'restore', 'restore', 'list', 'holiday', 'list', 'need', 'rebuilt'] ['unable_login', 'outlook', 'outlook', 'issue'] ['refer_attachment', 'ticket', 'information', 'business_client', 'prompt', 'related', 'java', 'prompt'] ['erp', 'password_reset', 'request'] ['stun', 'new'] ['setup_new', 'mammet', 'klutz'] ['install', 'bit', 'version', 'office', 'pc', 'office', 'blank', 'manufacturing'] ['run', 'report', 'scag', 'dam', 'pro', 'conv', 'clean', 'sid', 'through', 'background', 'job', 'follow', 'input', 'result', 'abamp', 'runtime_error', 'show', 'input', 'variant', 'sugi', 'clean', 'application', 'sugi', 'quantity', 'inactive', 'content_version', 'attach_screen_shot', 'document', 'work', 'ticket', 'pilm', 'content_version', 'generate', 'without', 'configuration', 'report', 'refers', 'ticket', 'report', 'scag', 'dam', 'pro', 'conv', 'clean', 'result', 'abamp', 'runtime_error', 'sid'] ['forgot', 'attendance_tool_password'] ['mail_com', 'problem', 'search', 'remails', 'sent', 'search', 'name', 'follow_error_message', 'always', 'proposal', 'check', 'back', 'info', 'many', 'cid', 'child', 'seek', 'putlock'] ['reset_password', 'erp_sid'] ['microcoat', 'work', 'pol_check', 'pc', 'microcoat', 'work'] ['configure', 'wireless', 'device', 'id', 'printer', 'install', 'vision', 'reimaged', 'laptop', 'vision', 'printer', 'wireless_mouse'] ['user', 'call', 'give', 'information', 'regard', 'ticket'] ['account', 'change', 'new', 'password', 'get', 'many', 'error', 'system', 'erp', 'system', 'password', 'change', 'distributor_tool', 'system', 'account', 'change', 'new', 'password', 'get', 'many', 'error', 'system'] ['change', 'message', 'server', 'connect', 'sid', 'believe', 'business_client', 'issue'] ['portside', 'file', 'print', 'printer', 'printer', 'prompt', 'error', 'file', 'print', 'printer', 'printer', 'prompt', 'error'] ['mail', 'definitely', 'spam', 'mail', 'kindly', 'take', 'note', 'also', 'ok', 'forward', 'mail', 'employee', 'warn', 'everyone', 'fund'] ['two', 'specific', 'case', 'newly', 'create', 'prospect_account', 'crm', 'modern', 'construction', 'canfield', 'engineering', 'get', 'erp', 'number', 'even_after', 'day', 'after', 'run', 'advanced', 'find', 'search', 'found', 'case', 'see_attach', 'file', 'describes', 'issue', 'unique', 'step', 'prospect', 'get', 'erp', 'id', 'result', 'fact', 'show', 'user', 'active', 'prospect', 'view', 'filter', 'prospect', 'erp', 'id', 'user', 'think', 'account', 'create', 'create', 'review', 'want', 'change', 'logic', 'behind', 'view', 'assume', 'filter', 'put', 'exclude', 'non', 'complete', 'account', 'another', 'issue', 'found', 'during', 'troubleshoot', 'process', 'deactivate', 'duplicate', 'prospect', 'audit', 'log', 'show', 'minute', 'later', 'account', 'get', 'activate', 'get', 'erp', 'number', 'investigate', 'one', 'new', 'prospect_account', 'create', 'crm', 'get', 'erp', 'number'] ['quotation', 'configure', 'new', 'simple', 'special', 'item', 'remains', 'incomplete', 'sid', 'quote', 'create', 'distributor_tool', 'quote', 'alternate', 'mill_model', 'item', 'get', 'replace', 'material', 'initial', 'item', 'quote', 'pricing', 'remains', 'incomplete', 'can_not', 'identify', 'actually', 'incomplete', 'erp', 'show', 'status', 'incomplete', 'therefore', 'quote', 'can_not', 'print', 'sent', 'customer', 'web', 'quotation', 'configure', 'new', 'simple', 'special', 'item', 'remains', 'incomplete', 'sid'] ['germany', 'patch_antivirus_sw', 'server_hostname', 'show', 'since_est', 'kindly', 'check', 'hostname', 'germany', 'de', 'patch_antivirus_sw', 'production', 'inactive', 'since_est'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'sprot', 'describe_issue', 'need', 'access', 'sprot', 'transaction', 'sid', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['password', 'turn', 'enter', 'incorrectly', 'password_reset', 'engineering_tool', 'erp', 'thank', 'engineering_tool'] ['rashti', 'look_like', 'still', 'web', 'issue', 'folk', 'warehouse', 'see', 'instance', 'carrier', 'carrier', 'code', 'incog', 'sc', 'crip', 'kris', 'try', 'change', 'ups', 'ground', 'one', 'case', 'look_like', 'incog', 'sc', 'pull', 'sell', 'carrier', 'come', 'ship', 'another', 'look_like', 'customer', 'change', 'carrier', 'flat', 'rate', 'see', 'carrier', 'option', 'list', 'default', 'either', 'sell', 'ship', 'two', 'example', 'warehouse', 'delivery', 'sale_order', 'come', 'crip', 'sell', 'crip', 'ship', 'fica', 'acct', 'come', 'crip', 'sell', 'crip', 'ship', 'fica', 'tup', 'acct', 'create', 'order', 'distributor_tool', 'incog', 'shipping', 'condition', 'come', 'wrong'] ['enterprise', 'scanner', 'work'] ['mobile_device', 'temporarily_block', 'synchronize', 'use', 'exchange', 'administrator', 'ushas', 'acc'] ['browser_microcoat_internet_explorer', 'get', 'old', 'mail', 'outlook', 'kindly_needful', 'restore', 'store', 'separate', 'location', 'get', 'old', 'mail', 'outlook', 'kindly_needful', 'restore', 'store', 'separate'] ['unable_login', 'vpn', 'reset_password'] ['browser_microcoat_internet_explorer', 'ibex', 'password', 'lock', 'due', 'wrong', 'type', 'reset_password', 'ibex', 'password', 'lock', 'due', 'wrong', 'type', 'reset_password'] ['get', 'old', 'mail', 'outlook', 'kindly_needful', 'restore', 'store', 'separate', 'location', 'email', 'back', 'problem', 'outlook'] ['pc', 'number', 'make', 'stand', 'connect', 'network', 'use', 'crmm', 'machine', 'require', 'separate', 'pc', 'kindly_needful', 'pc', 'make', 'stand'] ['try_open', 'engineering_tool', 'get', 'delete', 'engineering_tool', 'computer', 'reinstall', 'still', 'get', 'can_not', 'open', 'engineering_tool'] ['abended_job_job_scheduler', 'bk_ghana_sid', 'erp', 'idly_dp', 'abended_job_job_scheduler', 'bk_ghana_sid', 'erp', 'idly_dp'] ['ibex', 'can_not', 'convert', 'excel', 'sheet'] ['domain', 'account_unlock'] ['ic_welcome_next_available', 'agent_shortly_interaction_alert', 'agent_website_visitor_join', 'conversation', 'choristry', 'try', 'log_into', 'insteam', 'update', 'direct', 'deposit', 'information'] ['unable', 'view', 'screen', 'monitor', 'lid', 'close'] ['online', 'delivery', 'order', 'generation', 'system', 'provide', 'customer', 'open', 'need', 'address', 'soon_possible', 'open', 'online', 'system', 'provide', 'customer'] ['face_problem', 'warehouse_tool', 'price', 'into', 'order', 'correct', 'warehouse_tool', 'another', 'price', 'example', 'order', 'confirm', 'delivery', 'warehouse_tool', 'example', 'order', 'confirm', 'delivery', 'warehouse_tool', 'must', 'issue', 'warehouse_tool', 'hour', 'after', 'import', 'payment', 'moment', 'stop', 'process', 'sid', 'price', 'problem', 'zori', 'ziff', 'warehouse_tool'] ['time', 'select', 'oracle', 'enterprise', 'bar', 'get', 'follow', 'error', 'can_not', 'load', 'finance_app'] ['employee', 'employee', 'employee', 'number', 'employee', 'location', 'usa', 'employee', 'cost_center', 'employee', 'self_service', 'es', 'user', 'employee', 'last_day', 'work', 'special', 'instruction', 'employment_status', 'employee', 'termination', 'user'] ['reset', 'reset_password', 'software', 'use_password_management', 'tool_password_reset'] ['simp', 'agent', 'respond', 'usa', 'metacenter', 'primary', 'dun'] ['abended_job_job_scheduler', 'job_job', 'run', 'longer', 'minute', 'kirtled', 'rerun', 'successful', 'completion'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit_outage', 'usa_pa', 'plant', 'wormcast', 'secondary_circuit', 'pm_et'] ['error_message', 'excel', 'can_not', 'complete', 'task', 'available', 'resource', 'choose', 'less', 'data', 'close', 'application', 'also', 'excel', 'stop', 'work', 'beshrouded', 'area', 'screen', 'distort', 'screen', 'refresh', 'excel', 'view', 'no', 'pivot', 'table', 'complex', 'macro', 'use', 'excel', 'outlook', 'skype', 'pourpoint', 'open', 'laptop', 'fan', 'run', 'constantly', 'dock', 'excel', 'use', 'excel', 'continue', 'crash', 'workbook', 'open'] ['update', 'dun', 'printer', 'model', 'hp', 'laser', 'jet', 'dynamic', 'vip_address', 'fedn', 'short', 'sid', 'print', 'server_hostname', 'update', 'dun', 'printer'] ['per', 'security_incident', 'possible', 'trojan', 'infection_host'] ['source_vip_system', 'name', 'hostname', 'santiago', 'south_america', 'backup', 'exec', 'server', 'user', 'widget', 'location', 'santiago', 'south_america', 'sum_status', 'see', 'field_sale_user', 'no', 'no_sw_event', 'log', 'see', 'content_version', 'version', 'sequence', 'host', 'integrity', 'content', 'available', 'reputation', 'setting', 'ap', 'portal', 'list', 'intrusion', 'prevention', 'signature', 'power', 'eraser', 'definition', 'revocation', 'content', 'eraser', 'engine', 'sonar', 'content', 'extend', 'file', 'attribute', 'signature', 'semantic', 'permit', 'application', 'list', 'incident_overview', 'detect_least_occurrence_firewall', 'company_internal_asa', 'drop_traffic', 'sour_hostname', 'destine_port_one', 'destination_device', 'activity_indicate_one', 'follow_infection_host', 'firewall_host', 'port_scan_authorize', 'unauthorized', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket_back_soc', 'call_ticket_escalation', 'alert_traffic_block', 'explicit_notification', 'via_medium_priority_ticket', 'no', 'phone_call_automatically_resolve', 'alert_traffic_block', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'dell', 'soc_technical', 'detail', 'historically', 'various', 'worm', 'malware', 'use', 'port', 'propagate', 'example', 'include', 'blaster', 'worm', 'mesoblast', 'losang', 'walchia', 'tachi', 'reetle', 'port', 'microcoat', 'remap', 'end', 'point', 'mapper', 'also', 'know', 'dace', 'pc', 'locator', 'service_port_geobios_geobios', 'name', 'service_port_geobios_geobios', 'service_port_geobios_geobios', 'session', 'service_port', 'microcoat', 'mb', 'file', 'share', 'additional_information', 'port', 'practice', 'found', 'follow', 'site', 'reference_event', 'data_related_event', 'event_id_event', 'internal_outbreak_cp', 'log', 'time', 'source_vip_source_host', 'hostname', 'destination_host_device_vip', 'device', 'company_internal_asa', 'event_extra_data', 'cv', 'ontologic', 'hostname', 'unknown', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found', 'argentide', 'internal', 'report', 'occurrence_count_event_count', 'event_detail', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'inbound_cp_connection_deny', 'flag_syn_interface_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'event_id_event', 'internal_outbreak_cp', 'log', 'time', 'source_vip_source_host', 'hostname', 'destination_host_device_vip', 'device', 'company_internal_asa', 'event_extra_data', 'cv', 'ontologic', 'hostname', 'unknown', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found', 'argentide', 'internal', 'report', 'occurrence_count_event_count', 'event_detail', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_inbound_cp', 'connection_deny_flag_syn', 'interface_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_inbound_cp_connection', 'deny_flag_syn_interface', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'inbound_cp_connection_deny', 'flag_syn_interface_inside', 'security_incident', 'sw', 'suspicious_pc_geobios_activity', 'hostname'] ['observe_alert', 'reporting_tool', 'since_pm_et', 'note', 'open', 'ticket', 'earlier', 'issue', 'look_like', 'time', 'issue_resolve', 'ex_wrong_number_instance', 'process_ex', 'expect', 'found', 'hostname', 'ex_wrong_number_instance', 'process_ex', 'expect', 'found'] ['add', 'printer', 'hostname', 'bit', 'driver', 'model', 'hp', 'laser', 'jet', 'dynamic', 'vip_address', 'fedn', 'short', 'sid', 'print', 'server_hostname', 'add', 'printer', 'hostname'] ['source_vip', 'deist', 'vip', 'system', 'name', 'user', 'lu', 'location', 'singapore', 'sum_status', 'give', 'field_sale_user', 'no', 'no_sw_event', 'log', 'see', 'event_detail', 'event_detail', 'event_id', 'bare_hatty_get_executable', 'vip_address_possible_downloader', 'trojan', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'xref', 'vide', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex_hatty', 'connection', 'keep', 'alive', 'backache', 'control', 'no', 'cache', 'host', 'ca_ca', 'cap_ex_hatty_uri', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'ex_hatty_hostname', 'security_correlation_data_cpd', 'via_eth_relay_lease', 'duration', 'null', 'true', 'host', 'cv', 'outgo', 'nonacuity', 'destination', 'isp', 'no', 'jin', 'rong', 'street', 'unlost', 'proto_cp', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'unique', 'event', 'hash', 'device', 'network', 'type', 'internal', 'report', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'stirp', 'hatty', 'url', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'get', 'ontologic', 'vide', 'devi', 'source', 'network', 'type', 'internal', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'telpath', 'pro_pizz_dn_ie', 'fogou_com_fogou_explorer', 'ex', 'scrip', 'explorer', 'ap', 'null_empty_model_found', 'gm', 'hong', 'kong', 'kg', 'disport', 'device', 'id', 'action_block', 'event', 'summary', 'bare_hatty_get_executable', 'vip_address_possible_downloader', 'trojan', 'nonacuity', 'destination', 'organization', 'arpanet', 'hongkong', 'region', 'network', 'argentide', 'security_incident', 'possible', 'trojan', 'infection_host'] ['browser_microcoat_internet_explorer', 'try', 'connect', 'printer', 'printer', 'issue'] ['source_vip_system', 'name', 'user_location_sum', 'status_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'incident_overview', 'see', 'device_generate', 'server_response_anubis_sinkhole', 'cooky', 'set_probable', 'infect_asset', 'alert_traffic_block_port', 'cp', 'port_cp', 'device', 'indicate', 'host', 'likely', 'infect', 'malware', 'return', 'traffic', 'indicates', 'likely', 'attempt', 'visit', 'domain_name', 'sinkhole_dun', 'sinkhole_dun', 'server', 'give', 'false', 'information', 'order', 'prevent', 'use', 'domain', 'vip_address', 'resolution', 'request', 'sinkhole', 'traffic', 'possible', 'indicator', 'infect', 'computer', 'reach', 'controller', 'take', 'law', 'enforcement', 'research', 'organization', 'part', 'malware', 'mitigation', 'effort', 'traffic_sinkhole', 'examine', 'characteristic', 'automate', 'activity', 'case', 'administrator', 'curious', 'particular', 'domain', 'browse', 'trigger', 'signature', 'repeat', 'automate', 'request', 'sinkhole', 'however', 'clear', 'indication', 'malware_infection', 'escalate_incident_via_high', 'priority_ticket', 'per_default', 'escalation', 'policy', 'would_like', 'handle_incident', 'differently_future', 'see_handle', 'option_question', 'concern_let', 'know_either', 'correspond_via', 'ticket_delegate_ticket', 'back_soc_call', 'ticket_escalation', 'sinkhole_domain', 'alert_explicit_notification_via', 'medium_priority_ticket', 'no', 'phone_call', 'auto', 'resolve', 'sinkhole_domain', 'alert_directly_portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal_soc_technical_detail', 'domain_name', 'system', 'dun', 'hierarchical', 'name', 'system', 'resource', 'connect_internet', 'private', 'network', 'primary', 'purpose', 'associate', 'various', 'information', 'domain_name', 'assign', 'participate', 'entity', 'primarily', 'use', 'translate', 'domain_name', 'numerical', 'vip_address', 'purpose', 'locate', 'service', 'device', 'network', 'domain_name', 'system', 'distributes', 'responsibility', 'assign', 'domain_name', 'mapping', 'name', 'vip_address', 'designate', 'authoritative', 'name', 'server', 'domain', 'authoritative', 'name', 'server', 'assign', 'responsible', 'support', 'domain', 'delegate', 'authority', 'subdomains', 'name', 'server', 'domain_name', 'system', 'also', 'specifies', 'technical', 'functionality', 'database', 'service', 'defines', 'dun', 'protocol', 'detailed', 'specification', 'data', 'structure', 'data', 'communication', 'exchange', 'use', 'dun', 'part', 'internet', 'protocol', 'suite', 'dun', 'sinkhole_dun', 'server', 'give', 'incorrect', 'information', 'order', 'prevent', 'use', 'domain_name', 'vip_address', 'resolution', 'attempt', 'client', 'request', 'resolve', 'address', 'sinkhole', 'hole', 'domain', 'sinkhole', 'return', 'non', 'unroutable', 'address', 'address', 'except', 'real', 'address', 'denies', 'client', 'connection', 'target', 'host', 'use', 'method', 'compromise', 'client', 'easily', 'found', 'use', 'sinkhole', 'log', 'another', 'method', 'detect', 'compromise_host', 'during', 'operation', 'server', 'use', 'command', 'control', 'purpose', 'take', 'law', 'enforcement', 'part', 'malware', 'mitigation', 'effort', 'traffic_sinkhole', 'examine', 'characteristic', 'automate', 'activity', 'case', 'administrator', 'curious', 'particular', 'domain', 'browse', 'trigger', 'signature', 'repeat', 'automate', 'request', 'sinkhole', 'clear', 'indication', 'infection', 'trojan', 'sort', 'connection', 'sinkhole', 'seem', 'somewhat', 'benign', 'certainly', 'include', 'information', 'leakage', 'extent', 'although', 'sinkhole', 'operator', 'unlikely', 'use', 'personally', 'identifiable', 'information', 'capture', 'trojan', 'communication', 'become', 'public', 'knowledge', 'company', 'infect', 'lead', 'deputational', 'damage', 'additionally', 'sinkhole', 'feed', 'vip_address', 'victim', 'impede', 'access', 'certain', 'service', 'like', 'send', 'email', 'finally', 'trojan', 'connect', 'multiple', 'controller', 'domain', 'hostname', 'even_though', 'sinkhole', 'others', 'lead', 'possibility', 'remote_code_execution', 'information', 'leakage', 'malicious', 'party', 'case', 'reference_event', 'data_related_event', 'event_id_event', 'server_response_anubis_sinkhole', 'cooky', 'set_probable', 'infect_asset', 'log', 'time', 'source_vip', 'destination_vip_destination_host', 'device_vip_device', 'event_extra_data', 'cv', 'null', 'incoming', 'ontologic', 'main', 'deul', 'ap', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found_gm', 'text', 'html', 'null', 'argentide', 'report', 'occurrence_count_event_count', 'event_detail', 'server_response_anubis_sinkhole', 'cooky', 'set_probable', 'infect_asset', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap_ex_hatty_uri', 'ex_hatty_hostname', 'org', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'cb', 'ce', 'dc', 'ac', 'cc', 'hatty', 'move', 'da', 'temporarily', 'serv', 'er', 'ninox_date', 'da', 'mt', 'content', 'type', 'te', 'cd', 'ext', 'html', 'transfer', 'encode', 'chun', 'fe', 'ea', 'ked', 'connection', 'cf', 'da', 'cf', 'fe', 'close', 'location', 'af', 'fod', 'fod', 'ef', 'tr', 'com', 'domain', 'fu', 'ef', 'reinterest', 'org', 'da', 'fb', 'set', 'cookie', 'bt', 'st', 'ff', 'reub', 'ad', 'et', 'cookie', 'snitz', 'ad', 'da_da', 'cap_hex_security_incident', 'sw', 'traffic_sinkhole', 'domain'] ['per', 'security_incident', 'suspicious_pc_geobios_activity', 'hostname', 'new'] ['client', 'unable', 'view', 'screen', 'tablet', 'docked'] ['client', 'pc', 'make', 'buzzing', 'noise', 'wont', 'turn'] ['activation', 'valid', 'microcoat', 'project'] ['source_vip_system', 'name', 'hostname', 'new', 'destination_host_device_vip', 'user', 'iba', 'gez', 'location', 'mexico', 'sum_status', 'no', 'update_field_sale', 'user', 'no', 'no_sw_event', 'log', 'see', 'event_data_related', 'event_event_id', 'event_internal_outbreak', 'cp', 'log', 'time', 'source_vip_source_host', 'hostname', 'new', 'destination_host_device_vip', 'device_att', 'singapore_asa', 'event_extra_data', 'cv', 'ontologic', 'hostname', 'new', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found_gm', 'argentide', 'internal', 'report', 'occurrence_count_event_count', 'event_detail', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'event_id_event', 'internal_outbreak_cp', 'log', 'time', 'source_vip_source_host', 'hostname', 'new', 'destination_host_device_vip', 'device_att', 'singapore_asa', 'event_extra_data', 'cv', 'ontologic', 'hostname', 'new', 'proto_cp_disport_action', 'block_true_null_empty', 'model_found_gm', 'argentide', 'internal', 'report', 'occurrence_count_event_count', 'event_detail', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'asa_deny_cp_srac', 'inside_dost_outside_access', 'group_acyl_inside_asa', 'deny_cp_srac_inside', 'dost_outside_access_group', 'acyl_inside_asa_deny', 'cp_srac_inside_dost', 'outside_access_group_acyl', 'inside_asa_deny_cp', 'srac_inside_dost_outside', 'access_group_acyl_inside', 'security_incident', 'suspicious_pc_geobios_activity', 'hostname', 'new'] ['source_vip_system', 'name', 'user', 'location', 'south_america', 'vpn', 'pic', 'sum_status', 'see', 'field_sale_user', 'no', 'no_sw_event', 'log', 'see', 'content_version', 'version', 'sequence', 'host', 'integrity', 'content', 'reputation', 'setting', 'ap', 'portal', 'list', 'intrusion', 'prevention', 'signature', 'power', 'eraser', 'definition', 'revocation', 'content', 'eraser', 'engine', 'sonar', 'content', 'extend', 'file', 'attribute', 'signature', 'semantic', 'permit', 'application', 'list', 'sonar', 'risk', 'log', 'risk', 'information', 'download', 'create', 'file', 'java', 'joree', 'bin', 'java', 'ex', 'file', 'path', 'user', 'ex', 'application', 'ex', 'application', 'type', 'applicable', 'category', 'set', 'malware', 'category', 'type', 'heuristic', 'virus', 'version', 'file', 'size', 'hash', 'hash', 'algorithm', 'sha', 'risk', 'reputation', 'first', 'see', 'semantic', 'know', 'file', 'approximately', 'day', 'reputation', 'file', 'untrustworthy', 'prevalence', 'file', 'see', 'few', 'semantic', 'user', 'sonar', 'risk', 'level', 'high', 'sensitivity', 'low', 'detection', 'score', 'sonar', 'engine', 'version', 'submit', 'recommend', 'submit', 'incident_overview', 'croc', 'receive', 'alert', 'locky', 'communication', 'outbound', 'sensor', 'device', 'traffic_sour', 'port_cp', 'destine_port', 'cp', 'greffe', 'nold', 'occur', 'activity', 'indicates', 'likely', 'infect', 'locky', 'outbound', 'hatty', 'traffic', 'infect', 'device', 'contain', 'follow', 'method', 'data', 'protocol_cp', 'hatty_method', 'post', 'hatty', 'version', 'hatty', 'domain', 'url_path', 'commercial', 'cadastral', 'hp', 'user', 'agent_amolilla', 'compatible', 'musie', 'window_nt', 'sv', 'content', 'length', 'escalate_incident_via_high', 'priority_ticket_phone_call', 'per_default_event_handle', 'procedure_would_like_handle', 'incident_differently_future_see', 'handle_option_question_concern', 'let_know_either_correspond', 'via_ticket_delegate', 'ticket', 'back', 'croc', 'call_ticket_escalation', 'related_event', 'medium_priority_ticket', 'mail', 'notification_event', 'portal', 'no_explicit_notification', 'event_available_reporting_purpose', 'portal', 'croc', 'technical_detail', 'locky', 'new', 'encrypts', 'data', 'use', 'aes', 'encryption', 'demand', 'form', 'digital', 'currency', 'decrypt', 'file', 'locky', 'distribute', 'malicious', 'attachment', 'spam', 'remails', 'recently', 'see', 'massive', 'whish', 'campaign', 'microcoat', 'word', 'document', 'attachment', 'actu', 'researcher', 'observe', 'attachment', 'example', 'warehouse_tool', 'doc', 'embed', 'macro', 'code', 'use', 'download', 'locky', 'payload', 'filename', 'seem', 'construct', 'use', 'eight', 'random', 'number', 'follow', 'warehouse_tool', 'potential', 'victim', 'receive', 'attachment', 'need', 'open', 'enable', 'macro', 'initiate', 'payload', 'download', 'hatty', 'locky', 'run', 'compromise', 'system', 'drop', 'copy', 'temp', 'directory', 'affected', 'user', 'profile', 'set', 'registry', 'run', 'key', 'ensure', 'persistence', 'across', 'reboots', 'drop', 'file', 'use', 'filename', 'ladybird', 'ex', 'schist', 'ex', 'locky', 'also', 'set', 'hocus', 'software', 'locky', 'registry', 'key', 'creates', 'value', 'list', 'actu', 'tip', 'article', 'provide', 'reference', 'section', 'locky', 'also', 'check', 'follow', 'registry', 'key', 'indicate', 'presence', 'security', 'related', 'software', 'software', 'software', 'beset', 'software', 'avast', 'software', 'victim', 'notify', 'infection', 'desktop', 'background', 'image', 'change', 'see', 'figure', 'actu', 'tip', 'locky', 'place', 'instruction', 'text', 'file', 'bitmap', 'image', 'desktop', 'display', 'file', 'victim', 'unconfirmed', 'speculation', 'operator', 'bitnet', 'distribute', 'locky', 'malware', 'also', 'responsible', 'sugat', 'dridder', 'banking', 'trojan', 'spam', 'emanates', 'bitnet', 'distributes', 'sugat', 'threat', 'schiz', 'shift', 'malware', 'find', 'conclusive', 'bitnet', 'use', 'various', 'affiliate', 'different', 'time', 'locky', 'also', 'capability', 'locate', 'network_resource', 'encrypt', 'file', 'location', 'actu', 'researcher', 'analyse', 'block', 'code', 'use', 'enumerate', 'network', 'base', 'location', 'locky', 'attempt', 'encryption', 'follow', 'file', 'file', 'type', 'cow', 'vodka', 'tar', 'bz', 'peg', 'slite', 'ppm', 'pom', 'xl', 'dom', 'wallet', 'dat', 'xl', 'xl', 'dom', 'doux', 'doux', 'divus', 'ppt', 'ppm', 'plotx', 'xylem', 'pps', 'pam', 'dcb', 'plotx', 'lay', 'mysid', 'aldm', 'sld', 'tiff', 'class', 'java', 'salited', 'reference_event', 'data', 'event_id_event', 'locky', 'communication', 'outbound', 'occurrence_count_event_count', 'host_connection_information_source', 'vip_source_host', 'source_port_destination_vip', 'destination_host', 'ha', 'rua', 'destination_port_destination_vip', 'elocation', 'greffe', 'nold', 'connection_directionality_outgo', 'hatty_method', 'post', 'user', 'agent_amolilla', 'compatible', 'musie', 'window_nt', 'sv', 'host', 'full_url_path', 'commercial', 'cadastral', 'hp', 'device_information_device_vip', 'device', 'log_time_utch', 'action_block_vendor_eventide', 'cv_score_vendor', 'priority_vendor', 'version_scalx_event_processing', 'information_sherlock_rule_id', 'slue_inspector', 'rule_id', 'inspector_event', 'id_ontology', 'id_event', 'type_id_agent', 'id_event_detail', 'locky', 'communication', 'outbound', 'classification_none_priority_action', 'accept_passive_impact_flag', 'impact_block_lan_mil', 'label_pad_sensor_id', 'event_id_time', 'srac_vip', 'dost_vip_sport', 'type_deport_code_proto', 'cp_tel_tos_id', 'spleen_dogmen_def_ap', 'seq_ack_win_colen', 'cap_ex_hatty_uri', 'commercial', 'cadastral', 'hp', 'ex_hatty_hostname', 'security_ascii_packet_cap', 'ascii_cap_ascii_hex', 'packet_cap_hex', 'ae', 'ce', 'ac', 'af', 'cf', 'ff', 'doff', 'ff', 'post', 'cf', 'commercial', 'cabda', 'stra', 'hp_hatty', 'host', 'ab', 'keep', 'alive', 'da', 'ee', 'connect', 'fe', 'sid', 'da', 'keep', 'alive', 'sid', 'hdkf', 'user', 'agent', 'nozi', 'cc', 'fod', 'lula', 'pompatic', 'bole', 'musie', 'indows', 'nt', 'fe_content', 'typ', 'fe', 'application', 'dd', 'www', 'form', 'urgence', 'da', 'bode', 'content', 'le', 'ad', 'ae', 'fod', 'lgth', 'nom', 'fod', 'port', 'ea', 'fugu', 'south_america', 'anda', 'neti', 'window', 'adp', 'ed', 'lug', 'xl', 'cap_hex_security_incident', 'sw', 'possible', 'locky', 'infection'] ['try', 'connect', 'virtual', 'private', 'network', 'through', 'need', 'full', 'tomorrow', 'hr', 'free', 'inside', 'govt', 'factory', 'laptop', 'mobile', 'allow', 'unable_connect', 'vpn'] ['process', 'work', 'warehouse_tool', 'block', 'due', 'miss', 'good_receipt', 'vendor', 'routinely', 'get', 'paid', 'no', 'good_receipt', 'create', 'process', 'whereby', 'good_receipt', 'do', 'via', 'system', 'process', 'work', 'process', 'work', 'warehouse_tool', 'block', 'due', 'miss', 'good_receipt'] ['abended_job_job_scheduler', 'backup_tool', 'hostname', 'prod_inc', 'abended_job_job_scheduler', 'backup_tool', 'hostname', 'prod_inc'] ['usa', 'neologian', 'collaboration_platform', 'script', 'return', 'unexpected', 'value'] ['engineering_tool', 'stop', 'work', 'several_time', 'day', 'fall', 'without', 'apparent', 'reason', 'work', 'slow', 'succeed', 'stay', 'run', 'see_attach', 'print', 'screen', 'error', 'engineering_tool'] ['job_backup', 'tool', 'hostname', 'prod_inc', 'abend', 'batch', 'job_job', 'scheduler', 'backup_tool', 'hostname', 'prod_inc'] ['move', 'client', 'office', 'per'] ['instal', 'printer', 'pa', 'laptop'] ['restore', 'excel_file', 'sc', 'drill', 'catalog', 'home', 'drive', 'solid', 'carbide', 'drill', 'file', 'mortify', 'solid', 'carbide', 'drill', 'yesterday', 'restore', 'file'] ['unable_connect', 'wifi', 'hotel', 'dell'] ['would', 'contact', 'corporate', 'get', 'access', 'alex', 'campbell', 'follow', 'server', 'team', 'hostname', 'tech', 'center', 'grade', 'specification', 'spec', 'access', 'need', 'support', 'manufacturing', 'technology', 'access', 'corporate', 'technology', 'drive'] ['audio_work', 'dell_tablet'] ['unable', 'create', 'save', 'new', 'report', 'ticket_tool', 'unable', 'create', 'report', 'ticket_tool'] ['unable', 'sign', 'skype', 'outlook'] ['hostname', 'ex_wrong_number_instance', 'process_ex', 'expect', 'found', 'hostname', 'wrong_number_instance_process', 'ex_expect', 'found'] ['customer', 'must', 'include', 'next', 'data', 'dana', 'manufacturing', 'luxembourg', 'division', 'nco', 'immix', 'vat', 'reg', 'no', 'know', 'one', 'dana', 'de', 'mexico', 'corporation', 'mexico', 'orl', 'de', 'cv', 'division', 'nco', 'immix', 'vat', 'reg', 'no', 'data', 'wrong', 'get', 'real', 'information', 'information', 'customer', 'let_know', 'error', 'customer'] ['see', 'hub', 'home_page', 'regional', 'news', 'america', 'option'] ['issue', 'internet_explorer', 'freeze', 'time'] ['need', 'erp', 'password_reset', 'get', 'error', 'log_into', 'engineering_tool', 'attempt', 'many', 'time', 'wrong', 'password', 'old', 'password', 'erp_sid', 'password_reset'] ['phone', 'system', 'warehouse_toolman', 'supplier', 'told', 'no', 'warehouse_toolman', 'also', 'problem'] ['access', 'warehouse_toolman', 'receive', 'busy', 'signal', 'red', 'warehouse_toolman', 'light', 'activate', 'phone', 'push', 'button', 'busy', 'signal', 'receive', 'others', 'issue', 'desk', 'phone', 'warehouse_toolman'] ['date', 'attach', 'email', 'one', 'sent', 'deliver', 'receive', 'delivery', 'error_message', 'sender', 'widget', 'mail_com', 'caller', 'recipient', 'delivery', 'failure', 'code', 'delivery', 'failure', 'text', 'message', 'reach', 'one', 'recipient', 'enc', 'course', 'customer', 'logistics', 'service', 'clos', 'post', 'find', 'follow', 'recipient', 'message', 'sent', 'try', 'send', 'message', 'later', 'contact', 'network', 'administrator', 'error', 'client', 'operation', 'fail', 'delivery', 'failure'] ['access', 'database', 'error', 'attach', 'access', 'database', 'error'] ['hostname_average', 'sample', 'memory_usage', 'error_threshold', 'swap', 'memory_usage', 'warn_threshold', 'hostname_average', 'sample', 'memory_usage', 'error_threshold'] ['telephone', 'dial', 'tone', 'can_not', 'pick', 'warehouse_tool', 'mail', 'message'] ['issue', 'disconnect', 'every_minute', 'outlook', 'can_not', 'send', 'receive', 'email', 'search', 'disconnect', 'issue', 'disconnect', 'every_minute', 'outlook', 'can_not', 'send', 'receive', 'email', 'search'] ['mail_com', 'restore', 'wester', 'hostname', 'file', 'hostname', 'operational', 'regulation', 'bv', 'bv', 'bv', 'system', 'bonus', 'ad', 'fy', 'doux', 'thank', 'many', 'restore'] ['error_message', 'unfortunately', 'outlook', 'encounter', 'error', 'prevent', 'function', 'properly', 'result', 'outlook', 'expect', 'close', 'would', 'repair', 'three', 'button', 'repair', 'close', 'outlook', 'work'] ['warehouse_toolman', 'seem', 'pick', 'incoming', 'call', 'number', 'attempt', 'call', 'cell_phone', 'after', 'ring', 'warehouse_toolman', 'still', 'pick', 'warehouse_toolman', 'work'] ['set', 'oooo', 'another', 'mail_box', 'need', 'office', 'employee', 'work', 'company', 'longer', 'set', 'oooo', 'another', 'mail_box'] ['change_password', 'use_password_management', 'tool_password', 'after', 'password', 'change', 'unable_connect', 'via', 'vpn', 'user_id', 'user', 'unable_connect', 'via', 'vpn', 'unable', 'access', 'distributor_tool', 'distributor_tool', 'qaf'] ['warehouse_toolman', 'possible', 'phone', 'set'] ['site', 'show', 'group', 'first', 'level', 'second', 'level', 'continuous', 'expand', 'arrow', 'responsive', 'group', 'work', 'new', 'modern', 'look', 'see_attach', 'image'] ['erp_sid', 'unlock', 'request'] ['usa', 'village', 'robot', 'inactive', 'since_et'] ['warehouse_toolman', 'associate', 'office', 'phone', 'function', 'properly', 'try', 'access', 'warehouse_toolman', 'office', 'phone', 'receive', 'possible', 'message', 'phone', 'also', 'access', 'warehouse_toolman', 'number', 'receive_message', 'state', 'call', 'can_not', 'complete', 'time', 'warehouse_toolman', 'related', 'office', 'phone', 'function'] ['handhold', 'wireless', 'device_activation', 'iphone'] ['need', 'file', 'restore', 'network', 'nt', 'drive', 'file', 'full', 'pathname', 'project', 'server', 'drive', 'hostname', 'backup', 'date', 'last', 'modify', 'date', 'want', 'file', 'restore', 'unsure', 'recent', 'backup', 'date', 'use', 'want', 'entire', 'folder', 'restore', 'must', 'provide', 'specific', 'filename', 'restore', 'backup', 'tape', 'nosite', 'ok', 'allow', 'business', 'day', 'retrieve', 'offside', 'tape', 'extra', 'charge', 'apply', 'emergency', 'delivery', 'want', 'filename', 'folder', 'restore', 'original', 'place', 'original', 'name', 'word', 'overwrite', 'do', 'need', 'supply', 'new', 'name', 'location', 'restore', 'note', 'day', 'maximum', 'backup', 'available', 'file', 'restores', 'exception', 'hostname', 'hostname', 'kept', 'year', 'need', 'file', 'restore', 'network', 'nt', 'drive', 'hostname'] ['want', 'give', 'access', 'hostname_department', 'drive', 'need', 'access'] ['unlock', 'erp_sid', 'erp', 'production', 'account'] ['use', 'microcoat', 'update', 'update', 'adobe', 'acrobat', 'adobe', 'flash', 'java', 'review', 'group', 'review', 'update', 'review', 'patch_antivirus_sw', 'erp', 'client', 'review', 'run', 'check', 'disk', 'defray', 'scan', 'dell', 'driver_update', 'check', 'update', 'new', 'version', 'office', 'package', 'ar', 'access', 'pitau', 'cash', 'abc', 'ar', 'opening', 'ita', 'check', 'pc', 'silva'] ['seep', 'installation'] ['enable', 'account', 'erp', 'leave', 'company', 'know', 'account_disabled', 'today', 'account_disabled', 'account', 'need', 'enable', 'till'] ['account_disabled', 'user'] ['would', 'close', 'telephony_software', 'turkey', 'between', 'local', 'time', 'due', 'kick', 'dinner', 'approve', 'close', 'telephony_software', 'between', 'local', 'time', 'due', 'kick', 'dinner'] ['distributor_tool', 'company', 'issue', 'engineering_tool', 'issue'] ['madam', 'unable', 'access', 'vpn', 'refer', 'message', 'unable_connect', 'vpn'] ['semantic', 'management', 'agent', 'disabled'] ['information', 'beshroud', 'complete', 'task', 'recruit', 'usa', 'planner', 'usually', 'step', 'tell', 'task', 'complete', 'item', 'product_engineering', 'able', 'complete', 'task', 'can_not', 'do', 'base', 'told', 'planner', 'finish', 'task', 'maintain', 'plant', 'value', 'task', 'assign', 'beshroud', 'error'] ['display', 'set', 'issue', 'display', 'setting', 'issue'] ['dg', 'password_reset', 'possible'] ['attempt', 'print', 'eu', 'location', 'miss', 'sheet', 'page', 'print', 'guess', 'although', 'draw', 'fr', 'status', 'original', 'still', 'reside', 'cab', 'storage', 'print', 'draw'] ['connect', 'vpn', 'log_into', 'erp', 'keep_get', 'error_message', 'seem', 'imply', 'connect', 'vpn', 'appreciate', 'log_into', 'erp', 'cm', 'via', 'vpn'] ['attach', 'mail', 'save', 'desktop', 'template', 'text', 'signature', 'sent', 'nothing', 'see'] ['kindly', 'access', 'draw', 'search', 'view', 'download', 'business_client', 'utility', 'business_client', 'login'] ['hostname', 'hr_tool', 'tax_interface', 'app', 'qaf', 'total', 'cpu', 'error_threshold', 'hostname', 'hr_tool', 'tax_interface', 'app', 'qaf', 'total', 'cpu', 'since_et'] ['change', 'screen', 'workplace', 'defective'] ['erp_gumi', 'get', 'update', 'today', 'after', 'able', 'save', 'data', 'desktop', 'erp', 'issue'] ['firm', 'production', 'misserve_ex', 'wrong_number_instance_process', 'misserve_ex', 'expect_instance_gte_found', 'time', 'est', 'firm', 'production', 'misserve_ex', 'wrong_number_instance_process', 'misserve_ex'] ['company_guest', 'account', 'work', 'create', 'yesterday'] ['unable_login', 'window', 'user', 'account_lock'] ['able', 'hear', 'thing'] ['friend', 'enclose', 'request', 'mobile_device_activation', 'request', 'user'] ['can_not_connect', 'network', 'printer'] ['antivirus', 'win', 'machine', 'automatically', 'update', 'recent', 'win', 'anniversary', 'update', 'mp', 'no_longer', 'work', 'official', 'company', 'win', 'machine', 'per', 'semantic', 'technical', 'support', 'forum', 'window', 'anniversary', 'update', 'require', 'least', 'version', 'mp', 'high', 'download', 'provide', 'software', 'follow', 'share', 'public', 'rondel', 'semantic_endpoint', 'protection', 'update', 'win', 'machine', 'recent', 'anniversary', 'update', 'need', 'la_version', 'mp', 'high'] ['mobile_device_activation', 'personal_device'] ['restore', 'data', 'file', 'external', 'hard', 'disk', 'reimaged', 'laptop', 'data', 'restore'] ['polycot', 'software', 'installation', 'desktop', 'polycot', 'desktop'] ['show', 'defective', 'system', 'file', 'reinstall', 'la', 'fy', 'win', 'image'] ['request', 'reset_password', 'password_management_tool', 'soon_possible', 'login', 'reset_password', 'request', 'reset_password', 'password_management_tool', 'login', 'reset_password'] ['logion', 'server_hostname', 'possible', 'server', 'loop', 'welcome', 'screen', 'logion', 'server_hostname', 'possible'] ['forward', 'lean_event', 'nudation', 'find', 'mail', 'forward', 'message', 'displayed', 'check', 'advise', 'lean_event'] ['mail_com', 'child', 'ticket'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'edit', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage', 'russia', 'rua', 'company', 'russia', 'vpn_tr', 'show', 'since', 'edit', 'no', 'backup', 'kt'] ['receive', 'production', 'feed', 'file', 'emea', 'today', 'check', 'end', 'send', 'file', 'also', 'would_like', 'know', 'whether', 'possible', 'automatic', 'notification', 'sent', 'concerned', 'people', 'case', 'extraction', 'fails', 'emea', 'file', 'process', 'per', 'schedule', 'check', 'let_know', 'reason', 'include', 'mail', 'notification'] ['mapping', 'possible', 'anymore', 'purchasing', 'dm', 'import', 'work_correctly'] ['issue', 'after', 'erp', 'update', 'system', 'prompt', 'fix', 'issue', 'sid_sid', 'log', 'unable_open', 'view', 'sale_order', 'outlook', 'email', 'attachment', 'refer_attachment', 'download', 'error', 'va_va', 'per', 'error', 'look', 'close', 'try_open', 'attachment', 'system', 'prompt', 'install', 'outlook', 'refer', 'outlook', 'installation', 'prompt', 'issue', 'excel_file', 'download', 'after', 'run', 'abamp', 'query', 'unable', 'save', 'save', 'computer', 'issue', 'unable', 'view', 'file', 'save', 'desktop', 'attach', 'sale_order', 'va_va', 'unable_open', 'sale_order', 'attachment', 'save', 'abamp', 'report', 'view', 'desktop', 'attachment', 'through', 'erp'] ['mail_com_everybody', 'see', 'email', 'correspondence', 'fix', 'thank', 'ticket'] ['browser_microcoat_internet_explorer', 'able', 'access', 'attendance_tool', 'application', 'ticket', 'reference', 'ticket', 'able', 'access', 'attendance_tool', 'application', 'ticket', 'reference', 'ticket'] ['change', 'za', 'bios', 'reset', 'network', 'computer', 'start', 'automatically', 'ask', 'completion', 'bios', 'set'] ['line', 'telephonic', 'conversation', 'follow', 'detail', 'two', 'computer', 'machine', 'pc', 'laptop', 'two', 'connect', 'use', 'lan', 'cable', 'name', 'laptop', 'visible', 'network', 'page', 'machine', 'pc', 'name', 'machine', 'pc', 'visible', 'network', 'laptop', 'unable', 'set', 'domain_name', 'setting', 'control', 'panel', 'sort', 'priority', 'networking', 'issue', 'customer', 'site'] ['call', 'rout', 'german', 'support', 'agent', 'fix', 'add', 'percent', 'allocate', 'call', 'rout', 'german', 'support', 'agent'] ['frequent_account_lockout', 'contact', 'no', 'frequent_account_lockout'] ['need', 'instal', 'la', 'internet_explorer', 'internet_explorer'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue', 'user', 'lock', 'need', 'release', 'user', 'reset_password', 'transaction_code_user', 'need_work_describe', 'issue', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['abended_job_job_scheduler', 'bowpin_search', 'server', 'prod', 'daily', 'abended_job_job_scheduler', 'bowpin_search', 'server', 'prod', 'daily'] ['browser_microcoat_internet_explorer', 'need', 'upgrade', 'outlook', 'need', 'upgrade', 'outlook'] ['multiple', 'computer', 'use', 'log', 'company', 'workshop', 'floor_app', 'lock', 'company', 'workshop', 'floor_app', 'lock', 'many', 'try', 'wrong', 'password'] ['abended_job_job_scheduler', 'job_job', 'run', 'longer', 'minute', 'kirtled', 'rerun'] ['delete', 'stop'] ['inquiry', 'etime', 'login'] ['shop_floor', 'pc', 'lock'] ['semantic_endpoint', 'encryption', 'page', 'unable_login'] ['abended_job_job_scheduler', 'bowpin', 'hostname', 'inc', 'abended_job_job_scheduler', 'bowpin', 'hostname', 'inc'] ['multiple', 'process', 'show', 'hostname', 'ghana_sid', 'since_pm_et', 'process', 'run', 'process', 'run', 'process', 'run', 'process', 'run', 'process', 'run', 'process', 'hdbk', 'eryopsid', 'hdbk', 'run', 'multiple', 'process', 'show', 'hostname', 'ghana_sid', 'since_pm_et'] ['dis', 'discount', 'apply', 'dis', 'even', 'show', 'condition', 'cause', 'incorrect', 'sale_order', 'order', 'place', 'hold', 'see', 'follow', 'sale_order', 'item', 'quote', 'item', 'dis', 'discount', 'appear'] ['add', 'appropriate', 'option', 'follow', 'hourly', 'employee', 'dedicate', 'computer', 'clock', 'hr_tool', 'desk', 'laptop', 'chyle', 'assistance', 'feel', 'free', 'contact', 'time', 'phr', 'human_resource', 'plant', 'usa', 'enc', 'dedicate', 'hr_tool', 'clock', 'hourly', 'employee'] ['user', 'access', 'plant', 'hostname', 'downloads', 'daily', 'today', 'access', 'seem', 'broken', 'restore', 'erp', 'use', 'whatever', 'approval', 'require', 'restore', 'connection', 'immediately', 'cause', 'shutdown', 'production', 'process', 'need', 'immediately', 'address', 'access', 'need', 'plant'] ['user', 'want', 'check', 'discount', 'microcoat', 'product'] ['hr_tool', 'time', 'issue', 'browser_microcoat_internet_explorer', 'request', 'time', 'computer', 'access', 'member', 'assign', 'computer', 'hr_tool', 'time', 'issue'] ['contract', 'management', 'employee', 'publication'] ['assist', 'keep', 'account', 'log', 'collaboration_platform', 'ask', 'login', 'page'] ['hostname', 'status', 'hostname', 'status', 'expect', 'red'] ['exp', 'pc', 'lab', 'hooked', 'microscope', 'get', 'sod', 'login'] ['unable', 'map', 'printer'] ['erp', 'powder', 'interface', 'work'] ['change', 'erp', 'printer', 'herp', 'cm', 'production', 'usa', 'change', 'erp', 'printer'] ['unable', 'see', 'crm', 'add', 'outlook'] ['browser_microcoat_internet_explorer', 'trouble', 'password', 'access', 'portal', 'trouble', 'password', 'access', 'portal'] ['microcoat', 'outlook', 'show', 'either', 'try', 'connect', 'give', 'error', 'able', 'connect', 'server', 'remails', 'still', 'sit', 'outbox', 'can_not', 'get', 'send', 'no', 'new', 'remails', 'come', 'reboot', 'outlook', 'twice', 'whole', 'system', 'no', 'success', 'unable_connect', 'outlook'] ['outlook', 'calendar', 'show', 'no', 'information', 'someone', 'try', 'schedule', 'meeting', 'use', 'schedule', 'assistant', 'fix', 'outlook', 'calendar'] ['unable', 'save', 'attachment', 'business_client'] ['browser_microcoat_internet_explorer', 'still', 'issue', 'sf', 'load', 'white', 'page', 'advise', 'unable_login', 'one', 'time'] ['monitor', 'disk_fail', 'def', 'localist', 'outside', 'expect', 'limit', 'true', 'true', 'max', 'disk_fail', 'def'] ['net', 'apply', 'zinc', 'np', 'manual', 'condition', 'round', 'concern', 'mexico', 'assign', 'ticket'] ['account_lock', 'trust_relationship', 'issue'] ['able', 'enter', 'customer', 'detail', 'engineering_tool', 'system', 'engineering_tool', 'system'] ['technical', 'error', 'br', 'try', 'br', 'problem', 'persists', 'notify', 'administrator', 'br', 'error', 'follow', 'error', 'occur', 'processing', 'request', 'object', 'object', 'status', 'error', 'error', 'internal_server_error', 'operator', 'reboot', 'computer', 'multiple', 'time', 'miri', 'respond', 'order', 'scan', 'system', 'lock', 'give', 'error', 'see'] ['password_reset', 'login', 'issue', 'collaboration_platform'] ['issue', 'new', 'password', 'etime', 'access', 'employee', 'erp', 'employee', 'password', 'etime', 'work'] ['release', 'device', 'quarantine', 'release', 'device'] ['unable_login', 'outlook', 'skype'] ['system_sid_sid', 'sid_sid_herp_sid', 'enter_user_id', 'user', 'issue_transaction_code', 'user', 'need', 'work', 'logion', 'describe_issue', 'change_password', 'use', 'password', 'unable', 'log_into', 'erp', 'get_authorize_message_recreate', 'condition_attach_result_ticket', 'tool_ticket', 'provide_access_user', 'erp', 'access', 'issue'] ['misplace', 'password', 'ad', 'password_reset', 'need', 'es', 'password_reset', 'request'] ['stuck', 'log', 'personal_certificate', 'error', 'skype', 'im', 'log'] ['face_issue', 'connect', 'telecomm_vendor', 'pr', 'network', 'pl', 'look_into', 'issue', 'connect', 'though', 'telecomm_vendor', 'pr', 'sim'] ['lock', 'erp_sid', 'set', 'password_management_tool', 'get', 'error', 'unable', 'find', 'account', 'user', 'log_into', 'password_management_tool', 'notify', 'account', 'unlocked', 'reset_password', 'erp_production_cm'] ['reset_password', 'tineman', 'use_password_management', 'tool_password_reset'] ['po', 'create', 'roll', 'paper', 'price', 'price', 'change', 'purchase_order', 'good_receipt', 'book', 'total', 'amount', 'ask', 'yuk', 'warehouse', 'sure', 'possible', 'good_receipt', 'different', 'value', 'see', 'cause', 'good_receipt', 'issue'] ['job', 'queue', 'processor', 'egg', 'stop', 'need', 'restart', 'forward', 'egg', 'group', 'job', 'queue', 'egg', 'application', 'stop'] ['vet', 'checked', 'plug', 'still', 'charge', 'computer', 'dock_station', 'charge', 'computer'] ['issue', 'lean_tracker'] ['unable_launch', 'outlook', 'after', 'change_password'] ['unlock', 'pc', 'name', 'contact', 'name', 'user_id', 'administrator', 'unlock'] ['unable_login', 'window_account_lock'] ['get', 'direct', 'hr_tool', 'logion', 'page', 'instead', 'directly', 'get', 'authenticate', 'soso', 'see_attachment', 'unable', 'log_into', 'hr_tool'] ['can_not', 'make', 'skype_meeting', 'every_time', 'error', 'state', 'skype', 'run'] ['call', 'reset_password', 'user'] ['use', 'quite', 'awhile', 'let', 'current', 'password_reset', 'password', 'shipping', 'tool', 'erp', 'production', 'lbw'] ['browser', 'issue', 'collaboration_platform', 'load'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no_start_et', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_circuit', 'outage_south', 'africa', 'mil_circuit', 'et'] ['computer', 'name', 'access', 'vpn', 'access', 'vpn', 'user_id'] ['ibex', 'patch', 'installation'] ['supply_chain_software', 'login', 'issue'] ['enter', 'password', 'business_client', 'business_client', 'income'] ['need', 'replacement', 'monitor'] ['item_number', 'issue', 'warehouse_tool', 'form', 'israel'] ['call', 'update', 'password', 'can_not', 'login', 'anything', 'password_expire', 'call'] ['general', 'enquiry'] ['eu_tool', 'unable_connect', 'server', 'time', 'record', 'eu_tool', 'work', 'eu_tool', 'instal', 'user', 'pc', 'telecon', 'time', 'record', 'work'] ['home', 'location', 'usa', 'whenever', 'come', 'plant', 'connect', 'network', 'pc', 'run', 'storage', 'productory', 'slow', 'slow', 'determine', 'network', 'problem', 'erp', 'slow', 'use_quick_ticket', 'within', 'erp', 'folder', 'erp', 'run_slow', 'one', 'transaction_impact', 'erp', 'server', 'server', 'name', 'locate', 'status_bar', 'bottom_right', 'screen', 'co_worker_also', 'notice_slow_response_time', 'erp', 'application', 'run_slow', 'access', 'data', 'file', 'server', 'comment', 'issue', 'system', 'network', 'problem_multiple_application', 'run_slow'] ['unable', 'log', 'hr_tool', 'insteam', 'through', 'soso', 'portal', 'hub', 'whenever', 'click', 'insteam', 'link', 'portal', 'take', 'login', 'screen', 'instead', 'log', 'directly', 'into', 'system', 'clearing', 'browser', 'cache', 'vet', 'log', 'use', 'ie', 'firefox', 'insteam', 'soso', 'work'] ['change_password', 'company_center', 'account', 'show', 'option', 'choose', 'sale_org', 'login', 'info', 'company_center', 'show', 'org', 'after', 'change_password'] ['hostname', 'disk_free', 'error', 'threshold_total_size_glb', 'hostname_average_sample_disk', 'free', 'error_threshold'] ['install', 'pdf', 'mailer'] ['unlock_account', 'reset_password', 'window', 'login'] ['unlock', 'pieta', 'account', 'reset_password', 'use_password_management', 'tool_password_reset'] ['problem', 'computer', 'fp', 'defective', 'sector'] ['sura', 'put', 'usa', 'shop', 'sw', 'port', 'try', 'get', 'machine', 'network', 'requester', 'put', 'usa', 'shop', 'sw', 'port', 'try', 'get', 'machine', 'network'] ['betsy', 'browser_microcoat_internet_explorer', 'can_not', 'get', 'collaboration_platform', 'open', 'sits', 'spin', 'unable_open', 'collaboration_platform'] ['receive_remails', 'attach', 'take', 'collaboration_platform', 'employee', 'no_longer', 'work', 'company', 'message', 'german', 'portuguese', 'think', 'vip', 'incorrect', 'language', 'automate', 'email', 'message'] ['email', 'delegation', 'issue', 'mailbox'] ['machine', 'roanoke', 'change', 'user', 'login', 'full', 'access', 'add', 'user', 'department', 'erp', 'production', 'plant', 'controller', 'plant', 'need', 'access', 'roanoke', 'drive', 'new', 'machine', 'user', 'miri', 'implementation', 'today'] ['kindly_look_into', 'snap', 'erp_output', 'screen', 'enable', 'show', 'detail', 'proper', 'arrangement', 'issue', 'erp', 'network', 'erp_output', 'screen', 'issue'] ['after', 'reboot', 'able', 'connect', 'rids', 'server_hostname', 'rids', 'server', 'germany', 'reachable', 'hostname'] ['single_sign', 'hr_tool', 'insteam', 'work', 'see', 'screen', 'single_sign', 'hr_tool', 'insteam', 'work'] ['erp_sid', 'issue'] ['would_like', 'complete', 'ethic', 'ask', 'usa', 'access', 'ethic', 'access'] ['altogether', 'problem', 'eu_tool', 'open', 'plant', 'see', 'window', 'past', 'rep', 'see', 'new', 'window', 'point', 'measurement', 'insert', 'function', 'service', 'mit_gr_en', 'problem', 'eu_tool'] ['follow', 'detail', 'guest', 'visit', 'company', 'india', 'tomorrow', 'request', 'wifi', 'access', 'sl', 'no', 'guest', 'first', 'name', 'guest', 'last', 'name', 'guest', 'email', 'id', 'location', 'company', 'sponsor', 'email', 'id', 'access', 'require', 'till', 'date', 'pilaff', 'india_india', 'kuttar', 'murthy', 'india', 'guest_wifi', 'access', 'request'] ['access', 'sid', 'seem', 'work', 'enable', 'confirm', 'sid', 'access'] ['distributor_tool', 'production', 'system', 'prn', 'cart', 'display', 'carrier', 'information', 'check', 'fix', 'issue', 'urgently', 'open', 'order', 'kart', 'issue', 'distributor_tool'] ['miri', 'usa', 'storage', 'productory', 'slow', 'error', 'miri', 'work'] ['would', 'support', 'welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'ethic', 'login', 'issue'] ['ticket_tool', 'change', 'change', 'status', 'close', 'cancel', 'instead', 'close', 'complete', 'revert', 'change', 'ticket_tool', 'query'] ['dob', 'report', 'site', 'certify', 'content', 'view', 'day', 'ipid', 'need', 'subscribe', 'option', 'can_not', 'see', 'screen', 'dob', 'report', 'no', 'option', 'subscribe', 'retrot', 'receive', 'daily', 'mail'] ['reset', 'attendance_tool_password', 'forgot', 'user', 'india', 'met', 'attendance_tool_password', 'rest'] ['amenty', 'discuss', 'send_remails', 'also', 'call', 'subscription', 'reporting_tool', 'application', 'daily', 'basis', 'stop', 'server', 'remain', 'last', 'year', 'since', 'user', 'receive', 'duplicate', 'remails', 'example', 'see_attach', 'duplicate', 'remails', 'receive', 'daily', 'one', 'thing', 'note', 'reporting_tool', 'maintains', 'count', 'remails', 'sent', 'per', 'day', 'count', 'double', 'indicate', 'stop', 'server', 'seem', 'processing', 'twice', 'instead', 'reporting_tool', 'send', 'multiple', 'time', 'stop', 'server', 'issue', 'escalate', 'high', 'management', 'greatly', 'appreciate', 'look_into', 'early', 'let_know', 'need', 'detail', 'reporting_tool', 'application', 'send', 'multiple', 'remails', 'via', 'stop'] ['mention', 'employee', 'unable_login', 'es_portal', 'reset_password', 'emp', 'no_name_seid', 'yi'] ['audio_work', 'computer', 'model', 'dell', 'precision', 'name', 'audio_work'] ['vendor', 'access', 'work', 'external', 'website', 'no', 'vendor', 'access', 'drawing', 'model', 'situation', 'get', 'critical', 'cause', 'delay', 'customer', 'order', 'vendor', 'affected', 'error_message', 'unable', 'read', 'document', 'information', 'erp', 'see_attachment', 'vendor', 'draw', 'access', 'work', 'no', 'vendor', 'access', 'data', 'anymore'] ['mail_com', 'attach', 'request', 'investment', 'new', 'computer', 'laptop', 'investment', 'applicant', 'new_laptop', 'request'] ['need', 'access', 'two', 'collaboration_platform', 'link', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'plane', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'mu', 'eyne', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'gebbie', 'north', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'crm', 'order', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'crm', 'call', 'meeting', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'call', 'top', 'project', 'file_user_linne', 'collaboration_platform', 'company_inc_fy', 'top', 'swarthy', 'wise', 'seit', 'sind', 'wir', 'diesis', 'thema', 'habe', 'nocht', 'kevin', 'ticket', 'mit_gr_en', 'application_engineer', 'mail_com', 'company', 'deutschland', 'gambs', 'diesis', 'ist', 'leipzig', 'undo', 'mallein', 'die', 'outrung', 'duarch', 'undo', 'kannu', 'information', 'enchasten', 'die', 'schultz', 'redig', 'moder', 'nach', 'brecht', 'von', 'der', 'sind', 'die', 'moder', 'vervel', 'diester', 'duarch', 'person', 'bein', 'densen', 'sich', 'nicht', 'um', 'die', 'impf', 'anger', 'handel', 'ist', 'string', 'verboten', 'wenny', 'diesis', 'seine', 'verseless', 'bein', 'henen', 'ist', 'danny', 'sie', 'bitte', 'absenter', 'undo', 'schene', 'sie', 'diesis', 'select_follow', 'constantly', 'link_view_alternate_language', 'von', 'donnert', 'stag', 'bereft', 'aw', 'no', 'access', 'two', 'netweaver', 'swarthy', 'mit_gr_en', 'application_engineer', 'mail_com', 'diesis', 'ist', 'leipzig', 'undo', 'mallein', 'die', 'outrung', 'duarch', 'undo', 'kannu', 'information', 'enchasten', 'die', 'schultz', 'redig', 'moder', 'nach', 'brecht', 'von', 'der', 'sind', 'die', 'moder', 'vervel', 'diester', 'duarch', 'person', 'bein', 'densen', 'sich', 'nicht', 'um', 'die', 'impf', 'anger', 'handel', 'ist', 'string', 'verboten', 'wenny', 'diesis', 'seine', 'verseless', 'bein', 'henen', 'ist', 'danny', 'sie', 'bitte', 'absenter', 'undo', 'schene', 'sie', 'diesis', 'select_follow', 'constantly', 'link_view_alternate_language', 'von', 'donnert', 'stag', 'mail_com', 'bereft', 'no', 'access', 'two', 'netweaver', 'da', 'dimmet', 'vein', 'kischen', 'zeist', 'ich', 'terrasse', 'vein', 'ticket', 'dau', 'warm', 'need', 'access', 'collaboration_platform', 'link'] ['unable', 'select', 'course', 'select', 'language', 'error', 'unable', 'go'] ['data', 'backup', 'restore'] ['can_not', 'log', 'telephony_software', 'see', 'error_message', 'attach', 'meantime', 'many', 'time', 'password', 'surely', 'lock', 'can_not', 'log', 'telephony_software'] ['order'] ['problem', 'printer', 'lion', 'aum', 'reinhard', 'kr', 'ger'] ['outlook', 'take', 'password'] ['dispatch', 'plan', 'germany', 'telephone', 'receiver', 'line', 'production', 'hall', 'defective'] ['link', 'opening', 'fw', 'ethical', 'moment', 'office', 'ethic_compliance', 'link', 'opening'] ['yi', 'access', 'internet', 'website', 'hallway', 'offline', 'till', 'weekend', 'locate', 'orth', 'germany', 'access', 'internet', 'website', 'hallway', 'offline'] ['able', 'open', 'ethical', 'moment', 'link', 'either', 'mail', 'collaboration_platform', 'site', 'german', 'english', 'language', 'button', 'link', 'ethic', 'ethical', 'moment', 'work'] ['use', 'software', 'surview', 'need', 'install', 'upgrade', 'bit', 'office', 'system', 'pol', 'current', 'office_bit', 'version', 'install', 'bit', 'version', 'upgrade', 'office_bit', 'office_bit'] ['computer', 'network', 'connection', 'lose'] ['window_account_lock', 'reset_password'] ['able', 'set', 'resolution', 'system', 'monitor', 'resolution', 'problem'] ['window', 'need', 'repair'] ['unable_open', 'net_weaver'] ['browser_microcoat_internet_explorer', 'calendar', 'iphone', 'show', 'meeting', 'calendar', 'iphone', 'show', 'meeting'] ['sid', 'system', 'password', 'lock', 'due', 'many_fail_attempt', 'unlock', 'user_id', 'password', 'pol', 'find', 'attach', 'error', 'reference', 'reset_password'] ['obj', 'repository', 'issue', 'pol', 'see_attachment', 'detail'] ['crm', 'stuck', 'pol', 'solve', 'receive'] ['able_login', 'ethic'] ['laptop', 'heating', 'left', 'side', 'sb', 'audio', 'output', 'plug', 'also', 'work', 'system', 'slow'] ['skype_business', 'software', 'use', 'login', 'skype', 'indicate', 'certificate', 'expire'] ['display', 'no', 'data', 'employee', 'notify', 'system', 'administrator', 'purchasing', 'erp', 'able', 'purchase', 'forward'] ['window', 'log', 'password_reset'] ['after', 'password', 'change', 'outlook', 'land'] ['reset', 'erp', 'password'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no_remote_dial_no', 'equipment_reset_no_verify', 'site_work_backup', 'circuit_no', 'vendor_ticket_global_telecomm', 'version_telecomm_vendor_telecomm', 'vendor_notify_gsc_no', 'cert_start_no_additional', 'diagnostics_network_outage_south', 'america', 'argentina', 'site_hard_since_et'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no_start_pm', 'et_schedule_maintenance_power', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'company_maint_no', 'provider_maint_ticket_site', 'backup_circuit_no', 'backup_circuit_active_no', 'no', 'site_contact_notify_phone', 'email_no_remote', 'dial_no_equipment_reset', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor_notify', 'gsc_no_cert_start', 'no_additional_diagnostics_network', 'outage_usa', 'site_hard_since_pm', 'et'] ['disk_free_warn_threshold', 'total_size', 'glb', 'disk_free_warn_threshold'] ['abended_job_job_scheduler', 'abended_job_job_scheduler'] ['hostname', 'south_america', 'br', 'pilm', 'disc', 'file', 'production_ex_wrong', 'number_instance_process_ex', 'expect_instance_gte_found', 'hostname', 'south_america', 'br', 'pilm', 'disc', 'file', 'production', 'wrong_number_instance_process', 'ex_expect', 'instant'] ['hostname', 'usa', 'va', 'pilm', 'web', 'file', 'cache', 'production', 'ex_service', 'since_est'] ['hostname_pilm', 'conversion', 'production_ex_wrong', 'number_instance_process_ex', 'expect_instance_gte_found', 'hostname_pilm', 'conversion', 'production_ex_wrong', 'number_instance_process_ex', 'ex'] ['hostname', 'obj', 'app', 'web', 'prod', 'al', 'engine', 'ex_service', 'al', 'engine', 'ex_wrong_number_instance', 'process', 'al', 'engine', 'ex_expect', 'found', 'hostname', 'obj', 'app', 'web', 'prod', 'al', 'engine', 'ex_service'] ['helodes', 'vacation', 'briefly', 'before', 'left', 'change_password', 'require', 'seem', 'main', 'window', 'log', 'still', 'old', 'password', 'outlook', 'slype', 'new', 'password', 'also', 'company', 'main', 'log', 'right', 'usually', 'log', 'account', 'appear', 'need', 'do', 'company', 'site', 'network', 'another', 'week', 'vip', 'log', 'problem', 'vip'] ['lbw', 'job_fail', 'server', 'issue', 'check', 'confirm', 'refer_screen_shot', 'sent', 'email', 'lbw', 'job_fail', 'server', 'issue'] ['reboot', 'tax_interface', 'dev', 'server_hostname', 'hostname'] ['job', 'sid', 'stat', 'even', 'batch', 'sid', 'stat'] ['abended_job_job_scheduler', 'sid', 'start', 'ghana', 'slt', 'abended_job_job_scheduler', 'sid', 'start', 'ghana', 'slt'] ['would_like_recall', 'message', 'approve', 'recall', 'approve'] ['abended_job_job_scheduler', 'sid', 'start', 'abended_job_job_scheduler', 'sid', 'start'] ['connect', 'through', 'vpn', 'look', 'information', 'erp', 'connect', 'able', 'connect', 'local', 'drive', 'plant', 'department', 'drive', 'erp', 'erp_sid', 'available'] ['abended_job_job_scheduler', 'sid', 'stop', 'abended_job_job_scheduler', 'sid', 'stop'] ['abended_job_job_scheduler', 'sid', 'stop', 'ghana', 'slt', 'abended_job_job_scheduler', 'sid', 'stop', 'ghana', 'slt'] ['erp', 'lock', 'need', 'unlock'] ['recently', 'create', 'variable', 'fails', 'get', 'open', 'obj', 'analyser', 'due', 'attach', 'error_message'] ['reporting_tool', 'alert', 'monitor', 'disk_fail', 'def', 'ca', 'localist', 'outside', 'expect', 'limit', 'true', 'true', 'max', 'disk_fail', 'def', 'ca', 'fail'] ['type_outage_network_circuit', 'power_specify_type_outage', 'top_cert_site', 'no', 'no', 'start', 'schedule_maintenance_power', 'no', 'no_company_power', 'provider_power_schedule_maintenance', 'network_no', 'no_company_maint', 'no_provider_maint', 'ticket_site_backup_circuit', 'no', 'no_backup_circuit', 'active_no_site_contact', 'notify_phone_email', 'no', 'no_remote_dial_no', 'equipment_reset', 'no', 'no_verify_site', 'work_backup_circuit', 'no_vendor_ticket', 'global_telecomm_version_telecomm', 'vendor_telecomm_vendor', 'global_telecomm_notify_gsc', 'no', 'cert_start_no_additional', 'diagnostics_network_outage', 'sao', 'mercedes', 'benzo', 'plant', 'network', 'since_et', 'no_backup_circuit'] ['abended_job_job_scheduler', 'apod_cif_pud', 'abended_job_job_scheduler', 'apod_cif_pud'] ['abended_job_job_scheduler', 'apod_cif_pud', 'eu', 'abended_job_job_scheduler', 'apod_cif_pud', 'eu'] ['unable', 'download', 'mail', 'india', 'office', 'even', 'connect_internet', 'kindly_resolve_issue', 'issue', 'download', 'mail'] ['original', 'message', 'designation', 'change', 'require', 'outlook'] ['notice', 'alarm', 'reporting_tool', 'warn_threshold', 'need', 'check', 'hostname_average', 'disk_free', 'total_size', 'glb'] ['inquiry', 'transfer', 'contact', 'phone', 'system'] ['erp', 'crm', 'password_reset'] ['kirsty', 'india', 'two', 'switch', 'pm_et'] ['inquiry', 'lotus', 'note'] ['apac', 'company_ap_chn_apac', 'company', 'access_sw', 'sw', 'pm_et', 'network_outage', 'company_ap_chn_apac', 'company', 'access_sw', 'sw', 'pm_et'] ['apac', 'robot', 'hostname', 'inactive'] ['change_password', 'today', 'access', 'location', 'update', 'need', 'update', 'site', 'password', 'change'] ['change', 'new', 'password', 'alabama', 'reset_password', 'use_password_management', 'tool_password_reset'] ['see', 'highlight', 'field', 'tax_code', 'field', 'auto', 'populate', 'inconsistent'] ['look', 'see', 'receive', 'line', 'line'] ['unlock_account', 'remails', 'cell_phone', 'user_id', 'id', 'software', 'id', 'id', 'id', 'note', 'change', 'cell_phone', 'user', 'new', 'wifi', 'data', 'plan', 'service', 'provider', 'require', 'setup', 'email', 'mobile_device', 'device', 'company_own', 'replacement', 'old', 'device', 'ensure', 'company', 'data', 'remove', 'old', 'device', 'delete', 'exchange_setup', 'setting', 'mail', 'contact', 'calendar', 'personal_device', 'attach', 'approval', 'form', 'sign', 'ticket_tool', 'ticket', 'ensure', 'device', 'company', 'approve', 'email', 'setup', 'company', 'approve', 'device', 'contact', 'gsc', 'exchange_setup', 'personal_device', 'contact', 'device', 'vendor', 'also', 'refer', 'faq', 'section', 'step', 'exchange_setup', 'complete', 'device', 'receive', 'email', 'state', 'device', 'quarantine', 'complete', 'step', 'need', 'complete', 'device', 'register', 'company', 'unlock_account_email_cell', 'phone', 'user'] ['ms', 'worklist', 'since', 'left_company'] ['provide_access', 'user_id', 'network', 'folder', 'folder', 'access', 'hostname', 'kt', 'transition', 'infrastructure', 'security', 'operation', 'folder', 'access', 'hostname', 'kt', 'transition', 'infrastructure', 'security', 'operation'] ['unable', 'start', 'dell', 'stuck', 'welcome', 'screen', 'unable', 'start', 'dell'] ['erp_sid', 'ibex', 'password'] ['update', 'contact', 'number', 'ad'] ['crm', 'configuration', 'issue'] ['reset', 'erp', 'password', 'behale', 'reset_password', 'use_password_management', 'tool_password_reset'] ['sid', 'model', 'work', 'machine', 'service_tag', 'asset', 'tag', 'error', 'attach', 'need', 'produce', 'sid', 'enviroment', 'access', 'sid', 'system', 'erp', 'machine', 'service_tag', 'asset', 'tag'] ['update', 'password', 'email', 'mobile_device'] ['password_management_tool', 'password', 'password_reset', 'link'] ['get', 'error', 'try', 'run', 'ibex', 'report', 'allow', 'log', 'sid', 'something', 'run', 'no', 'issue', 'past', 'need', 'run', 'daily', 'report', 'ibex', 'report'] ['cost_center', 'change', 'start', 'expense', 'account', 'change', 'cost', 'assignment', 'expense', 'account', 'still', 'submit', 'receive_error_message', 'whenever', 'try', 'submit_expense', 'account', 'cost_center', 'company', 'block', 'direct', 'posting', 'expense', 'account', 'post'] ['browser_microcoat_internet_explorer', 'tool', 'access', 'report', 'access', 'engineering_tool'] ['screensaver', 'company_center'] ['company', 'screen_saver', 'change', 'company', 'screen_saver', 'during', 'last', 'update', 'pc', 'change', 'back', 'company', 'fix', 'company', 'screen_saver', 'get', 'change', 'company', 'screen_saver', 'change', 'company', 'screen_saver'] ['also', 'beep', 'lead', 'flash', 'chicago', 'office', 'stop', 'issue', 'vip_address'] ['helodes', 'download', 'vitalist', 'icon_desktop', 'vitalist', 'icon_desktop'] ['outlook', 'keep', 'prompt', 'password'] ['someone', 'check', 'allow', 'send', 'stop', 'via', 'need', 'possibility', 'send', 'warehouse_tool', 'approval', 'via', 'mail', 'functionality', 'work', 'past', 'important', 'finance', 'department', 'let_know', 'stop', 'need', 'know', 'able', 'send', 'stop', 'via'] ['wesley', 'tomin', 'marty', 'xeroma', 'current', 'need', 'change', 'mapping', 'mason', 'benjamin', 'mason', 'current', 'need', 'change', 'mapping', 'update', 'ae', 'lbw', 'ghana'] ['myst', 'confirm', 'change', 'tyloma', 'current', 'need', 'change', 'mapping', 'update', 'ae', 'lbw', 'ghana'] ['believe', 'user_id', 'need', 'change', 'charmer', 'confirm', 'change', 'potiche', 'troy', 'mgr', 'current', 'need', 'change', 'mapping', 'current', 'need', 'change', 'mapping', 'update', 'ae', 'lbw', 'ghana'] ['phone', 'problem', 'purchasing', 'access', 'email', 'attach', 'address', 'issue', 'contract', 'keith', 'resolve', 'able', 'open', 'purchasing'] ['lock', 'caas', 'application'] ['insert', 'option', 'work', 'excel'] ['access', 'network_drive'] ['turn', 'eligibility', 'ethic', 'user'] ['found', 'ecca', 'certificate', 'valid', 'error', 'get', 'talk', 'one', 'apis', 'ecce', 'qaf', 'build', 'hatty', 'worker', 'exception', 'error_message', 'error', 'silently', 'connect', 'org', 'wc', 'www', 'protocol', 'hatty', 'peer', 'certificate', 'reject', 'detailed', 'error_message', 'error', 'silently', 'connect', 'org', 'wc', 'www', 'protocol', 'hatty', 'peer', 'certificate', 'reject', 'web', 'service', 'input', 'paraments', 'property', 'class', 'value', 'class', 'com', 'company', 'connect', 'bb', 'io', 'customer', 'property', 'value', 'brand', 'kyd', 'division', 'language', 'marrow', 'salework', 'soldo', 'property', 'value', 'property', 'value', 'city', 'country', 'district', 'email', 'fax', 'houseboy', 'name', 'name', 'name', 'state', 'street', 'street', 'telephone', 'zincode', 'customer', 'property', 'value', 'execute', 'generic', 'exception', 'get', 'fix', 'soon', 'lot', 'ing', 'go', 'qaf', 'need', 'qaf', 'system', 'back', 'line', 'soon', 'vendor', 'also', 'demo', 'new', 'project', 'complete', 'company', 'business', 'since', 'certificate', 'issue', 'postpone', 'hence', 'treat', 'fix', 'soon_possible', 'ecce', 'qaf', 'peer', 'certificate', 'reject'] ['change', 'email_address', 'user'] ['abended_job_job_scheduler', 'bk_ghana_sid', 'idly_dp', 'abended_job_job_scheduler', 'bk_ghana_sid', 'idly_dp'] ['turn', 'eligibility', 'ethic', 'user', 'change', 'email_address', 'user', 'ethic', 'issue'] ['support', 'dm', 'issue', 'via', 'citril', 'application', 'dm', 'data', 'dm', 'import', 'work', 'try', 'upload', 'catalog', 'find', 'error', 'print', 'screen', 'attach', 'dm', 'tool', 'work', 'via', 'citril', 'system'] ['benefit', 'issue'] ['unable_login', 'skype', 'certificate', 'error'] ['xerox', 'copier', 'scan', 'email'] ['outlook', 'issue', 'crm', 'give', 'error_message'] ['outlook', 'open', 'stuck', 'screen', 'show', 'processing'] ['mobile', 'broad', 'band', 'issue'] ['alarm', 'ap', 'usa', 'training_room', 'disassociate', 'controller', 'controller', 'company', 'lc', 'timestamp', 'edit', 'device', 'usa', 'training_room', 'severity', 'critical', 'ap', 'usa', 'training_room', 'disassociate', 'controller', 'controller', 'company', 'lc'] ['reset_password', 'find', 'log', 'after', 'hour', 'time', 'period', 'reset', 'pas_word', 'wi_fi', 'reset_password', 'erp', 'production', 'erp'] ['lock', 'password_management_tool', 'password', 'change', 'many', 'attempt', 'password', 'work', 'set', 'password', 'change'] ['spoof', 'email', 'issue'] ['attempt', 'login', 'into', 'tax_interface', 'software', 'apply', 'update', 'server_hostname', 'respond', 'second', 'time', 'within', 'two', 'week', 'issue', 'server', 'advise', 'issue', 'correct', 'server_hostname', 'respond'] ['micro', 'format'] ['travel_expense', 'accounting'] ['give', 'full', 'access', 'follow', 'folder', 'hostname_team', 'finance', 'global', 'bank', 'bals', 'fy', 'file', 'hostname_team', 'finance', 'global', 'bank', 'bals', 'folder', 'access'] ['unable', 'access', 'supply_chain_software', 'recognize', 'password', 'supply_chain_software'] ['internal', 'error', 'unable', 'find', 'process', 'probe', 'process', 'fail', 'start', 'command', 'process_ex', 'error', 'insufficient', 'system', 'resource', 'exist', 'complete', 'request', 'service', 'hostname', 'memory_usage'] ['company', 'screensaver'] ['password_management_tool', 'problem', 'look', 'unlock_account', 'log', 'happens_every', 'user', 'unable', 'unlock', 'user', 'account', 'password_management_tool', 'id', 'password'] ['welcome', 'screen', 'germany', 'lobby', 'work', 'check'] ['look', 'cathryn', 'skype', 'type', 'name', 'search', 'bar', 'picture', 'show', 'thight', 'name', 'beside', 'show', 'thight', 'no_longer', 'company', 'perhaps', 'communication', 'intend', 'sent', 'thight', 'forward', 'pat', 'setting', 'incorrect', 'event', 'someone', 'look_into', 'correct', 'skype'] ['crm_dynamic', 'outlook', 'error', 'error', 'occur', 'prompt', 'item', 'dynamic_crm', 'crm_dynamic', 'outlook'] ['welcome_company', 'business_ethic_conduct', 'center_ethic_training', 'site_record_indicate', 'log_credential_use', 'access', 'site', 'company', 'collaboration_platform_match_record', 'file_within_active_directory', 'submit_ticket_global', 'support_center_ensure_network', 'log', 'id_correctly_enter', 'into', 'erp', 'new', 'employee', 'access', 'hr_tool', 'benefit', 'ethic', 'drive'] ['chat', 'disconnect'] ['password_reset', 'supply_chain_software', 'user_id', 'password_reset', 'supply_chain_software'] ['unable', 'log_into', 'supply_chain_software', 'reset_password', 'leader', 'sale', 'misc', 'supply_chain_software', 'login'] ['nobleman', 'mit', 'zombi'] ['slow', 'computer', 'check'] ['attendance_tool', 'load', 'internet_explorer', 'miss', 'adobe', 'flash_player'] ['bluetooth', 'patch'] ['reset', 'erp', 'login', 'tell', 'password', 'incorrect', 'erp', 'login'] ['problem', 'screen_saver'] ['mobile_phone', 'cigaret', 'professional', 'direct', 'dial', 'battery', 'defective', 'hold', 'no_longer', 'day', 'display', 'hardly', 'make', 'clip', 'defective', 'phone', 'defect'] ['able_login', 'account', 'must', 'wrong', 'password', 'undername', 'dan', 'welcome', 'sannop', 'vet', 'create', 'user', 'account', 'use', 'follow', 'logan', 'credential', 'dhyana_sale_gl', 'scam', 'software'] ['update', 'drive', 'graphic', 'card', 'laptop', 'dell', 'let_know', 'require', 'detail', 'driver_update'] ['need', 'access', 'run', 'ibex', 'report', 'show', 'margin', 'access', 'also', 'also', 'erp', 'business_object', 'load', 'onto', 'machine', 'however', 'work', 'get', 'follow_message', 'launcher', 'exit', 'error', 'see', 'log', 'file', 'detail', 'analysis_add', 'register', 'correctly', 'erp', 'business_object', 'analysis', 'excel', 'error_message', 'add', 'register', 'correctly'] ['know', 'password', 'erp', 'enter', 'mistrial', 'reset', 'put', 'erp', 'password', 'back'] ['ware', 'tool', 'run', 'server_hostname', 'reside', 'host_hostname', 'backup', 'job_fail', 'ware', 'tool', 'run', 'server_hostname', 'reside', 'host_hostname'] ['user_id', 'user', 'log', 'first', 'time', 'get', 'error', 'include', 'server', 'no', 'computer', 'account', 'workstation', 'trust_relationship', 'error', 'security', 'database', 'server', 'contain', 'computer', 'account', 'workstation', 'trust_relationship', 'computer', 'contact', 'new', 'employee', 'able_login', 'system'] ['firm', 'production', 'misserve_ex', 'wrong_number_instance_process', 'misserve_ex', 'expect_instance_gte_found', 'firm', 'production', 'misserve_ex', 'wrong_number_instance_process', 'misserve_ex'] ['new', 'email', 'problem'] ['gilbert', 'find', 'three', 'customer', 'include', 'sale', 'plan', 'crm', 'active', 'account', 'view', 'also', 'think', 'list', 'belong', 'attach', 'email', 'ticket', 'can_not', 'see', 'customer', 'account', 'sd_crm'] ['laptop', 'work', 'need', 'full', 'laptop', 'detail', 'dell_latitude', 'win', 'bit', 'service_tag', 'computer', 'name', 'india', 'branch', 'laptop', 'key', 'bank', 'work'] ['telephony_software', 'automate', 'status', 'update', 'user', 'activate', 'screen_saver', 'press', 'window', 'mailer', 'germany', 'warehouse', 'call', 'phone', 'ring', 'status', 'change', 'ace', 'agent', 'answer', 'automatically', 'longing', 'status', 'remain', 'ace', 'agent', 'answer', 'call', 'id', 'face', 'gap', 'occasionally', 'would', 'let_know', 'status', 'change', 'back', 'available', 'automatically', 'telephony_software', 'status', 'update'] ['distributor_tool', 'load'] ['error_message', 'ung', 'tige', 'von', 'null', 'prompt', 'step', 'von', 'revision', 'press', 'okay', 'result', 'crash', 'error', 'occur', 'first', 'time', 'cete', 'one', 'batch', 'step', 'von', 'revision', 'moment', 'batch', 'after', 'stage', 'workfellow', 'process', 'usual', 'however', 'workfellow', 'interrupt', 'batch', 'directly', 'before', 'critical', 'stage', 'process', 'happens', 'vd', 'vd', 'run', 'without', 'issue', 'bls', 'germany', 'workfellow', 'error', 'vd'] ['sell', 'account', 'extend', 'null_empty', 'division', 'happen', 'sell', 'account', 'save', 'without', 'mandatory', 'field', 'big', 'issue', 'issue', 'generate', 'fail', 'queue', 'item', 'crm', 'sd', 'investigate', 'system', 'allow', 'user', 'save', 'erp', 'crm', 'sid', 'web', 'sell', 'account', 'save', 'without', 'division'] ['unlashed', 'erp_sid', 'print', 'jcl', 'spool', 'no', 'guserid', 'plant', 'code', 'set', 'plant', 'label', 'print', 'successful', 'plant', 'code', 'set', 'plant', 'error_message', 'no', 'output', 'cp', 'work', 'plant', 'personnel', 'review', 'su', 'create', 'instead', 'ticket', 'no', 'ticket'] ['printer', 'place', 'printer', 'ups', 'lapel', 'print', 'correctly'] ['dock_station', 'work', 'dock'] ['password_reset', 'request', 'through_password_management', 'tool_password'] ['get', 'new_laptop', 'recently', 'cursor', 'jump', 'move', 'automatically', 'randomly', 'type', 'window', 'laptop', 'cursor', 'move', 'type'] ['unable_login', 'url', 'unable_login', 'impact_award', 'login', 'screen'] ['turn', 'telephony_software', 'turkey', 'between', 'local', 'time', 'due', 'meeting', 'approve', 'turn', 'telephony_software', 'turkey', 'between', 'local', 'time'] ['confix', 'air', 'server', 'run', 'into', 'internal_server', 'error_message', 'error_try_invoke', 'method_java_util_list', 'iterator_null_object_load', 'local_variable_localist', 'error', 'happens', 'model', 'mill_model', 'model', 'come', 'model', 'work', 'directly', 'business', 'impact', 'quotation', 'server', 'production', 'respond', 'internal_server_error'] ['reset', 'erp', 'password', 'sid', 'reset_password', 'erp', 'production', 'erp'] ['reset_password', 'user', 'es', 'kiosk_user', 'email', 'change', 'information', 'coater', 'whalp', 'reset_password', 'user', 'es', 'kiosk_user'] ['unable', 'sign', 'after', 'java', 'update', 'see', 'message', 'finish', 'start', 'sannop', 'process'] ['check', 'gumi', 'setting', 'sid', 'aw', 'sid', 'erp'] ['erp', 'business_client', 'password', 'block'] ['need', 'televiewer', 'full', 'version', 'vision', 'application'] ['calculation', 'claim', 'amount', 'make', 'mistake'] ['display', 'java', 'plug', 'load', 'require', 'version', 'later', 'login', 'hr_tool', 'attendance', 'system'] ['update', 'complaint', 'assign', 'status', 'employee', 'responsible', 'system', 'send', 'duplicate', 'remails', 'sale', 'employee', 'employee', 'responsible', 'erp', 'crm', 'complaint', 'assign', 'generate', 'duplicate', 'email'] ['reboot', 'patent', 'web', 'server', 'server', 'pm_et'] ['renew', 'account', 'exon', 'jacht', 'bogatyr', 'renew', 'account'] ['log', 'sid', 'system', 'warm', 'sid', 'log', 'issue'] ['vpn', 'rom', 'forward', 'vpn_connection'] ['unblock', 'new', 'company', 'device'] ['unblock', 'account', 'use', 'outlook', 'app'] ['request', 'phase', 'additional', 'va', 'customer', 'file', 'attach', 'customer', 'account', 'add', 'pick', 'day', 'supply_chain', 'customer', 'attach', 'list', 'plant_plant', 'value', 'add', 'service', 'one', 'day', 'pick', 'route', 'project'] ['review', 'recent', 'ticket_tool', 'ticket', 'let_know', 'modify', 'ethic', 'collaboration_platform', 'site'] ['kogia', 'come', 'open', 'computer', 'boot', 'boot', 'computer', 'really', 'come'] ['outlook_freeze', 'crm', 'add'] ['inquiry', 'employee', 'port'] ['etime', 'time', 'card', 'update', 'information'] ['supply_chain_software', 'account_unlock', 'password_reset'] ['login', 'ibex_analyzer', 'through', 'vpn'] ['yesterday', 'help', 'access', 'additional_information', 'insteam', 'still', 'link', 'show', 'benefit', 'search', 'nothing', 'pull', 'key', 'account', 'benefit', 'access', 'insteam'] ['hying', 'call', 'issue', 'supervisor', 'able', 'connect', 'network_drive', 'hostname', 'third', 'shift', 'per', 'two', 'work', 'another', 'hour', 'would', 'people', 'come', 'unable_connect', 'hostname'] ['business', 'decision', 'recently', 'make', 'view', 'mfg_cooption', 'customer', 'classification', 'ik', 'indirect', 'sale', 'go_forward', 'currently', 'ibex', 'system', 'classify', 'direct', 'modify', 'cust', 'grip', 'enhance', 'field', 'cust', 'sale', 'show', 'mfg_cooption', 'customer', 'classification', 'ik', 'customer', 'indirect', 'field', 'use', 'several', 'ibex', 'ghana', 'report', 'sale', 'plan', 'product_management', 'otc', 'billing', 'let_know', 'question', 'customer', 'group', 'enhance', 'field'] ['go_into', 'es', 'file', 'check', 'thing', 'td', 'screen', 'show', 'report', 'tab', 'log_into_vpn', 'assist', 'get', 'english', 'sale_engineer', 'es_portal'] ['robot', 'hostname', 'inactive'] ['fw', 'case', 'id', 'ref', 'case', 'ref', 'others'] ['remove', 'user', 'paolo', 'alto', 'quarantine', 'user', 'pc', 'replace', 'remove', 'user', 'paolo', 'alto', 'quarantine'] ['ticket', 'update', 'user'] ['pc', 'receive', 'multiple', 'window', 'security', 'update', 'earlier', 'telephony_software', 'software', 'miss', 'screen', 'ran', 'requirement', 'check', 'software', 'see', 'donet', 'instal', 'pc', 'telephony_software', 'fails', 'install', 'absence', 'donet', 'use', 'donet', 'uninstalled', 'remove', 'version', 'restart_pc', 'donet', 'still', 'fails', 'install', 'ran', 'repair', 'tool', 'see', 'pc', 'still', 'dot', 'net_instal', 'need', 'setup', 'compatible', 'version', 'donet', 'pc', 'install', 'telephony_software', 'checked', 'previous', 'case', 'ticket', 'log', 'cpl', 'contact', 'number', 'pc', 'version', 'window', 'bit', 'sop', 'exists', 'step', 'follow', 'next', 'assignment', 'america', 'pc', 'service', 'reason', 'reassignment', 'need', 'downgrade', 'dot', 'net', 'install', 'crm', 'client', 'cost_center', 'telephony_software', 'miss', 'pc'] ['browser_microcoat_internet_explorer', 'unlock', 'erp', 'account', 'user', 'name', 'bolivian', 'erp', 'account_unlock'] ['contact', 'ed', 'pastry', 'purchasing', 'check', 'status', 'time', 'try', 'view', 'cart', 'view', 'change', 'see', 'cart', 'told', 'click', 'change', 'query', 'show', 'cart', 'box', 'seem', 'reset', 'time', 'check', 'status', 'purchasing'] ['need', 'vpn', 'new_laptop', 'name', 'engineer', 'product_engineering', 'company', 'vpn', 'laptop'] ['hr_tool_etime', 'option', 'visitable'] ['another', 'two', 'account', 'need', 'add', 'copy', 'problem', 'error', 'come', 'someone', 'try', 'clear', 'open', 'item', 'account', 'incident', 'create', 'ticket', 'erp', 'fi', 'ob', 'two', 'account', 'add'] ['tablet', 'need', 'reimaged', 'due', 'multiple', 'issue', 'crm', 'wifi'] ['receive_remails', 'sent', 'mail', 'advise', 'remails', 'come', 'mail'] ['telephony_software', 'issue'] ['vip', 'window', 'password_reset'] ['unable', 'access', 'machine', 'utility', 'finish', 'drawer', 'adjustment', 'setting', 'no', 'network', 'machine', 'work'] ['various', 'open', 'multiple', 'pic', 'canc', 'area', 'various', 'open', 'multiple', 'pic']\""
      ]
     },
     "execution_count": 97,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wordclouds_trigram=' '.join(map(str, data_words_trigrams))\n",
    "wordclouds_trigram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 575
    },
    "id": "5VBCaMNdLICn",
    "outputId": "b8b907a0-f99c-479e-afd8-0fa6a2bae5f3"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wordcloud_tri = WordCloud(width=480, height=480, max_font_size=20, min_font_size=10, ranks_only=True,random_state=123).generate(wordclouds_trigram)\n",
    "plt.figure(figsize=(20,10))\n",
    "plt.imshow(wordcloud_tri, interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.margins(x=0, y=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NJTyot05Xdn6"
   },
   "source": [
    "## Using Supervised Learning on 'Group' of given problem statement to ascertain accuracy performance "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "mUq01kM6nwDD"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "import os\n",
    "from os import system\n",
    "warnings.filterwarnings('ignore')\n",
    "import glob\n",
    "\n",
    "from IPython.display import Image  \n",
    "import seaborn as sns\n",
    "from scipy.stats import zscore\n",
    "from scipy import stats\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Supervised ML models\n",
    "from sklearn.linear_model import LogisticRegression, SGDClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC, LinearSVC\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import BaggingClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "import xgboost as xgb\n",
    "from xgboost.sklearn import XGBClassifier\n",
    "\n",
    "#Pipeline, Cross valdiation and Parameter tuning\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "\n",
    "#Evaluation metrics\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import classification_report, confusion_matrix, f1_score, cohen_kappa_score, log_loss\n",
    "from sklearn.metrics import auc, accuracy_score, precision_recall_curve, roc_curve\n",
    "\n",
    "from pprint import pprint\n",
    "\n",
    "#Used to convert text into vectors\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer, TfidfTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "9bDRJRxJpdgE"
   },
   "outputs": [],
   "source": [
    "#Convert the assignment group into new categorical column \n",
    "new_df['target_label'] = new_df['Group'].astype('category').cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "HP17bsQTqJBG",
    "outputId": "3f07fa75-a806-404b-f90e-28bdb0128ca4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original group variable value count: 73, new target label value count: 73\n"
     ]
    }
   ],
   "source": [
    "#check the old and the new group\n",
    "print(\"original group variable value count: {}, new target label value count: {}\".format(len(new_df.Group.value_counts()), len(new_df.target_label.value_counts())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 191
    },
    "id": "n61queeE_F82",
    "outputId": "9ec5fac6-51a5-49f4-dc9e-44a19cd7cc82"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Group</th>\n",
       "      <th>CD_Lem_token_combined</th>\n",
       "      <th>words</th>\n",
       "      <th>target_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>verify user detail employee name checked user ...</td>\n",
       "      <td>[verify, user, detail_employee, name_checked, ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>meeting skype meeting appear outlook calendar ...</td>\n",
       "      <td>[meeting, skype_meeting, appear, outlook, cale...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>can not log vpn log vpn</td>\n",
       "      <td>[can_not, log, vpn, log, vpn]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>unable access hr tool page</td>\n",
       "      <td>[unable, access, hr_tool, page]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>GRP_0</td>\n",
       "      <td>skype error</td>\n",
       "      <td>[skype, error]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Group  ... target_label\n",
       "0  GRP_0  ...            0\n",
       "1  GRP_0  ...            0\n",
       "2  GRP_0  ...            0\n",
       "3  GRP_0  ...            0\n",
       "4  GRP_0  ...            0\n",
       "\n",
       "[5 rows x 4 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "sYuV5fBerfU1"
   },
   "outputs": [],
   "source": [
    "# Create Train and Test data \n",
    "def create_train_test_data(input_data, target, split):\n",
    "  x_train, x_test, y_train, y_test = train_test_split(input_data, \n",
    "                                                      target, \n",
    "                                                      test_size=split, \n",
    "                                                      random_state=13)\n",
    "  return x_train, x_test, y_train, y_test\n",
    "\n",
    "x_train, x_test, y_train, y_test = create_train_test_data(new_df.CD_Lem_token_combined,new_df.target_label, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "vSwotcBvW2M1"
   },
   "outputs": [],
   "source": [
    "def train_test(model, x_train, x_test, y_train, y_test):\n",
    "  \n",
    "  tfidf_vectorizer = TfidfVectorizer()\n",
    "  x_train = tfidf_vectorizer.fit_transform(x_train)\n",
    "  x_test = tfidf_vectorizer.transform(x_test)\n",
    "  print(\"\\nconverted the input data into vector form\\n\") \n",
    "  \n",
    "  model.fit(x_train, y_train)\n",
    "  y_pred = model.predict(x_test)\n",
    "  y_train_pred = model.predict(x_train)\n",
    "\n",
    "  print('Classifier:', model)\n",
    "  print('-'*100)\n",
    "  print('Training accuracy: %.2f%%' % (accuracy_score(y_train,y_train_pred) * 100))\n",
    "  print('Testing accuracy: %.2f%%' % (accuracy_score(y_test, y_pred) * 100))\n",
    "  print('-'*100)\n",
    "  f1 = round(f1_score(y_pred, y_test,average='weighted'), 2)\n",
    "  print('f1 score: %.2f%%' % (f1* 100))\n",
    "  print('-'*100)\n",
    "  cohen_kappa = round(cohen_kappa_score(y_test, y_pred), 2)\n",
    "  print('cohen_kappa score: %.2f%%' % (cohen_kappa * 100))\n",
    "  print('-'*100)\n",
    "  cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=2, random_state=23)\n",
    "  # evaluate model\n",
    "  cv_f1 = round(np.mean(cross_val_score(model, x_train, y_train, scoring='f1_weighted', cv=cv, n_jobs=-1)), 2)\n",
    "  print('cv_f1 score: %.2f%%' %(cv_f1 * 100))\n",
    "  print('-'*100)\n",
    "  print('Confusion matrix:\\n %s' % (confusion_matrix(y_test, y_pred)))\n",
    "  print('-'*100)\n",
    "  print('Classification report:\\n %s' % (classification_report(y_test, y_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "hSfTrdtVvAWy"
   },
   "outputs": [],
   "source": [
    "# take the model, and data as inputs and print the accuracy scores\n",
    "\n",
    "def fit_predict_report(model, x_train, y_train, x_test, y_test):  \n",
    "        \n",
    "    model.fit(x_train, y_train)   # fit the model with the training data\n",
    "\n",
    "    y_pred = model.predict(x_test)  # make predictions on the test set\n",
    "\n",
    "        # compute accuracy score for test set upto 2 decimals\n",
    "\n",
    "    train_accuracy = round(model.score(x_train, y_train), 2)\n",
    "    test_accuracy = round(model.score(x_test, y_test), 2)   \n",
    "    f1 = round(f1_score(y_pred, y_test,average='weighted'), 2)\n",
    "    cohen_kappa = round(cohen_kappa_score(y_test, y_pred), 2)\n",
    "\n",
    "    cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=2, random_state=23)\n",
    "    # evaluate model\n",
    "    cv_f1 = round(np.mean(cross_val_score(model, x_train, y_train, scoring='f1_weighted', cv=cv, n_jobs=-1)),2)\n",
    "\n",
    "   \n",
    "    return train_accuracy, test_accuracy, f1, y_pred, cohen_kappa, cv_f1, model\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "RgW1dTJDXMr9"
   },
   "outputs": [],
   "source": [
    "def supervised_models(x_train, y_train, x_test, y_test):\n",
    "\n",
    "    print(\"x_train : {}, y_train : {}, x_test : {}, y_test : {}\\n\".format(x_train.shape, y_train.shape, x_test.shape, y_test.shape))\n",
    "            \n",
    "    sgd = SGDClassifier(loss='modified_huber', penalty='elasticnet', class_weight='balanced', n_jobs=-1, random_state=13)\n",
    "    sgd_train_accuracy, sgd_test_accuracy, sgd_f1, sgd_pred, sgd_ck, sgd_cv_f1, sgd_model = fit_predict_report(sgd, x_train, y_train, x_test, y_test)\n",
    "    print(\"Stochastic Gradient Descent Classifier executed\\n\")\n",
    "\n",
    "       \n",
    "    mnb = MultinomialNB()\n",
    "    mnb_train_accuracy, mnb_test_accuracy, mnb_f1, mnb_pred, mnb_ck, mnb_cv_f1, mnb_model = fit_predict_report(mnb, x_train, y_train, x_test, y_test )\n",
    "    print(\"Multinomial Naive Bayes Classifier executed\\n\")\n",
    "\n",
    "    rfc = RandomForestClassifier(n_estimators=100, class_weight='balanced', n_jobs=-1, random_state=13)\n",
    "    rfc_train_accuracy, rfc_test_accuracy, rfc_f1, rfc_y_pred, rfc_ck, rfc_cv_f1, rfc_model = fit_predict_report(rfc, x_train, y_train, x_test, y_test)\n",
    "    print(\"Random Forest Classifier executed\\n\")\n",
    "\n",
    "    linearSVC = LinearSVC(class_weight='balanced', random_state=13)\n",
    "    lsvc_train_accuracy, lsvc_test_accuracy, lsvc_f1, lsvc_y_pred, lsvc_ck, lsvc_cv_f1, lsvc_model = fit_predict_report(linearSVC, x_train, y_train, x_test, y_test)\n",
    "    print(\"Linear SVC executed\\n\")\n",
    "\n",
    "    rbf_svc = SVC(class_weight='balanced', gamma='scale', random_state=13)\n",
    "    rbf_svc_train_accuracy, rbf_svc_test_accuracy, rbf_svc_f1, rbf_svc_y_pred, rbf_svc_ck, rbf_svc_cv_f1, rbf_svc_model = fit_predict_report(rbf_svc, x_train, y_train, x_test, y_test)\n",
    "    print(\"RBF SVC executed\\n\")\n",
    "\n",
    "    knn = KNeighborsClassifier(weights='distance', n_jobs=-1)\n",
    "    knn_train_accuracy, knn_test_accuracy, knn_f1, knn_y_pred, knn_ck, knn_cv_f1, knn_model = fit_predict_report(knn, x_train, y_train, x_test, y_test)\n",
    "    print(\"KNN classifier executed\\n\")\n",
    "    \n",
    "    xgb = XGBClassifier(subsample=0.5, random_state = 13)\n",
    "    xgb_train_accuracy, xgb_test_accuracy, xgb_f1, xgb_y_pred, xgb_ck, xgb_cv_f1, xgb_model  = fit_predict_report(xgb, x_train, y_train, x_test, y_test)\n",
    "    print(\"XGBoost Classifier executed\\n\")\n",
    "\n",
    "    print(\"Training accuracy, Test Accuracy, F1 score, Cohen Kappa score, Cross_Val_F1 score for the model\\n\")\n",
    "\n",
    "    result = pd.DataFrame({'Model' : ['SGD_Clf', 'MNB_Clf', 'RFC_Clf', 'linear_SVC', 'RBF_SVC', 'KNN', 'XGB_Clf'],\n",
    "                          'Train_Acc': [  sgd_train_accuracy , mnb_train_accuracy, rfc_train_accuracy, lsvc_train_accuracy, rbf_svc_train_accuracy, knn_train_accuracy, xgb_train_accuracy ],\n",
    "                          'Test_Acc': [  sgd_test_accuracy ,  mnb_test_accuracy, rfc_test_accuracy, lsvc_test_accuracy, rbf_svc_test_accuracy, knn_test_accuracy, xgb_test_accuracy ],\n",
    "                          'F1_Score': [sgd_f1, mnb_f1, rfc_f1, lsvc_f1, rbf_svc_f1, knn_f1, xgb_f1 ],\n",
    "                          'Cohen_Kappa': [sgd_ck, mnb_ck, rfc_ck, lsvc_ck, rbf_svc_ck, knn_ck, xgb_ck ],\n",
    "                          'CV_F1': [sgd_cv_f1, mnb_cv_f1,rfc_cv_f1, lsvc_cv_f1,rbf_svc_cv_f1 , knn_cv_f1, xgb_cv_f1 ]})\n",
    "    \n",
    "    print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "qNt9y6roXYEk"
   },
   "outputs": [],
   "source": [
    "def print_classification_score(model, x_train, y_train, x_test, y_test):\n",
    "\n",
    "  #create classification pipeline\n",
    "\n",
    "  text_clf = Pipeline([('tfidf', TfidfVectorizer()),('clf', model)])\n",
    "      \n",
    "  text_clf.fit(x_train, y_train)\n",
    "  y_pred = text_clf.predict(x_test)\n",
    "  print(\"x_test_shape\",x_test.shape,\"x_train_shape\\n\",x_train.shape )\n",
    "  y_train_pred = text_clf.predict(x_train)\n",
    "\n",
    "  #print the metrics\n",
    "  print('Cohen kappa score:\\n %s' % (cohen_kappa_score(y_test, y_pred)))\n",
    "  print('-'*100)\n",
    "\n",
    "  print('Training accuracy: %.3f%%' % (accuracy_score(y_train,y_train_pred) * 100))\n",
    "  print('-'*100)\n",
    "  print('Testing accuracy: %.3f%%' % (accuracy_score(y_test, y_pred) * 100))\n",
    "  print('-'*100)\n",
    "  print('cohen_kappa score: %0.3f%%' % (cohen_kappa_score(y_test, y_pred)*100))\n",
    "  print('-'*100)\n",
    "  cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=2, random_state=23)\n",
    "    # evaluate model\n",
    "  cv_f1 = np.mean(cross_val_score(text_clf, x_train, y_train, scoring='f1_weighted', cv=cv, n_jobs=-1))\n",
    "  print(\"cross validation f1 weighted score: {}\".format(cv_f1))\n",
    "  print('-'*100)\n",
    "\n",
    "  print('Confusion matrix:\\n %s' % (confusion_matrix(y_test, y_pred)))\n",
    "  print('-'*100)\n",
    "  print('Classification report:\\n')\n",
    "\n",
    "  report = classification_report(y_test, y_pred, output_dict=True)\n",
    "  df_report = pd.DataFrame(report).transpose()\n",
    "\n",
    "  \n",
    "  df_report.to_csv('Classification report.csv')\n",
    "  \n",
    "\n",
    "  return df_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "wO8vkj_7wF_j"
   },
   "outputs": [],
   "source": [
    "def run_supervised_ml_models(vectorizer, x_train, y_train, x_test, y_test):\n",
    "  x_train_tfidf = vectorizer.fit_transform(x_train)\n",
    "  x_test_tfidf = vectorizer.transform(x_test)\n",
    "  print(\"\\nconverted the input data into vector form\\n\")\n",
    "\n",
    "  supervised_models(x_train_tfidf, y_train, x_test_tfidf, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "3Tl0fTcFXjaC"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "AeHF5VdrXkMw",
    "outputId": "b3ff5f43-c7bb-4c8a-f27d-c14402a0dfcb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3 µs, sys: 0 ns, total: 3 µs\n",
      "Wall time: 7.39 µs\n",
      "\n",
      "converted the input data into vector form\n",
      "\n",
      "x_train : (5179, 5261), y_train : (5179,), x_test : (1295, 5261), y_test : (1295,)\n",
      "\n",
      "Stochastic Gradient Descent Classifier executed\n",
      "\n",
      "Multinomial Naive Bayes Classifier executed\n",
      "\n",
      "Random Forest Classifier executed\n",
      "\n",
      "Linear SVC executed\n",
      "\n",
      "RBF SVC executed\n",
      "\n",
      "KNN classifier executed\n",
      "\n",
      "XGBoost Classifier executed\n",
      "\n",
      "Training accuracy, Test Accuracy, F1 score, Cohen Kappa score, Cross_Val_F1 score for the model\n",
      "\n",
      "        Model  Train_Acc  Test_Acc  F1_Score  Cohen_Kappa  CV_F1\n",
      "0     SGD_Clf       0.89      0.57      0.56         0.47   0.57\n",
      "1     MNB_Clf       0.52      0.50      0.65         0.13   0.36\n",
      "2     RFC_Clf       1.00      0.59      0.67         0.35   0.50\n",
      "3  linear_SVC       0.86      0.53      0.50         0.44   0.56\n",
      "4     RBF_SVC       0.74      0.48      0.46         0.38   0.50\n",
      "5         KNN       1.00      0.60      0.66         0.40   0.53\n",
      "6     XGB_Clf       0.74      0.58      0.65         0.37   0.53\n"
     ]
    }
   ],
   "source": [
    "%time\n",
    "tfidf_vectorizer = TfidfVectorizer()\n",
    "run_supervised_ml_models(tfidf_vectorizer, x_train, y_train, x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 867
    },
    "id": "E4Wa0YkHXxKT",
    "outputId": "ad40a1dc-e457-439d-a02a-6005569b3d20"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_test_shape (1295,) x_train_shape\n",
      " (5179,)\n",
      "Cohen kappa score:\n",
      " 0.46702796703385707\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Training accuracy: 89.342%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Testing accuracy: 56.834%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "cohen_kappa score: 46.703%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "cross validation f1 weighted score: 0.5681838604983019\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Confusion matrix:\n",
      " [[407   0   4 ...   3   0   2]\n",
      " [  1   0   0 ...   0   0   0]\n",
      " [  3   0   6 ...   0   0   0]\n",
      " ...\n",
      " [  3   0   0 ...   7   0   0]\n",
      " [  1   0   0 ...   0  44   1]\n",
      " [  3   0   0 ...   0   0   8]]\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Classification report:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>f1-score</th>\n",
       "      <th>support</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.814000</td>\n",
       "      <td>0.689831</td>\n",
       "      <td>0.746789</td>\n",
       "      <td>590.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.324324</td>\n",
       "      <td>15.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>6.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.397059</td>\n",
       "      <td>0.540000</td>\n",
       "      <td>0.457627</td>\n",
       "      <td>50.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.830189</td>\n",
       "      <td>0.771930</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>57.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0.421053</td>\n",
       "      <td>0.470588</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>17.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accuracy</th>\n",
       "      <td>0.568340</td>\n",
       "      <td>0.568340</td>\n",
       "      <td>0.568340</td>\n",
       "      <td>0.56834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>macro avg</th>\n",
       "      <td>0.345219</td>\n",
       "      <td>0.317591</td>\n",
       "      <td>0.314335</td>\n",
       "      <td>1295.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weighted avg</th>\n",
       "      <td>0.604956</td>\n",
       "      <td>0.568340</td>\n",
       "      <td>0.575681</td>\n",
       "      <td>1295.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>61 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              precision    recall  f1-score     support\n",
       "0              0.814000  0.689831  0.746789   590.00000\n",
       "1              0.000000  0.000000  0.000000     1.00000\n",
       "2              0.272727  0.400000  0.324324    15.00000\n",
       "3              0.250000  0.166667  0.200000     6.00000\n",
       "4              0.397059  0.540000  0.457627    50.00000\n",
       "...                 ...       ...       ...         ...\n",
       "71             0.830189  0.771930  0.800000    57.00000\n",
       "72             0.421053  0.470588  0.444444    17.00000\n",
       "accuracy       0.568340  0.568340  0.568340     0.56834\n",
       "macro avg      0.345219  0.317591  0.314335  1295.00000\n",
       "weighted avg   0.604956  0.568340  0.575681  1295.00000\n",
       "\n",
       "[61 rows x 4 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Models that can be checked: MultinomialNB(), XGBClassifier(random_state = 13), SVC(random_state = 13)\n",
    "print_classification_score(SGDClassifier(loss='modified_huber', penalty='elasticnet', class_weight='balanced', n_jobs=-1, random_state=13), x_train, y_train, x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GYRyr8pug4r0"
   },
   "outputs": [],
   "source": [
    "# Sequential Modeling\n",
    "import tensorflow\n",
    "from keras.models import Sequential, Model\n",
    "from keras.layers.merge import Concatenate\n",
    "from keras.layers import Input, Dropout, Flatten, Dense, Embedding, LSTM, GRU, Bidirectional\n",
    "from keras.layers import BatchNormalization, TimeDistributed, Conv1D, MaxPooling1D\n",
    "from keras.constraints import max_norm, unit_norm\n",
    "from keras.preprocessing.text import Tokenizer as Keras_Tokenizer\n",
    "from keras.preprocessing.text import text_to_word_sequence\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "from keras.callbacks import EarlyStopping, ModelCheckpoint\n",
    "from tensorflow.keras.utils import plot_model\n",
    "\n",
    "# Models\n",
    "\n",
    "from tensorflow.keras.layers import Dense, LSTM, Embedding, Dropout, Flatten, Bidirectional\n",
    "from tensorflow.keras.callbacks import TensorBoard\n",
    "from tensorflow.keras.models import Model, Sequential\n",
    "from tensorflow.keras.initializers import Constant\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "8canISq4YLWB",
    "outputId": "a8935afb-4084-4037-9147-873e37229ad4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%percentage of sentence that are <=100 words long : 98.79518072289156\n"
     ]
    }
   ],
   "source": [
    "print(\"%percentage of sentence that are <=100 words long : {}\".format((len(df[df['tokencount']<=100])/df.shape[0])*100))\n",
    "\n",
    "#~99% of the sentences are <=100 so keeping the sentence length embedding to 100.\n",
    "max_sent_length = 100\n",
    "num_words = len(new_df.CD_Lem_token_combined.values.tolist())\n",
    "Full_summary=df.CD_Lem_token_combined.values.tolist()\n",
    "embedding_vector_size = 50\n",
    "\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True, min_len=1))  # deacc=True removes punctuations. Ignoring records with token count < 2\n",
    "\n",
    "def convert_input_data_labels(df_x, df_y):\n",
    "  tokenizer = Keras_Tokenizer(num_words=num_words,lower=True,split=' ', char_level=False)\n",
    "  tokenizer.fit_on_texts(df_x)\n",
    "  text2seq = tokenizer.texts_to_sequences(df_x)\n",
    "  dict_vocab = tokenizer.word_index\n",
    "  x = pad_sequences(text2seq, maxlen=max_sent_length, padding=\"post\", truncating=\"post\")\n",
    "  y = np.asarray(df_y)\n",
    "  print(\"size of vocab : {}, shape of input_data: {} and label :{}\".format(len(dict_vocab), x.shape, y.shape))\n",
    "  return x, y, dict_vocab\n",
    "\n",
    "def create_embedding_matrix(dict_vocab, embeddings, model):\n",
    "  word_not_found = []\n",
    "  for word, idx in dict_vocab.items():  \n",
    "    try: \n",
    "      embeddings[idx] = model[word]\n",
    "    except:\n",
    "      word_not_found.append(word)\n",
    "      print(\"words not found in embedding_model : {}\".format(word_not_found))\n",
    "  return  embeddings\n",
    "  \n",
    "\n",
    "def get_word_embedding(embed_model, sentences, vect_size, dict_vocab,):\n",
    "  # create the embedding matrix of size = length of vocabulary x vector size, and initialize it with all 0s\n",
    "  embeddings = np.zeros((len(dict_vocab)+1, vect_size))\n",
    "  #embeddings = np.zeros((num_words, 50))\n",
    "\n",
    "  if (embed_model == \"word2vec\"):\n",
    "    word2vec_model = gensim.models.word2vec.Word2Vec(sentences=data_words, size=vect_size,   \n",
    "            window=5, min_count=1, sg=0, iter=30)\n",
    "    ## update the row with vector\n",
    "    print('-'*100)\n",
    "    print(\"generating word2vec embeddings\")\n",
    "    print('-'*100)\n",
    "    embeddings = create_embedding_matrix(dict_vocab, embeddings, word2vec_model)\n",
    "  elif (embed_model == \"fasttext\"):\n",
    "    fasttext_model = gensim.models.fasttext.FastText(sentences=data_words, size=vect_size,   \n",
    "            window=5, min_count=1, sg=0, iter=30)\n",
    "    print('-'*100)\n",
    "    print(\"generating fasttext embeddings\")\n",
    "    print('-'*100)\n",
    "    embeddings = create_embedding_matrix(dict_vocab, embeddings, fasttext_model)\n",
    "\n",
    "  print(\"Number of unique words in embedding: {}, shape of each embedding: {}\".format(embeddings.shape[0], embeddings.shape[1]))\n",
    "  return embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BpmFOOV2YTDd",
    "outputId": "b2ccaa85-51d1-44f9-b597-53d19c795800"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "size of vocab : 5717, shape of input_data: (6474, 100) and label :(6474,)\n",
      "dict_items([('no', 1), ('erp', 2), ('password', 3), ('user', 4), ('tool', 5), ('access', 6), ('issue', 7), ('work', 8), ('company', 9), ('error', 10), ('need', 11), ('unable', 12), ('ticket', 13), ('sid', 14), ('site', 15), ('reset', 16), ('system', 17), ('get', 18), ('circuit', 19), ('power', 20), ('network', 21), ('account', 22), ('outlook', 23), ('hostname', 24), ('id', 25), ('message', 26), ('vendor', 27), ('email', 28), ('use', 29), ('login', 30), ('change', 31), ('problem', 32), ('backup', 33), ('see', 34), ('printer', 35), ('telecomm', 36), ('server', 37), ('phone', 38), ('event', 39), ('log', 40), ('start', 41), ('outage', 42), ('order', 43), ('job', 44), ('time', 45), ('connect', 46), ('new', 47), ('vpn', 48), ('type', 49), ('engineering', 50), ('crm', 51), ('able', 52), ('open', 53), ('mail', 54), ('usa', 55), ('contact', 56), ('pc', 57), ('call', 58), ('update', 59), ('et', 60), ('plant', 61), ('file', 62), ('create', 63), ('can', 64), ('not', 65), ('skype', 66), ('since', 67), ('check', 68), ('schedule', 69), ('computer', 70), ('device', 71), ('attach', 72), ('notify', 73), ('data', 74), ('name', 75), ('inside', 76), ('report', 77), ('connection', 78), ('show', 79), ('maintenance', 80), ('request', 81), ('receive', 82), ('try', 83), ('information', 84), ('software', 85), ('isp', 86), ('provider', 87), ('cert', 88), ('maint', 89), ('lock', 90), ('print', 91), ('collaboration', 92), ('platform', 93), ('window', 94), ('sale', 95), ('x', 96), ('add', 97), ('into', 98), ('production', 99), ('internet', 100), ('screen', 101), ('laptop', 102), ('microdont', 103), ('application', 104), ('customer', 105), ('number', 106), ('warehouse', 107), ('cp', 108), ('after', 109), ('group', 110), ('com', 111), ('u', 112), ('version', 113), ('follow', 114), ('delivery', 115), ('global', 116), ('go', 117), ('also', 118), ('germany', 119), ('run', 120), ('remote', 121), ('pm', 122), ('asa', 123), ('business', 124), ('fail', 125), ('active', 126), ('detail', 127), ('explorer', 128), ('resolve', 129), ('available', 130), ('management', 131), ('enter', 132), ('one', 133), ('office', 134), ('via', 135), ('browser', 136), ('host', 137), ('address', 138), ('service', 139), ('folder', 140), ('provide', 141), ('block', 142), ('deny', 143), ('employee', 144), ('client', 145), ('document', 146), ('code', 147), ('set', 148), ('unlock', 149), ('verify', 150), ('gsc', 151), ('require', 152), ('agent', 153), ('drive', 154), ('source', 155), ('sw', 156), ('additional', 157), ('would', 158), ('eu', 159), ('alert', 160), ('back', 161), ('know', 162), ('top', 163), ('link', 164), ('srac', 165), ('dust', 166), ('scheduler', 167), ('dial', 168), ('status', 169), ('space', 170), ('possible', 171), ('note', 172), ('view', 173), ('specify', 174), ('hr', 175), ('process', 176), ('complete', 177), ('location', 178), ('portal', 179), ('equipment', 180), ('list', 181), ('port', 182), ('center', 183), ('acle', 184), ('telephony', 185), ('remails', 186), ('install', 187), ('diagnostics', 188), ('make', 189), ('outside', 190), ('still', 191), ('day', 192), ('interface', 193), ('slow', 194), ('delete', 195), ('look', 196), ('m', 197), ('page', 198), ('like', 199), ('item', 200), ('material', 201), ('reporting', 202), ('fix', 203), ('advise', 204), ('confirm', 205), ('through', 206), ('today', 207), ('load', 208), ('printing', 209), ('attachment', 210), ('come', 211), ('incident', 212), ('send', 213), ('support', 214), ('destination', 215), ('due', 216), ('let', 217), ('machine', 218), ('security', 219), ('take', 220), ('ethic', 221), ('priority', 222), ('app', 223), ('assign', 224), ('find', 225), ('kindly', 226), ('miss', 227), ('excel', 228), ('date', 229), ('mobile', 230), ('internal', 231), ('per', 232), ('driver', 233), ('give', 234), ('notification', 235), ('meeting', 236), ('correct', 237), ('mini', 238), ('transaction', 239), ('want', 240), ('old', 241), ('display', 242), ('ap', 243), ('say', 244), ('apac', 245), ('monitor', 246), ('india', 247), ('found', 248), ('save', 249), ('pol', 250), ('sign', 251), ('full', 252), ('label', 253), ('sent', 254), ('wrong', 255), ('mm', 256), ('expense', 257), ('download', 258), ('disk', 259), ('instal', 260), ('post', 261), ('model', 262), ('hetty', 263), ('handle', 264), ('search', 265), ('field', 266), ('appear', 267), ('click', 268), ('exec', 269), ('ask', 270), ('ad', 271), ('product', 272), ('line', 273), ('scan', 274), ('restart', 275), ('logion', 276), ('many', 277), ('two', 278), ('high', 279), ('count', 280), ('submit', 281), ('dell', 282), ('wifi', 283), ('automatically', 284), ('longer', 285), ('f', 286), ('traffic', 287), ('question', 288), ('option', 289), ('approve', 290), ('action', 291), ('generate', 292), ('installation', 293), ('vip', 294), ('switch', 295), ('multiple', 296), ('share', 297), ('po', 298), ('last', 299), ('select', 300), ('keep', 301), ('impact', 302), ('local', 303), ('week', 304), ('even', 305), ('return', 306), ('distributor', 307), ('volume', 308), ('result', 309), ('opening', 310), ('stop', 311), ('before', 312), ('review', 313), ('purchasing', 314), ('form', 315), ('web', 316), ('seem', 317), ('shot', 318), ('checked', 319), ('consume', 320), ('external', 321), ('price', 322), ('related', 323), ('stock', 324), ('supply', 325), ('fine', 326), ('hanap', 327), ('total', 328), ('net', 329), ('query', 330), ('language', 331), ('iphone', 332), ('remove', 333), ('respond', 334), ('another', 335), ('c', 336), ('person', 337), ('training', 338), ('close', 339), ('default', 340), ('audio', 341), ('cap', 342), ('setup', 343), ('attempt', 344), ('finance', 345), ('quote', 346), ('response', 347), ('good', 348), ('hub', 349), ('distribution', 350), ('copy', 351), ('certificate', 352), ('warn', 353), ('home', 354), ('es', 355), ('assist', 356), ('every', 357), ('hp', 358), ('move', 359), ('domain', 360), ('pdf', 361), ('pilm', 362), ('ex', 363), ('failure', 364), ('defective', 365), ('example', 366), ('during', 367), ('dn', 368), ('allow', 369), ('cost', 370), ('correctly', 371), ('stob', 372), ('ie', 373), ('right', 374), ('function', 375), ('cid', 376), ('yesterday', 377), ('website', 378), ('televiewer', 379), ('several', 380), ('netweaver', 381), ('database', 382), ('dp', 383), ('hard', 384), ('without', 385), ('currently', 386), ('analysis', 387), ('desktop', 388), ('next', 389), ('herp', 390), ('obj', 391), ('thank', 392), ('lean', 393), ('department', 394), ('end', 395), ('content', 396), ('transfer', 397), ('project', 398), ('turn', 399), ('ship', 400), ('rule', 401), ('abended', 402), ('indicate', 403), ('well', 404), ('tax', 405), ('da', 406), ('happen', 407), ('refer', 408), ('upgrade', 409), ('activity', 410), ('reference', 411), ('sinkhole', 412), ('value', 413), ('java', 414), ('obex', 415), ('output', 416), ('approval', 417), ('interaction', 418), ('sr', 419), ('south', 420), ('america', 421), ('solve', 422), ('medium', 423), ('expire', 424), ('plan', 425), ('condition', 426), ('hour', 427), ('wireless', 428), ('setting', 429), ('drawing', 430), ('sync', 431), ('sd', 432), ('case', 433), ('restore', 434), ('prompt', 435), ('cause', 436), ('partner', 437), ('someone', 438), ('area', 439), ('include', 440), ('caller', 441), ('reason', 442), ('pl', 443), ('record', 444), ('description', 445), ('forward', 446), ('primary', 447), ('control', 448), ('floor', 449), ('processing', 450), ('fe', 451), ('renew', 452), ('occurrence', 453), ('investigate', 454), ('e', 455), ('ping', 456), ('ic', 457), ('extend', 458), ('free', 459), ('explicit', 460), ('release', 461), ('reach', 462), ('co', 463), ('exchange', 464), ('current', 465), ('sure', 466), ('daily', 467), ('lan', 468), ('directory', 469), ('license', 470), ('engineer', 471), ('admin', 472), ('do', 473), ('read', 474), ('duration', 475), ('inspector', 476), ('incorrect', 477), ('immediately', 478), ('guest', 479), ('workfellow', 480), ('communication', 481), ('packet', 482), ('procedure', 483), ('correlation', 484), ('either', 485), ('entry', 486), ('tab', 487), ('personal', 488), ('recipient', 489), ('outbound', 490), ('dynamic', 491), ('disconnect', 492), ('de', 493), ('write', 494), ('word', 495), ('repeat', 496), ('determine', 497), ('sound', 498), ('chain', 499), ('assignment', 500), ('join', 501), ('billing', 502), ('shop', 503), ('calendar', 504), ('replace', 505), ('lose', 506), ('profile', 507), ('authorize', 508), ('sender', 509), ('org', 510), ('box', 511), ('welcome', 512), ('locate', 513), ('operation', 514), ('batch', 515), ('launch', 516), ('people', 517), ('button', 518), ('blank', 519), ('different', 520), ('however', 521), ('supervisor', 522), ('inbound', 523), ('discount', 524), ('room', 525), ('reboot', 526), ('israel', 527), ('lease', 528), ('ascii', 529), ('hex', 530), ('threshold', 531), ('attendance', 532), ('colleague', 533), ('configure', 534), ('credential', 535), ('edit', 536), ('desk', 537), ('bit', 538), ('cpd', 539), ('eth', 540), ('relay', 541), ('permission', 542), ('prod', 543), ('www', 544), ('within', 545), ('step', 546), ('face', 547), ('nothing', 548), ('eve', 549), ('activation', 550), ('always', 551), ('shipping', 552), ('blue', 553), ('enable', 554), ('between', 555), ('pr', 556), ('future', 557), ('exist', 558), ('bank', 559), ('sample', 560), ('unlocked', 561), ('object', 562), ('director', 563), ('ka', 564), ('state', 565), ('detect', 566), ('team', 567), ('balance', 568), ('mailbox', 569), ('minute', 570), ('repair', 571), ('must', 572), ('purpose', 573), ('android', 574), ('card', 575), ('pic', 576), ('confirmation', 577), ('station', 578), ('boot', 579), ('pop', 580), ('operator', 581), ('win', 582), ('battery', 583), ('deployment', 584), ('soc', 585), ('upload', 586), ('part', 587), ('mention', 588), ('tel', 589), ('shipment', 590), ('scanner', 591), ('pricing', 592), ('concern', 593), ('image', 594), ('configuration', 595), ('something', 596), ('anymore', 597), ('contain', 598), ('pull', 599), ('long', 600), ('soon', 601), ('flag', 602), ('non', 603), ('regard', 604), ('draw', 605), ('accept', 606), ('base', 607), ('manually', 608), ('occur', 609), ('describe', 610), ('notice', 611), ('directly', 612), ('gib', 613), ('cv', 614), ('pick', 615), ('basis', 616), ('etime', 617), ('quality', 618), ('ok', 619), ('tracker', 620), ('bow', 621), ('english', 622), ('key', 623), ('german', 624), ('recently', 625), ('delegate', 626), ('instance', 627), ('dc', 628), ('average', 629), ('escalation', 630), ('critical', 631), ('cc', 632), ('inc', 633), ('cancel', 634), ('way', 635), ('law', 636), ('disclosure', 637), ('master', 638), ('rerouted', 639), ('conversation', 640), ('task', 641), ('reinstall', 642), ('orth', 643), ('plug', 644), ('technical', 645), ('place', 646), ('mit', 647), ('gr', 648), ('sele', 649), ('protocol', 650), ('temporarily', 651), ('monitoring', 652), ('applicable', 653), ('strictly', 654), ('prohibit', 655), ('reply', 656), ('node', 657), ('dev', 658), ('first', 659), ('ing', 660), ('resource', 661), ('receipt', 662), ('replacement', 663), ('fy', 664), ('performance', 665), ('info', 666), ('w', 667), ('video', 668), ('archive', 669), ('hear', 670), ('undername', 671), ('manage', 672), ('telephone', 673), ('member', 674), ('refresh', 675), ('online', 676), ('input', 677), ('put', 678), ('mil', 679), ('instead', 680), ('r', 681), ('properly', 682), ('escalate', 683), ('gi', 684), ('b', 685), ('expect', 686), ('ac', 687), ('malware', 688), ('correspond', 689), ('imp', 690), ('speaker', 691), ('administrator', 692), ('en', 693), ('course', 694), ('environment', 695), ('command', 696), ('shortly', 697), ('visitor', 698), ('affected', 699), ('inform', 700), ('drop', 701), ('td', 702), ('quantity', 703), ('latitude', 704), ('confidential', 705), ('intend', 706), ('antivirus', 707), ('directionality', 708), ('scalx', 709), ('sherlock', 710), ('firewall', 711), ('original', 712), ('method', 713), ('qat', 714), ('travel', 715), ('side', 716), ('est', 717), ('size', 718), ('sum', 719), ('authorization', 720), ('unique', 721), ('single', 722), ('displayed', 723), ('freeze', 724), ('trouble', 725), ('past', 726), ('fb', 727), ('early', 728), ('cell', 729), ('continue', 730), ('amount', 731), ('incoming', 732), ('dock', 733), ('bad', 734), ('financial', 735), ('dat', 736), ('doc', 737), ('register', 738), ('conference', 739), ('cdf', 740), ('asset', 741), ('score', 742), ('differently', 743), ('recall', 744), ('experience', 745), ('null', 746), ('controller', 747), ('activate', 748), ('path', 749), ('general', 750), ('tag', 751), ('mouse', 752), ('tc', 753), ('recreate', 754), ('spam', 755), ('ab', 756), ('infect', 757), ('urgently', 758), ('match', 759), ('ba', 760), ('point', 761), ('assistance', 762), ('mode', 763), ('tr', 764), ('yet', 765), ('lead', 766), ('mfg', 767), ('wy', 768), ('effective', 769), ('perform', 770), ('din', 771), ('db', 772), ('charge', 773), ('shut', 774), ('solution', 775), ('inbox', 776), ('least', 777), ('semantic', 778), ('piece', 779), ('utch', 780), ('session', 781), ('happens', 782), ('flash', 783), ('mapo', 784), ('needful', 785), ('disabled', 786), ('carrier', 787), ('url', 788), ('none', 789), ('anything', 790), ('citril', 791), ('cl', 792), ('payment', 793), ('icon', 794), ('gumbo', 795), ('think', 796), ('european', 797), ('sensor', 798), ('qty', 799), ('patch', 800), ('geobios', 801), ('tomorrow', 802), ('duplication', 803), ('tablet', 804), ('z', 805), ('target', 806), ('paper', 807), ('ae', 808), ('crash', 809), ('year', 810), ('detailed', 811), ('own', 812), ('fi', 813), ('warm', 814), ('necessary', 815), ('router', 816), ('left', 817), ('opportunity', 818), ('book', 819), ('em', 820), ('dd', 821), ('complaint', 822), ('owner', 823), ('mp', 824), ('light', 825), ('protection', 826), ('alternate', 827), ('classification', 828), ('ontology', 829), ('elocation', 830), ('oracle', 831), ('fc', 832), ('stack', 833), ('sb', 834), ('ensure', 835), ('hang', 836), ('ql', 837), ('observe', 838), ('comment', 839), ('text', 840), ('tell', 841), ('clock', 842), ('credit', 843), ('moment', 844), ('unit', 845), ('fill', 846), ('sa', 847), ('rout', 848), ('guserid', 849), ('cable', 850), ('ce', 851), ('spread', 852), ('empty', 853), ('pu', 854), ('proto', 855), ('cf', 856), ('lot', 857), ('viewer', 858), ('bill', 859), ('connectivity', 860), ('hq', 861), ('thing', 862), ('forgot', 863), ('offline', 864), ('deux', 865), ('quick', 866), ('exists', 867), ('k', 868), ('picture', 869), ('clear', 870), ('va', 871), ('overview', 872), ('package', 873), ('vulnerability', 874), ('chn', 875), ('format', 876), ('bowfin', 877), ('agreement', 878), ('though', 879), ('zip', 880), ('cm', 881), ('secondary', 882), ('termination', 883), ('earlier', 884), ('afd', 885), ('infopath', 886), ('conversion', 887), ('cover', 888), ('fax', 889), ('ff', 890), ('noria', 891), ('ee', 892), ('infection', 893), ('manufacturing', 894), ('br', 895), ('finish', 896), ('arrange', 897), ('onto', 898), ('play', 899), ('ind', 900), ('md', 901), ('everything', 902), ('russia', 903), ('whenever', 904), ('consultant', 905), ('lowa', 906), ('ef', 907), ('solely', 908), ('virus', 909), ('role', 910), ('true', 911), ('att', 912), ('worm', 913), ('syn', 914), ('second', 915), ('queue', 916), ('extract', 917), ('utilization', 918), ('table', 919), ('senior', 920), ('identify', 921), ('requester', 922), ('appropriate', 923), ('synchronize', 924), ('fails', 925), ('press', 926), ('o', 927), ('stuck', 928), ('previous', 929), ('valid', 930), ('pew', 931), ('mb', 932), ('weaver', 933), ('emea', 934), ('public', 935), ('extension', 936), ('kid', 937), ('level', 938), ('hardware', 939), ('pad', 940), ('ago', 941), ('deliver', 942), ('around', 943), ('guid', 944), ('pay', 945), ('appreciate', 946), ('vitalist', 947), ('msg', 948), ('vacation', 949), ('ed', 950), ('cycle', 951), ('pa', 952), ('cookie', 953), ('catalog', 954), ('eng', 955), ('vd', 956), ('instruction', 957), ('rima', 958), ('weekly', 959), ('award', 960), ('gl', 961), ('bk', 962), ('sour', 963), ('important', 964), ('direct', 965), ('rate', 966), ('successfully', 967), ('pro', 968), ('category', 969), ('analyst', 970), ('bar', 971), ('adobe', 972), ('visible', 973), ('la', 974), ('zebra', 975), ('automatic', 976), ('min', 977), ('therefore', 978), ('organization', 979), ('te', 980), ('tos', 981), ('bom', 982), ('inplant', 983), ('player', 984), ('standard', 985), ('till', 986), ('sp', 987), ('creation', 988), ('requirement', 989), ('accounting', 990), ('filter', 991), ('unavailable', 992), ('limited', 993), ('wi', 994), ('purchase', 995), ('eccl', 996), ('professional', 997), ('toolmake', 998), ('final', 999), ('asia', 1000), ('core', 1001), ('pandy', 1002), ('tx', 1003), ('various', 1004), ('engine', 1005), ('much', 1006), ('help', 1007), ('anubis', 1008), ('template', 1009), ('duplicate', 1010), ('normal', 1011), ('execute', 1012), ('track', 1013), ('understand', 1014), ('frequent', 1015), ('snop', 1016), ('nr', 1017), ('route', 1018), ('okay', 1019), ('month', 1020), ('outbreak', 1021), ('ca', 1022), ('disappear', 1023), ('syst', 1024), ('stay', 1025), ('benefit', 1026), ('channel', 1027), ('authentication', 1028), ('cpu', 1029), ('mistake', 1030), ('export', 1031), ('pi', 1032), ('broken', 1033), ('technology', 1034), ('workstation', 1035), ('wait', 1036), ('believe', 1037), ('inventory', 1038), ('design', 1039), ('sarcode', 1040), ('bottom', 1041), ('conduct', 1042), ('im', 1043), ('insert', 1044), ('cb', 1045), ('summary', 1046), ('figure', 1047), ('whether', 1048), ('frequently', 1049), ('dace', 1050), ('er', 1051), ('d', 1052), ('cd', 1053), ('cache', 1054), ('might', 1055), ('facility', 1056), ('cooption', 1057), ('sl', 1058), ('trojan', 1059), ('sell', 1060), ('probable', 1061), ('ea', 1062), ('af', 1063), ('compromise', 1064), ('malicious', 1065), ('locky', 1066), ('chat', 1067), ('lockout', 1068), ('flowchart', 1069), ('inquiry', 1070), ('soso', 1071), ('enterprise', 1072), ('never', 1073), ('suggest', 1074), ('corporate', 1075), ('byte', 1076), ('planner', 1077), ('raise', 1078), ('period', 1079), ('profit', 1080), ('monthly', 1081), ('big', 1082), ('extra', 1083), ('def', 1084), ('twice', 1085), ('recognize', 1086), ('coat', 1087), ('legitimate', 1088), ('memory', 1089), ('partial', 1090), ('skirty', 1091), ('sport', 1092), ('deport', 1093), ('pleon', 1094), ('dogmen', 1095), ('seq', 1096), ('ack', 1097), ('colen', 1098), ('ft', 1099), ('payroll', 1100), ('told', 1101), ('variable', 1102), ('regional', 1103), ('designate', 1104), ('apply', 1105), ('ups', 1106), ('grind', 1107), ('australia', 1108), ('logo', 1109), ('hand', 1110), ('forecast', 1111), ('reminder', 1112), ('reactivate', 1113), ('yi', 1114), ('europe', 1115), ('ec', 1116), ('shift', 1117), ('unauthorized', 1118), ('ran', 1119), ('really', 1120), ('mac', 1121), ('import', 1122), ('invoice', 1123), ('haddin', 1124), ('component', 1125), ('cad', 1126), ('others', 1127), ('wg', 1128), ('contract', 1129), ('modify', 1130), ('sometimes', 1131), ('pose', 1132), ('party', 1133), ('kuttar', 1134), ('main', 1135), ('l', 1136), ('difference', 1137), ('html', 1138), ('demand', 1139), ('kg', 1140), ('reject', 1141), ('conc', 1142), ('fogou', 1143), ('helodes', 1144), ('couple', 1145), ('revert', 1146), ('thru', 1147), ('advance', 1148), ('fa', 1149), ('present', 1150), ('section', 1151), ('near', 1152), ('resolution', 1153), ('quarantine', 1154), ('module', 1155), ('maintain', 1156), ('delay', 1157), ('broadband', 1158), ('relevant', 1159), ('requisition', 1160), ('terminate', 1161), ('jpg', 1162), ('feature', 1163), ('synchronization', 1164), ('tamlung', 1165), ('responsible', 1166), ('availability', 1167), ('oooo', 1168), ('poland', 1169), ('impossible', 1170), ('discuss', 1171), ('title', 1172), ('booting', 1173), ('red', 1174), ('manual', 1175), ('policy', 1176), ('ui', 1177), ('ist', 1178), ('emp', 1179), ('feedback', 1180), ('recs', 1181), ('alfiona', 1182), ('headset', 1183), ('voucher', 1184), ('build', 1185), ('revenue', 1186), ('proceed', 1187), ('indicator', 1188), ('outgo', 1189), ('mapping', 1190), ('eventide', 1191), ('bf', 1192), ('signature', 1193), ('croc', 1194), ('weight', 1195), ('propagate', 1196), ('misconfiguration', 1197), ('dist', 1198), ('static', 1199), ('store', 1200), ('intermittent', 1201), ('ho', 1202), ('separate', 1203), ('privileged', 1204), ('addition', 1205), ('rectify', 1206), ('push', 1207), ('administration', 1208), ('assistant', 1209), ('enclose', 1210), ('statement', 1211), ('leave', 1212), ('calculate', 1213), ('statistic', 1214), ('bios', 1215), ('measure', 1216), ('interrupt', 1217), ('hot', 1218), ('across', 1219), ('usually', 1220), ('localist', 1221), ('position', 1222), ('storage', 1223), ('capacity', 1224), ('bd', 1225), ('seat', 1226), ('exit', 1227), ('unknown', 1228), ('africa', 1229), ('mund', 1230), ('ext', 1231), ('answer', 1232), ('ph', 1233), ('later', 1234), ('unfortunately', 1235), ('replicate', 1236), ('personnel', 1237), ('runtime', 1238), ('rep', 1239), ('egg', 1240), ('third', 1241), ('three', 1242), ('auto', 1243), ('child', 1244), ('logic', 1245), ('trust', 1246), ('switzerland', 1247), ('sv', 1248), ('nt', 1249), ('tor', 1250), ('live', 1251), ('self', 1252), ('ring', 1253), ('invoke', 1254), ('util', 1255), ('iterator', 1256), ('forgotten', 1257), ('finally', 1258), ('recover', 1259), ('notebook', 1260), ('lapp', 1261), ('map', 1262), ('pp', 1263), ('private', 1264), ('misplace', 1265), ('talk', 1266), ('subject', 1267), ('selection', 1268), ('metacenter', 1269), ('startup', 1270), ('industrial', 1271), ('madam', 1272), ('pourpoint', 1273), ('pte', 1274), ('else', 1275), ('although', 1276), ('suspect', 1277), ('cut', 1278), ('g', 1279), ('length', 1280), ('constantly', 1281), ('library', 1282), ('background', 1283), ('define', 1284), ('temp', 1285), ('factory', 1286), ('xl', 1287), ('grade', 1288), ('custom', 1289), ('von', 1290), ('mine', 1291), ('csmp', 1292), ('everyone', 1293), ('recent', 1294), ('night', 1295), ('amenty', 1296), ('automate', 1297), ('choose', 1298), ('intercompany', 1299), ('j', 1300), ('mt', 1301), ('indicates', 1302), ('whish', 1303), ('stap', 1304), ('serv', 1305), ('executable', 1306), ('suspicious', 1307), ('china', 1308), ('reverse', 1309), ('damage', 1310), ('iso', 1311), ('wrench', 1312), ('singapore', 1313), ('hw', 1314), ('disable', 1315), ('closing', 1316), ('idly', 1317), ('probably', 1318), ('root', 1319), ('die', 1320), ('copying', 1321), ('virtual', 1322), ('aw', 1323), ('prospect', 1324), ('abamp', 1325), ('especially', 1326), ('behalf', 1327), ('sponsor', 1328), ('safe', 1329), ('associate', 1330), ('possibility', 1331), ('q', 1332), ('analytics', 1333), ('retrieve', 1334), ('normally', 1335), ('north', 1336), ('region', 1337), ('hope', 1338), ('index', 1339), ('gd', 1340), ('trigger', 1341), ('pending', 1342), ('disconnection', 1343), ('adv', 1344), ('complain', 1345), ('encounter', 1346), ('aborted', 1347), ('become', 1348), ('analyzer', 1349), ('registration', 1350), ('country', 1351), ('building', 1352), ('double', 1353), ('lap', 1354), ('st', 1355), ('uninstalled', 1356), ('staff', 1357), ('audit', 1358), ('assembly', 1359), ('suddenly', 1360), ('idea', 1361), ('passive', 1362), ('rar', 1363), ('particular', 1364), ('weekend', 1365), ('immediate', 1366), ('signal', 1367), ('kick', 1368), ('fu', 1369), ('tech', 1370), ('docked', 1371), ('worker', 1372), ('miro', 1373), ('prior', 1374), ('ability', 1375), ('dhyana', 1376), ('ag', 1377), ('capture', 1378), ('sloe', 1379), ('inter', 1380), ('hence', 1381), ('chrome', 1382), ('ribbon', 1383), ('united', 1384), ('kingdom', 1385), ('tape', 1386), ('ger', 1387), ('commit', 1388), ('round', 1389), ('convert', 1390), ('currency', 1391), ('vide', 1392), ('robot', 1393), ('functionality', 1394), ('scram', 1395), ('bcd', 1396), ('specific', 1397), ('header', 1398), ('likely', 1399), ('destine', 1400), ('vulnerable', 1401), ('goggle', 1402), ('ansi', 1403), ('rn', 1404), ('enc', 1405), ('usage', 1406), ('insteam', 1407), ('news', 1408), ('inactive', 1409), ('wap', 1410), ('al', 1411), ('kiosk', 1412), ('scrap', 1413), ('assume', 1414), ('great', 1415), ('dissemination', 1416), ('white', 1417), ('affect', 1418), ('inspection', 1419), ('azure', 1420), ('maybe', 1421), ('pbx', 1422), ('compliance', 1423), ('font', 1424), ('mbps', 1425), ('beshroud', 1426), ('delegation', 1427), ('auditor', 1428), ('flow', 1429), ('terminal', 1430), ('mass', 1431), ('msec', 1432), ('powder', 1433), ('personally', 1434), ('logistics', 1435), ('handprint', 1436), ('speed', 1437), ('liable', 1438), ('major', 1439), ('p', 1440), ('cif', 1441), ('remotely', 1442), ('upgraded', 1443), ('completely', 1444), ('laserjet', 1445), ('knowledge', 1446), ('invalid', 1447), ('quotation', 1448), ('persists', 1449), ('previously', 1450), ('intern', 1451), ('wont', 1452), ('fan', 1453), ('webpage', 1454), ('sao', 1455), ('difficult', 1456), ('road', 1457), ('nix', 1458), ('planning', 1459), ('bb', 1460), ('chok', 1461), ('hall', 1462), ('secure', 1463), ('browse', 1464), ('infrastructure', 1465), ('large', 1466), ('bulk', 1467), ('accord', 1468), ('proc', 1469), ('designer', 1470), ('away', 1471), ('io', 1472), ('exact', 1473), ('far', 1474), ('hold', 1475), ('regular', 1476), ('little', 1477), ('appointment', 1478), ('specification', 1479), ('history', 1480), ('incomplete', 1481), ('ppt', 1482), ('operating', 1483), ('surview', 1484), ('t', 1485), ('pfx', 1486), ('mill', 1487), ('uri', 1488), ('ontologic', 1489), ('argentide', 1490), ('kogai', 1491), ('unblock', 1492), ('saver', 1493), ('endpoint', 1494), ('layout', 1495), ('movement', 1496), ('oe', 1497), ('hasid', 1498), ('magneto', 1499), ('injection', 1500), ('successful', 1501), ('duplex', 1502), ('v', 1503), ('office365', 1504), ('dane', 1505), ('completion', 1506), ('diesis', 1507), ('expires', 1508), ('occurs', 1509), ('enough', 1510), ('acknowledgement', 1511), ('upon', 1512), ('behavior', 1513), ('th', 1514), ('aware', 1515), ('signing', 1516), ('dialog', 1517), ('tp', 1518), ('dept', 1519), ('commercial', 1520), ('entire', 1521), ('administrative', 1522), ('catalogue', 1523), ('reopen', 1524), ('guard', 1525), ('mgr', 1526), ('ready', 1527), ('doubt', 1528), ('begin', 1529), ('touch', 1530), ('deletion', 1531), ('saw', 1532), ('gm', 1533), ('rc', 1534), ('zero', 1535), ('loss', 1536), ('yellow', 1537), ('mexico', 1538), ('populate', 1539), ('hardcopy', 1540), ('dg', 1541), ('slowly', 1542), ('special', 1543), ('city', 1544), ('short', 1545), ('term', 1546), ('adapter', 1547), ('trial', 1548), ('accordingly', 1549), ('pas', 1550), ('often', 1551), ('establish', 1552), ('boolean', 1553), ('cero', 1554), ('everybody', 1555), ('neither', 1556), ('alarm', 1557), ('bob', 1558), ('loaner', 1559), ('huge', 1560), ('uplink', 1561), ('swap', 1562), ('serve', 1563), ('lesche', 1564), ('fet', 1565), ('hirer', 1566), ('unless', 1567), ('adjust', 1568), ('mae', 1569), ('proper', 1570), ('os', 1571), ('human', 1572), ('polarid', 1573), ('limit', 1574), ('solid', 1575), ('vision', 1576), ('less', 1577), ('xd', 1578), ('laser', 1579), ('chassis', 1580), ('worklist', 1581), ('advanced', 1582), ('shall', 1583), ('suppose', 1584), ('busy', 1585), ('column', 1586), ('permanent', 1587), ('asks', 1588), ('force', 1589), ('insufficient', 1590), ('sheet', 1591), ('hush', 1592), ('acct', 1593), ('seid', 1594), ('basic', 1595), ('yahoo', 1596), ('disport', 1597), ('raport', 1598), ('claim', 1599), ('compensation', 1600), ('fault', 1601), ('lisbon', 1602), ('pert', 1603), ('ng', 1604), ('montilla', 1605), ('attack', 1606), ('kemb', 1607), ('relationship', 1608), ('tox', 1609), ('gte', 1610), ('encryption', 1611), ('misserve', 1612), ('employment', 1613), ('payslip', 1614), ('picked', 1615), ('bring', 1616), ('enquiry', 1617), ('abc', 1618), ('auk', 1619), ('stamp', 1620), ('tm', 1621), ('slip', 1622), ('specifically', 1623), ('rather', 1624), ('pod', 1625), ('confidentiality', 1626), ('despite', 1627), ('clicked', 1628), ('mean', 1629), ('accepted', 1630), ('layer', 1631), ('reflect', 1632), ('small', 1633), ('stand', 1634), ('ware', 1635), ('success', 1636), ('head', 1637), ('manager', 1638), ('respect', 1639), ('involve', 1640), ('steel', 1641), ('doesnt', 1642), ('transportation', 1643), ('range', 1644), ('salary', 1645), ('interruption', 1646), ('pre', 1647), ('sm', 1648), ('similar', 1649), ('re', 1650), ('serial', 1651), ('certain', 1652), ('quickly', 1653), ('indirect', 1654), ('air', 1655), ('color', 1656), ('validity', 1657), ('turkey', 1658), ('plus', 1659), ('hash', 1660), ('handler', 1661), ('severity', 1662), ('bay', 1663), ('max', 1664), ('temperature', 1665), ('hd', 1666), ('joiner', 1667), ('cloud', 1668), ('effect', 1669), ('rest', 1670), ('ref', 1671), ('threat', 1672), ('allows', 1673), ('lc', 1674), ('lunch', 1675), ('late', 1676), ('permanently', 1677), ('punch', 1678), ('carry', 1679), ('anti', 1680), ('knock', 1681), ('highlight', 1682), ('property', 1683), ('timecard', 1684), ('chance', 1685), ('tier', 1686), ('incorrectly', 1687), ('ir', 1688), ('tandy', 1689), ('presentation', 1690), ('processor', 1691), ('advice', 1692), ('transport', 1693), ('belongs', 1694), ('along', 1695), ('real', 1696), ('hit', 1697), ('spreadsheet', 1698), ('newly', 1699), ('reimbursement', 1700), ('compatibility', 1701), ('marty', 1702), ('participant', 1703), ('minicab', 1704), ('mast', 1705), ('spell', 1706), ('invite', 1707), ('survey', 1708), ('delta', 1709), ('utilized', 1710), ('feed', 1711), ('bls', 1712), ('pack', 1713), ('panel', 1714), ('bare', 1715), ('corv', 1716), ('bridge', 1717), ('element', 1718), ('snapshot', 1719), ('snip', 1720), ('shopping', 1721), ('deploy', 1722), ('actually', 1723), ('loop', 1724), ('ninox', 1725), ('abstr', 1726), ('situation', 1727), ('rebuild', 1728), ('cecum', 1729), ('execution', 1730), ('exploit', 1731), ('attacker', 1732), ('filename', 1733), ('respective', 1734), ('dot', 1735), ('common', 1736), ('divestiture', 1737), ('hebrew', 1738), ('macro', 1739), ('ar', 1740), ('fdub', 1741), ('adoption', 1742), ('reconnaissance', 1743), ('giraffa', 1744), ('calculation', 1745), ('pize', 1746), ('linne', 1747), ('reroute', 1748), ('cr', 1749), ('accessible', 1750), ('trace', 1751), ('hapi', 1752), ('roll', 1753), ('continuously', 1754), ('acrobat', 1755), ('noise', 1756), ('nth', 1757), ('troubleshoot', 1758), ('overtime', 1759), ('otc', 1760), ('throw', 1761), ('flicker', 1762), ('development', 1763), ('theyd', 1764), ('mw', 1765), ('intranet', 1766), ('wk', 1767), ('cigaret', 1768), ('bereft', 1769), ('prevent', 1770), ('half', 1771), ('recommend', 1772), ('deactivate', 1773), ('repeatedly', 1774), ('workplace', 1775), ('mobility', 1776), ('operational', 1777), ('dr', 1778), ('menu', 1779), ('central', 1780), ('thought', 1781), ('supplier', 1782), ('frozen', 1783), ('calculator', 1784), ('technician', 1785), ('synch', 1786), ('corrupt', 1787), ('cooky', 1788), ('almost', 1789), ('letter', 1790), ('faulty', 1791), ('apprentice', 1792), ('specialist', 1793), ('xerox', 1794), ('rucker', 1795), ('ever', 1796), ('reassign', 1797), ('consignment', 1798), ('projector', 1799), ('initial', 1800), ('distribute', 1801), ('exception', 1802), ('concerned', 1803), ('workfolks', 1804), ('approver', 1805), ('backorder', 1806), ('court', 1807), ('sk', 1808), ('launcher', 1809), ('anda', 1810), ('low', 1811), ('adaptor', 1812), ('zarf', 1813), ('sit', 1814), ('beyond', 1815), ('unsuccessful', 1816), ('defect', 1817), ('earthwork', 1818), ('reader', 1819), ('theb', 1820), ('duty', 1821), ('centre', 1822), ('remains', 1823), ('sim', 1824), ('visit', 1825), ('crashed', 1826), ('sannop', 1827), ('siemens', 1828), ('mismatch', 1829), ('blinking', 1830), ('actual', 1831), ('speak', 1832), ('snap', 1833), ('character', 1834), ('numeric', 1835), ('exclude', 1836), ('sort', 1837), ('feel', 1838), ('dealer', 1839), ('seek', 1840), ('consider', 1841), ('correction', 1842), ('potential', 1843), ('sipper', 1844), ('qv', 1845), ('characteristic', 1846), ('communicate', 1847), ('serious', 1848), ('fw', 1849), ('script', 1850), ('avoid', 1851), ('risk', 1852), ('downloader', 1853), ('furnace', 1854), ('cedi', 1855), ('reconfigured', 1856), ('nighty', 1857), ('nightly', 1858), ('cart', 1859), ('except', 1860), ('bin', 1861), ('subcontract', 1862), ('temser', 1863), ('grum', 1864), ('together', 1865), ('importance', 1866), ('encode', 1867), ('bluetooth', 1868), ('foreign', 1869), ('trade', 1870), ('certify', 1871), ('slowness', 1872), ('wlan', 1873), ('milling', 1874), ('logins', 1875), ('scag', 1876), ('easy', 1877), ('skiv', 1878), ('initiate', 1879), ('edhs', 1880), ('ita', 1881), ('melano', 1882), ('paid', 1883), ('victim', 1884), ('eristic', 1885), ('zincotype', 1886), ('mage', 1887), ('widget', 1888), ('cave', 1889), ('undeliverable', 1890), ('alar', 1891), ('shutdown', 1892), ('ti', 1893), ('kirtled', 1894), ('counter', 1895), ('actu', 1896), ('paycheck', 1897), ('chip', 1898), ('screensaver', 1899), ('kt', 1900), ('palmo', 1901), ('sends', 1902), ('uploader', 1903), ('scam', 1904), ('kept', 1905), ('coagent', 1906), ('scratch', 1907), ('mum', 1908), ('rom', 1909), ('pohna', 1910), ('participate', 1911), ('dl', 1912), ('parent', 1913), ('vice', 1914), ('await', 1915), ('pk', 1916), ('sn', 1917), ('ipl', 1918), ('mundation', 1919), ('soft', 1920), ('memo', 1921), ('meter', 1922), ('accidentally', 1923), ('consult', 1924), ('fr', 1925), ('met', 1926), ('odic', 1927), ('suwe', 1928), ('spot', 1929), ('gen', 1930), ('liz', 1931), ('oct', 1932), ('trail', 1933), ('casque', 1934), ('wily', 1935), ('corp', 1936), ('sinic', 1937), ('alette', 1938), ('break', 1939), ('depend', 1940), ('afternoon', 1941), ('vat', 1942), ('sub', 1943), ('thus', 1944), ('receives', 1945), ('intens', 1946), ('del', 1947), ('variant', 1948), ('bitte', 1949), ('sie', 1950), ('responds', 1951), ('networking', 1952), ('polycot', 1953), ('walkie', 1954), ('precision', 1955), ('construct', 1956), ('legal', 1957), ('songle', 1958), ('imi', 1959), ('row', 1960), ('bernard', 1961), ('cursor', 1962), ('partially', 1963), ('improvement', 1964), ('remember', 1965), ('maximum', 1966), ('difficulty', 1967), ('debi', 1968), ('physical', 1969), ('possibly', 1970), ('transmission', 1971), ('machining', 1972), ('combination', 1973), ('generic', 1974), ('cisco', 1975), ('instant', 1976), ('wb', 1977), ('authorisation', 1978), ('ground', 1979), ('intermittently', 1980), ('posting', 1981), ('alt', 1982), ('timeout', 1983), ('regardless', 1984), ('dir', 1985), ('briefly', 1986), ('black', 1987), ('eva', 1988), ('defet', 1989), ('totally', 1990), ('front', 1991), ('sphere', 1992), ('president', 1993), ('disc', 1994), ('allocate', 1995), ('proxy', 1996), ('charm', 1997), ('keypad', 1998), ('keyboard', 1999), ('hert', 2000), ('man', 2001), ('clarification', 2002), ('hotel', 2003), ('sind', 2004), ('tonical', 2005), ('printout', 2006), ('indication', 2007), ('validate', 2008), ('favorite', 2009), ('anyway', 2010), ('copier', 2011), ('incl', 2012), ('beri', 2013), ('der', 2014), ('synching', 2015), ('tone', 2016), ('workbook', 2017), ('cust', 2018), ('poor', 2019), ('ux', 2020), ('inconvenience', 2021), ('research', 2022), ('extraction', 2023), ('gantang', 2024), ('xina', 2025), ('shanghai', 2026), ('drill', 2027), ('built', 2028), ('canada', 2029), ('ot', 2030), ('privilege', 2031), ('former', 2032), ('nicht', 2033), ('attribute', 2034), ('herb', 2035), ('nb', 2036), ('woman', 2037), ('atap', 2038), ('settlement', 2039), ('familiar', 2040), ('kb', 2041), ('lustre', 2042), ('confirms', 2043), ('prf', 2044), ('zone', 2045), ('accourt', 2046), ('peer', 2047), ('universal', 2048), ('revise', 2049), ('effort', 2050), ('trainee', 2051), ('selector', 2052), ('galaxy', 2053), ('clean', 2054), ('cont', 2055), ('pent', 2056), ('dz', 2057), ('hdkf', 2058), ('campaign', 2059), ('biwa', 2060), ('compatible', 2061), ('musie', 2062), ('cen', 2063), ('charger', 2064), ('attend', 2065), ('practice', 2066), ('rm', 2067), ('permit', 2068), ('examine', 2069), ('tecoma', 2070), ('bv', 2071), ('grid', 2072), ('coms', 2073), ('ipid', 2074), ('whole', 2075), ('rua', 2076), ('gecko', 2077), ('av', 2078), ('quite', 2079), ('blaster', 2080), ('mesoblast', 2081), ('losang', 2082), ('walchia', 2083), ('machi', 2084), ('reetle', 2085), ('eastern', 2086), ('mercedes', 2087), ('remain', 2088), ('symmetric', 2089), ('subsystem', 2090), ('piu', 2091), ('blade', 2092), ('firefox', 2093), ('blanco', 2094), ('sonar', 2095), ('division', 2096), ('dm', 2097), ('donet', 2098), ('xyz', 2099), ('decap', 2100), ('cod', 2101), ('expo', 2102), ('zubr', 2103), ('cold', 2104), ('expiry', 2105), ('gain', 2106), ('outbox', 2107), ('waste', 2108), ('educate', 2109), ('acc', 2110), ('insurance', 2111), ('receiver', 2112), ('canc', 2113), ('intercom', 2114), ('shortcut', 2115), ('octuplex', 2116), ('invitation', 2117), ('beamer', 2118), ('land', 2119), ('vesp', 2120), ('tray', 2121), ('ignore', 2122), ('overall', 2123), ('acceptance', 2124), ('writes', 2125), ('cockpit', 2126), ('procacity', 2127), ('lowercase', 2128), ('crack', 2129), ('jump', 2130), ('bug', 2131), ('otherwise', 2132), ('vp', 2133), ('quattrino', 2134), ('music', 2135), ('perhaps', 2136), ('refuse', 2137), ('nco', 2138), ('anyone', 2139), ('faster', 2140), ('telpath', 2141), ('sequence', 2142), ('portion', 2143), ('modem', 2144), ('documentation', 2145), ('draft', 2146), ('pane', 2147), ('implementation', 2148), ('class', 2149), ('rerouting', 2150), ('us', 2151), ('cantabrian', 2152), ('circle', 2153), ('temporary', 2154), ('greatly', 2155), ('thrown', 2156), ('stage', 2157), ('costly', 2158), ('coast', 2159), ('fellow', 2160), ('ferth', 2161), ('graphic', 2162), ('camera', 2163), ('admi', 2164), ('fp', 2165), ('gentleman', 2166), ('datafile', 2167), ('jet', 2168), ('eh', 2169), ('ray', 2170), ('synched', 2171), ('exceed', 2172), ('gpcd', 2173), ('stick', 2174), ('offer', 2175), ('analyze', 2176), ('ver', 2177), ('un', 2178), ('psf', 2179), ('dispatch', 2180), ('blocker', 2181), ('su', 2182), ('obtain', 2183), ('seve', 2184), ('verification', 2185), ('mullen', 2186), ('random', 2187), ('trainer', 2188), ('oca', 2189), ('choristry', 2190), ('mingo', 2191), ('asst', 2192), ('hotline', 2193), ('market', 2194), ('pur', 2195), ('malfunction', 2196), ('n', 2197), ('construction', 2198), ('gloria', 2199), ('reduce', 2200), ('validation', 2201), ('dob', 2202), ('reg', 2203), ('absolutely', 2204), ('flap', 2205), ('wc', 2206), ('filler', 2207), ('console', 2208), ('agree', 2209), ('sec', 2210), ('wise', 2211), ('confix', 2212), ('resale', 2213), ('wonder', 2214), ('oh', 2215), ('scroll', 2216), ('reconciliation', 2217), ('lookup', 2218), ('mess', 2219), ('volans', 2220), ('cash', 2221), ('buyer', 2222), ('accordance', 2223), ('scorecard', 2224), ('au', 2225), ('rand', 2226), ('ethical', 2227), ('wish', 2228), ('mam', 2229), ('life', 2230), ('promote', 2231), ('op', 2232), ('cutter', 2233), ('qualify', 2234), ('iao', 2235), ('postal', 2236), ('kc', 2237), ('settle', 2238), ('explain', 2239), ('microphone', 2240), ('mapper', 2241), ('tom', 2242), ('street', 2243), ('xref', 2244), ('alive', 2245), ('nonacuity', 2246), ('bucket', 2247), ('km', 2248), ('apocenter', 2249), ('watch', 2250), ('pause', 2251), ('typed', 2252), ('suggestion', 2253), ('se', 2254), ('structure', 2255), ('exempt', 2256), ('village', 2257), ('classify', 2258), ('uploaded', 2259), ('dozen', 2260), ('dis', 2261), ('anniversary', 2262), ('produce', 2263), ('domba', 2264), ('con', 2265), ('closet', 2266), ('rod', 2267), ('decad', 2268), ('preengineering', 2269), ('ache', 2270), ('workshop', 2271), ('esprit', 2272), ('cam', 2273), ('nosite', 2274), ('direction', 2275), ('indonesia', 2276), ('enforcement', 2277), ('mitigation', 2278), ('curious', 2279), ('primarily', 2280), ('authoritative', 2281), ('authority', 2282), ('easily', 2283), ('leakage', 2284), ('simple', 2285), ('individual', 2286), ('smart', 2287), ('mapped', 2288), ('toner', 2289), ('deal', 2290), ('brand', 2291), ('ked', 2292), ('greet', 2293), ('discover', 2294), ('effectively', 2295), ('exploitation', 2296), ('ethernet', 2297), ('editor', 2298), ('fact', 2299), ('king', 2300), ('pers', 2301), ('italy', 2302), ('apparently', 2303), ('productory', 2304), ('reimage', 2305), ('pye', 2306), ('mandatory', 2307), ('orange', 2308), ('seedlet', 2309), ('tip', 2310), ('malaysia', 2311), ('kln', 2312), ('productive', 2313), ('lb', 2314), ('vum', 2315), ('leader', 2316), ('bourgade', 2317), ('neb', 2318), ('implement', 2319), ('substitute', 2320), ('ale', 2321), ('espinos', 2322), ('rerun', 2323), ('vortex', 2324), ('addend', 2325), ('rebate', 2326), ('synonymizing', 2327), ('registry', 2328), ('timing', 2329), ('efficiency', 2330), ('holiday', 2331), ('caas', 2332), ('assurance', 2333), ('cord', 2334), ('folk', 2335), ('conv', 2336), ('ald', 2337), ('vow', 2338), ('spiro', 2339), ('sc', 2340), ('trp', 2341), ('migration', 2342), ('wasp', 2343), ('mbuba', 2344), ('japanese', 2345), ('swarthy', 2346), ('bash', 2347), ('ms', 2348), ('echo', 2349), ('culm', 2350), ('riv', 2351), ('quest', 2352), ('dead', 2353), ('flat', 2354), ('chandam', 2355), ('zinc', 2356), ('reputation', 2357), ('eraser', 2358), ('film', 2359), ('duarch', 2360), ('odder', 2361), ('slt', 2362), ('care', 2363), ('acid', 2364), ('initiative', 2365), ('mlx', 2366), ('retry', 2367), ('campus', 2368), ('conn', 2369), ('wt', 2370), ('mf', 2371), ('rab', 2372), ('buda', 2373), ('expert', 2374), ('apart', 2375), ('guide', 2376), ('np', 2377), ('doll', 2378), ('house', 2379), ('publish', 2380), ('delayed', 2381), ('govt', 2382), ('conf', 2383), ('wherein', 2384), ('landplane', 2385), ('retire', 2386), ('labra', 2387), ('ownership', 2388), ('fully', 2389), ('hint', 2390), ('ii', 2391), ('badge', 2392), ('october', 2393), ('tank', 2394), ('qt', 2395), ('november', 2396), ('ese', 2397), ('toll', 2398), ('approximately', 2399), ('mount', 2400), ('thrash', 2401), ('developed', 2402), ('mi', 2403), ('commodity', 2404), ('glitch', 2405), ('meridian', 2406), ('salutation', 2407), ('kentia', 2408), ('fence', 2409), ('calibration', 2410), ('suite', 2411), ('cubicle', 2412), ('whose', 2413), ('leister', 2414), ('money', 2415), ('rumb', 2416), ('love', 2417), ('senci', 2418), ('stat', 2419), ('wire', 2420), ('west', 2421), ('identification', 2422), ('coordinator', 2423), ('homemaking', 2424), ('hoti', 2425), ('amex', 2426), ('jurare', 2427), ('ear', 2428), ('wild', 2429), ('lady', 2430), ('restriction', 2431), ('pin', 2432), ('prepare', 2433), ('string', 2434), ('reinstate', 2435), ('chosen', 2436), ('campo', 2437), ('venue', 2438), ('tim', 2439), ('pray', 2440), ('manipulate', 2441), ('extremely', 2442), ('ter', 2443), ('apple', 2444), ('herald', 2445), ('nuclein', 2446), ('apx', 2447), ('nixy', 2448), ('gad', 2449), ('mat', 2450), ('inkstand', 2451), ('publication', 2452), ('lynch', 2453), ('express', 2454), ('soulical', 2455), ('tebu', 2456), ('bld', 2457), ('heuk', 2458), ('regent', 2459), ('hire', 2460), ('propupa', 2461), ('compute', 2462), ('collect', 2463), ('raj', 2464), ('aerospace', 2465), ('learn', 2466), ('cere', 2467), ('mu', 2468), ('randomly', 2469), ('solver', 2470), ('regularly', 2471), ('tb', 2472), ('mgt', 2473), ('ctrl', 2474), ('byhand', 2475), ('myth', 2476), ('yhwh', 2477), ('heard', 2478), ('purr', 2479), ('revision', 2480), ('numerical', 2481), ('vega', 2482), ('handset', 2483), ('extent', 2484), ('lt', 2485), ('proheim', 2486), ('eheu', 2487), ('accountant', 2488), ('glogg', 2489), ('safety', 2490), ('unchecked', 2491), ('om', 2492), ('ink', 2493), ('tracer', 2494), ('ppm', 2495), ('mirak', 2496), ('reachable', 2497), ('unreachable', 2498), ('outdated', 2499), ('hierarchy', 2500), ('mileage', 2501), ('ron', 2502), ('genuine', 2503), ('molman', 2504), ('wrongly', 2505), ('sals', 2506), ('treatment', 2507), ('abend', 2508), ('downtime', 2509), ('provision', 2510), ('pressure', 2511), ('bi', 2512), ('symbol', 2513), ('stream', 2514), ('relation', 2515), ('listener', 2516), ('debus', 2517), ('upper', 2518), ('bunch', 2519), ('gt', 2520), ('ru', 2521), ('spool', 2522), ('clearly', 2523), ('definition', 2524), ('anybody', 2525), ('disappears', 2526), ('il', 2527), ('responsibility', 2528), ('correspondence', 2529), ('executive', 2530), ('sufficient', 2531), ('originally', 2532), ('estimate', 2533), ('detection', 2534), ('utilize', 2535), ('strange', 2536), ('massage', 2537), ('ord', 2538), ('super', 2539), ('vv', 2540), ('consign', 2541), ('tommy', 2542), ('eject', 2543), ('excellence', 2544), ('latency', 2545), ('ahead', 2546), ('std', 2547), ('fingian', 2548), ('district', 2549), ('chen', 2550), ('limu', 2551), ('unauthorised', 2552), ('tonoclonic', 2553), ('clearance', 2554), ('haum', 2555), ('browsing', 2556), ('raw', 2557), ('sen', 2558), ('inconsistent', 2559), ('scrip', 2560), ('nold', 2561), ('strip', 2562), ('reserve', 2563), ('passworts', 2564), ('massive', 2565), ('sir', 2566), ('meet', 2567), ('fidia', 2568), ('sox', 2569), ('assessment', 2570), ('meaning', 2571), ('weird', 2572), ('sense', 2573), ('realize', 2574), ('erin', 2575), ('pair', 2576), ('awareness', 2577), ('accompany', 2578), ('reading', 2579), ('bundle', 2580), ('representative', 2581), ('planet', 2582), ('earth', 2583), ('olympus', 2584), ('prefer', 2585), ('sep', 2586), ('inf', 2587), ('relieve', 2588), ('wjc', 2589), ('adc', 2590), ('heaf', 2591), ('tempo', 2592), ('warily', 2593), ('cook', 2594), ('mysid', 2595), ('dom', 2596), ('banking', 2597), ('evolution', 2598), ('exp', 2599), ('percentage', 2600), ('adjustment', 2601), ('fo', 2602), ('hm', 2603), ('dashers', 2604), ('apt', 2605), ('stats', 2606), ('bals', 2607), ('organisation', 2608), ('downloads', 2609), ('nobody', 2610), ('segment', 2611), ('opposite', 2612), ('dbms', 2613), ('excise', 2614), ('lag', 2615), ('noon', 2616), ('shed', 2617), ('otologic', 2618), ('reconnect', 2619), ('unrestricted', 2620), ('dallas', 2621), ('branch', 2622), ('translate', 2623), ('distributes', 2624), ('certainly', 2625), ('additionally', 2626), ('five', 2627), ('manger', 2628), ('four', 2629), ('traveler', 2630), ('lack', 2631), ('choice', 2632), ('relatively', 2633), ('popularity', 2634), ('directive', 2635), ('constraint', 2636), ('agathin', 2637), ('zombi', 2638), ('fernando', 2639), ('pt', 2640), ('transit', 2641), ('gif', 2642), ('behind', 2643), ('compare', 2644), ('digital', 2645), ('subscribe', 2646), ('dedicate', 2647), ('theme', 2648), ('tonight', 2649), ('roanoke', 2650), ('pen', 2651), ('restoration', 2652), ('foundry', 2653), ('meantime', 2654), ('recur', 2655), ('proposal', 2656), ('pretext', 2657), ('homburg', 2658), ('rich', 2659), ('recondition', 2660), ('junior', 2661), ('connector', 2662), ('notch', 2663), ('contractor', 2664), ('newel', 2665), ('shu', 2666), ('pung', 2667), ('bang', 2668), ('convention', 2669), ('ugli', 2670), ('dinner', 2671), ('eligibility', 2672), ('forbidden', 2673), ('territory', 2674), ('motific', 2675), ('quantum', 2676), ('drum', 2677), ('sich', 2678), ('bur', 2679), ('reinhard', 2680), ('gap', 2681), ('depreciation', 2682), ('increase', 2683), ('historically', 2684), ('remap', 2685), ('locator', 2686), ('projection', 2687), ('belotte', 2688), ('touche', 2689), ('apologize', 2690), ('studio', 2691), ('bt', 2692), ('belt', 2693), ('door', 2694), ('fiber', 2695), ('optic', 2696), ('tn', 2697), ('firmware', 2698), ('dump', 2699), ('atwind', 2700), ('dalf', 2701), ('cafe', 2702), ('ik', 2703), ('fn', 2704), ('cube', 2705), ('anonymous', 2706), ('van', 2707), ('ile', 2708), ('homeplace', 2709), ('pask', 2710), ('comp', 2711), ('jct', 2712), ('protect', 2713), ('xxx', 2714), ('fell', 2715), ('phr', 2716), ('diester', 2717), ('purple', 2718), ('treat', 2719), ('benzo', 2720), ('discovery', 2721), ('brings', 2722), ('transition', 2723), ('integrity', 2724), ('tort', 2725), ('horol', 2726), ('bando', 2727), ('dan', 2728), ('ubc', 2729), ('le', 2730), ('leadership', 2731), ('urd', 2732), ('domestic', 2733), ('international', 2734), ('pd', 2735), ('eight', 2736), ('digit', 2737), ('unresolved', 2738), ('landage', 2739), ('definitely', 2740), ('um', 2741), ('dash', 2742), ('reassignment', 2743), ('chad', 2744), ('kernel', 2745), ('geb', 2746), ('corporation', 2747), ('kylite', 2748), ('deposit', 2749), ('hibernation', 2750), ('typ', 2751), ('deployed', 2752), ('volunteer', 2753), ('nidget', 2754), ('probe', 2755), ('enhance', 2756), ('santiago', 2757), ('spt', 2758), ('reimaged', 2759), ('incog', 2760), ('cadastral', 2761), ('bitnet', 2762), ('doux', 2763), ('reside', 2764), ('hight', 2765), ('outpoint', 2766), ('in', 2767), ('guess', 2768), ('didnt', 2769), ('reward', 2770), ('dlvy', 2771), ('wd', 2772), ('bop', 2773), ('wkly', 2774), ('callback', 2775), ('rough', 2776), ('continuous', 2777), ('locally', 2778), ('incredibly', 2779), ('profitability', 2780), ('mob', 2781), ('polska', 2782), ('ulu', 2783), ('rolandic', 2784), ('kr', 2785), ('shi', 2786), ('wallpaper', 2787), ('loud', 2788), ('monica', 2789), ('umpteenth', 2790), ('renewal', 2791), ('basically', 2792), ('expiration', 2793), ('genapp', 2794), ('spare', 2795), ('study', 2796), ('vitry', 2797), ('presently', 2798), ('sers', 2799), ('abl', 2800), ('keto', 2801), ('severe', 2802), ('everyday', 2803), ('trunk', 2804), ('tender', 2805), ('edits', 2806), ('ramet', 2807), ('warden', 2808), ('faq', 2809), ('harm', 2810), ('thumb', 2811), ('recheer', 2812), ('thyiad', 2813), ('edh', 2814), ('recurrent', 2815), ('tck', 2816), ('adon', 2817), ('cotton', 2818), ('buat', 2819), ('kit', 2820), ('delivers', 2821), ('evaluation', 2822), ('degree', 2823), ('counterpart', 2824), ('invisible', 2825), ('satem', 2826), ('caber', 2827), ('pacific', 2828), ('cst', 2829), ('ptp', 2830), ('ontic', 2831), ('explore', 2832), ('disruption', 2833), ('daylight', 2834), ('saving', 2835), ('curser', 2836), ('grovet', 2837), ('directeur', 2838), ('conflict', 2839), ('stge', 2840), ('departements', 2841), ('thread', 2842), ('dysfunction', 2843), ('mistrial', 2844), ('edam', 2845), ('pici', 2846), ('nd', 2847), ('rd', 2848), ('routine', 2849), ('beep', 2850), ('stall', 2851), ('chose', 2852), ('encrypt', 2853), ('obsolete', 2854), ('vb', 2855), ('walk', 2856), ('chouette', 2857), ('experienced', 2858), ('lion', 2859), ('aum', 2860), ('reserver', 2861), ('expedite', 2862), ('recovery', 2863), ('bipod', 2864), ('ashplant', 2865), ('pep', 2866), ('fulfill', 2867), ('fast', 2868), ('cheka', 2869), ('casting', 2870), ('fourth', 2871), ('customization', 2872), ('dish', 2873), ('demo', 2874), ('sitar', 2875), ('guy', 2876), ('leaf', 2877), ('extinction', 2878), ('pdn', 2879), ('vale', 2880), ('urgence', 2881), ('diagnosis', 2882), ('mg', 2883), ('sits', 2884), ('eventually', 2885), ('sandblast', 2886), ('workman', 2887), ('capability', 2888), ('mummer', 2889), ('confixing', 2890), ('ibm', 2891), ('ksi', 2892), ('dint', 2893), ('optimization', 2894), ('unread', 2895), ('wingtip', 2896), ('buy', 2897), ('koff', 2898), ('globalize', 2899), ('helper', 2900), ('belgium', 2901), ('gray', 2902), ('test', 2903), ('demonstration', 2904), ('hypernik', 2905), ('bag', 2906), ('adopter', 2907), ('french', 2908), ('conically', 2909), ('favor', 2910), ('suf', 2911), ('reflection', 2912), ('sha', 2913), ('metric', 2914), ('alabama', 2915), ('throb', 2916), ('bandfile', 2917), ('recognition', 2918), ('rev', 2919), ('detachable', 2920), ('janner', 2921), ('odling', 2922), ('nevada', 2923), ('geira', 2924), ('futuro', 2925), ('para', 2926), ('assiento', 2927), ('loin', 2928), ('men', 2929), ('techne', 2930), ('plack', 2931), ('detector', 2932), ('cabane', 2933), ('tap', 2934), ('sever', 2935), ('rita', 2936), ('luck', 2937), ('improperly', 2938), ('cothish', 2939), ('siam', 2940), ('branding', 2941), ('daedalus', 2942), ('cross', 2943), ('depends', 2944), ('debe', 2945), ('quota', 2946), ('autobahn', 2947), ('divi', 2948), ('surrender', 2949), ('reconfigure', 2950), ('coarb', 2951), ('accidently', 2952), ('agao', 2953), ('haircap', 2954), ('nek', 2955), ('office2010', 2956), ('vc', 2957), ('forever', 2958), ('amazon', 2959), ('standby', 2960), ('toothed', 2961), ('initialization', 2962), ('pe', 2963), ('subreport', 2964), ('crackle', 2965), ('sessa', 2966), ('quarter', 2967), ('earthy', 2968), ('geir', 2969), ('distance', 2970), ('lp', 2971), ('crop', 2972), ('hallan', 2973), ('becomes', 2974), ('edgemaker', 2975), ('pennsylvania', 2976), ('wrongful', 2977), ('chief', 2978), ('counsel', 2979), ('quarterly', 2980), ('holder', 2981), ('bhoy', 2982), ('school', 2983), ('tinful', 2984), ('fall', 2985), ('female', 2986), ('motor', 2987), ('ko', 2988), ('frustrate', 2989), ('sal', 2990), ('li', 2991), ('rob', 2992), ('hip', 2993), ('designation', 2994), ('visualize', 2995), ('breakdown', 2996), ('paternoster', 2997), ('alfa', 2998), ('hurry', 2999), ('longing', 3000), ('longitudinal', 3001), ('lateral', 3002), ('blin', 3003), ('spoke', 3004), ('art', 3005), ('loose', 3006), ('photo', 3007), ('rack', 3008), ('patas', 3009), ('constant', 3010), ('disturb', 3011), ('remedy', 3012), ('invalidate', 3013), ('jam', 3014), ('duane', 3015), ('ongoing', 3016), ('helpful', 3017), ('jacky', 3018), ('ainhum', 3019), ('subtask', 3020), ('decommission', 3021), ('resign', 3022), ('pptn', 3023), ('presenter', 3024), ('curch', 3025), ('pereira', 3026), ('decide', 3027), ('negative', 3028), ('sdlc', 3029), ('euro', 3030), ('mc', 3031), ('evidence', 3032), ('nearly', 3033), ('investor', 3034), ('specially', 3035), ('ldg', 3036), ('justification', 3037), ('foolscap', 3038), ('pf', 3039), ('town', 3040), ('facilitator', 3041), ('clint', 3042), ('ey', 3043), ('bahutu', 3044), ('coffee', 3045), ('piner', 3046), ('somehow', 3047), ('accident', 3048), ('gunnings', 3049), ('acquire', 3050), ('authentic', 3051), ('intune', 3052), ('bescreen', 3053), ('polluter', 3054), ('gurts', 3055), ('timely', 3056), ('kathryn', 3057), ('salesperson', 3058), ('annoy', 3059), ('pluma', 3060), ('h', 3061), ('ketine', 3062), ('ge', 3063), ('doruck', 3064), ('courage', 3065), ('pivot', 3066), ('amend', 3067), ('anyways', 3068), ('unlashed', 3069), ('identifies', 3070), ('psec', 3071), ('intransitu', 3072), ('japan', 3073), ('ushas', 3074), ('belong', 3075), ('iv', 3076), ('taiwan', 3077), ('observation', 3078), ('breach', 3079), ('toot', 3080), ('lately', 3081), ('manics', 3082), ('buffer', 3083), ('ons', 3084), ('dudism', 3085), ('greyed', 3086), ('spill', 3087), ('ops', 3088), ('continually', 3089), ('unboxes', 3090), ('waterbank', 3091), ('superfine', 3092), ('train', 3093), ('cann', 3094), ('numerous', 3095), ('tarmi', 3096), ('storm', 3097), ('bench', 3098), ('magyarism', 3099), ('wirepull', 3100), ('sinter', 3101), ('atry', 3102), ('fox', 3103), ('spl', 3104), ('anywhere', 3105), ('salesman', 3106), ('connects', 3107), ('loggin', 3108), ('manuel', 3109), ('combine', 3110), ('routinely', 3111), ('visibility', 3112), ('patrick', 3113), ('keith', 3114), ('beneath', 3115), ('casa', 3116), ('indra', 3117), ('wir', 3118), ('auge', 3119), ('deb', 3120), ('thick', 3121), ('dependent', 3122), ('requestor', 3123), ('tympany', 3124), ('helm', 3125), ('drilling', 3126), ('catel', 3127), ('den', 3128), ('devi', 3129), ('unlost', 3130), ('ri', 3131), ('kingston', 3132), ('indexed', 3133), ('murat', 3134), ('usual', 3135), ('complant', 3136), ('intelligence', 3137), ('transmit', 3138), ('synchronise', 3139), ('landmark', 3140), ('tyr', 3141), ('divide', 3142), ('cow', 3143), ('confuse', 3144), ('deduct', 3145), ('chinese', 3146), ('relaunching', 3147), ('resume', 3148), ('deep', 3149), ('dive', 3150), ('pagina', 3151), ('scotist', 3152), ('surname', 3153), ('intel', 3154), ('exactly', 3155), ('fictile', 3156), ('formation', 3157), ('world', 3158), ('tartine', 3159), ('environmental', 3160), ('caution', 3161), ('sole', 3162), ('destroy', 3163), ('hodaddy', 3164), ('defender', 3165), ('licence', 3166), ('explanation', 3167), ('maidu', 3168), ('junk', 3169), ('elt', 3170), ('mangona', 3171), ('overcast', 3172), ('exclusive', 3173), ('legislation', 3174), ('reproduction', 3175), ('paludose', 3176), ('trs', 3177), ('uptown', 3178), ('preserve', 3179), ('tree', 3180), ('acopic', 3181), ('unfreeze', 3182), ('dropax', 3183), ('dog', 3184), ('havening', 3185), ('porto', 3186), ('minimum', 3187), ('refers', 3188), ('thud', 3189), ('ht', 3190), ('addr', 3191), ('harpa', 3192), ('abb', 3193), ('tent', 3194), ('dude', 3195), ('footer', 3196), ('clad', 3197), ('standstill', 3198), ('subsequent', 3199), ('promotion', 3200), ('conformal', 3201), ('productivity', 3202), ('eg', 3203), ('katha', 3204), ('sin', 3205), ('div', 3206), ('globally', 3207), ('boyer', 3208), ('calculates', 3209), ('allocation', 3210), ('grant', 3211), ('overload', 3212), ('nice', 3213), ('backdoor', 3214), ('cack', 3215), ('ferd', 3216), ('invest', 3217), ('kasm', 3218), ('baker', 3219), ('zeus', 3220), ('scenario', 3221), ('cantline', 3222), ('iq', 3223), ('alanine', 3224), ('canadian', 3225), ('clip', 3226), ('tune', 3227), ('portendance', 3228), ('estate', 3229), ('sidecar', 3230), ('tewa', 3231), ('replication', 3232), ('redeploy', 3233), ('repository', 3234), ('browache', 3235), ('saran', 3236), ('somewhere', 3237), ('amins', 3238), ('telecon', 3239), ('awa', 3240), ('bkpt', 3241), ('convenient', 3242), ('freight', 3243), ('plate', 3244), ('campanist', 3245), ('pollam', 3246), ('false', 3247), ('hierarchical', 3248), ('entity', 3249), ('subdomains', 3250), ('specifies', 3251), ('defines', 3252), ('hole', 3253), ('unroutable', 3254), ('denies', 3255), ('somewhat', 3256), ('benign', 3257), ('unlikely', 3258), ('identifiable', 3259), ('deputational', 3260), ('impede', 3261), ('nederland', 3262), ('hotpot', 3263), ('edition', 3264), ('bound', 3265), ('cluster', 3266), ('fwd', 3267), ('unlinked', 3268), ('saa', 3269), ('editable', 3270), ('fluke', 3271), ('appliance', 3272), ('chivage', 3273), ('subdirectory', 3274), ('paste', 3275), ('undermist', 3276), ('gunwale', 3277), ('spain', 3278), ('authenticate', 3279), ('soap', 3280), ('milan', 3281), ('friend', 3282), ('truck', 3283), ('fibry', 3284), ('ordinary', 3285), ('ohio', 3286), ('spend', 3287), ('grip', 3288), ('idant', 3289), ('lehr', 3290), ('spintext', 3291), ('wl', 3292), ('genius', 3293), ('jujitsu', 3294), ('savin', 3295), ('coworkers', 3296), ('flaffer', 3297), ('outscape', 3298), ('barbudos', 3299), ('petrologic', 3300), ('wear', 3301), ('decker', 3302), ('stra', 3303), ('illinois', 3304), ('incompletion', 3305), ('lab', 3306), ('payout', 3307), ('accrual', 3308), ('fez', 3309), ('hamper', 3310), ('aspect', 3311), ('vintry', 3312), ('assumption', 3313), ('nm', 3314), ('highjack', 3315), ('stelai', 3316), ('waterlogger', 3317), ('opus', 3318), ('thrip', 3319), ('mask', 3320), ('reliability', 3321), ('ebcd', 3322), ('feeler', 3323), ('contribute', 3324), ('sundial', 3325), ('clientless', 3326), ('association', 3327), ('reconnected', 3328), ('instruct', 3329), ('honest', 3330), ('siak', 3331), ('obia', 3332), ('torch', 3333), ('valens', 3334), ('carve', 3335), ('seagirt', 3336), ('cabinet', 3337), ('kevin', 3338), ('frau', 3339), ('majority', 3340), ('sridhar', 3341), ('horde', 3342), ('minimize', 3343), ('ihs', 3344), ('translation', 3345), ('steigh', 3346), ('employ', 3347), ('liberty', 3348), ('alex', 3349), ('patent', 3350), ('bolivian', 3351), ('absence', 3352), ('gn', 3353), ('screw', 3354), ('sar', 3355), ('bairagi', 3356), ('zipped', 3357), ('retrieval', 3358), ('frt', 3359), ('magian', 3360), ('gracias', 3361), ('submission', 3362), ('mtd', 3363), ('overdue', 3364), ('aer', 3365), ('chart', 3366), ('inward', 3367), ('sky', 3368), ('visual', 3369), ('warning', 3370), ('sf', 3371), ('sudden', 3372), ('shame', 3373), ('opener', 3374), ('wormcast', 3375), ('dear', 3376), ('bra', 3377), ('whatever', 3378), ('tetralin', 3379), ('barcelona', 3380), ('bebar', 3381), ('assyrian', 3382), ('caleb', 3383), ('ebb', 3384), ('dca', 3385), ('fad', 3386), ('abba', 3387), ('solutionist', 3388), ('enters', 3389), ('tv', 3390), ('entrance', 3391), ('cagot', 3392), ('titanium', 3393), ('ated', 3394), ('presence', 3395), ('opencast', 3396), ('necessarily', 3397), ('tss', 3398), ('viscid', 3399), ('papingo', 3400), ('s', 3401), ('hanna', 3402), ('abode', 3403), ('jacht', 3404), ('bogatyr', 3405), ('plex', 3406), ('dardan', 3407), ('teashop', 3408), ('salework', 3409), ('ony', 3410), ('crud', 3411), ('navigate', 3412), ('scolex', 3413), ('schneider', 3414), ('down', 3415), ('imperative', 3416), ('santos', 3417), ('frons', 3418), ('geet', 3419), ('heavily', 3420), ('skye', 3421), ('chet', 3422), ('mads', 3423), ('challie', 3424), ('reversal', 3425), ('croftland', 3426), ('nv', 3427), ('booker', 3428), ('shell', 3429), ('putlock', 3430), ('schlock', 3431), ('reschedule', 3432), ('forthgaze', 3433), ('trix', 3434), ('eryopsid', 3435), ('meinie', 3436), ('deutschland', 3437), ('fico', 3438), ('wit', 3439), ('determination', 3440), ('katy', 3441), ('zek', 3442), ('ch', 3443), ('sorgo', 3444), ('remedial', 3445), ('exter', 3446), ('exterior', 3447), ('mume', 3448), ('discus', 3449), ('drug', 3450), ('analog', 3451), ('emergency', 3452), ('suffer', 3453), ('preferably', 3454), ('goster', 3455), ('departement', 3456), ('tha', 3457), ('madame', 3458), ('chairman', 3459), ('cartridge', 3460), ('daw', 3461), ('sem', 3462), ('chicago', 3463), ('middle', 3464), ('onstage', 3465), ('amice', 3466), ('yashiro', 3467), ('warty', 3468), ('recruit', 3469), ('paralegal', 3470), ('guardian', 3471), ('chyle', 3472), ('simulate', 3473), ('reliever', 3474), ('rehearse', 3475), ('evaluate', 3476), ('tam', 3477), ('encell', 3478), ('creator', 3479), ('formerly', 3480), ('lumen', 3481), ('gerate', 3482), ('alkanal', 3483), ('dasein', 3484), ('gedeckt', 3485), ('affiliate', 3486), ('responsive', 3487), ('hearing', 3488), ('ak', 3489), ('busbar', 3490), ('munandi', 3491), ('eyeservice', 3492), ('limitation', 3493), ('lee', 3494), ('decimal', 3495), ('collective', 3496), ('subside', 3497), ('intl', 3498), ('westmost', 3499), ('expand', 3500), ('downgrade', 3501), ('ted', 3502), ('east', 3503), ('kernos', 3504), ('furthy', 3505), ('fm', 3506), ('departmental', 3507), ('betrap', 3508), ('percent', 3509), ('lang', 3510), ('rus', 3511), ('rice', 3512), ('baler', 3513), ('surge', 3514), ('restarts', 3515), ('author', 3516), ('loan', 3517), ('hinge', 3518), ('expeditor', 3519), ('lutayo', 3520), ('rift', 3521), ('hu', 3522), ('yakima', 3523), ('resp', 3524), ('proof', 3525), ('herr', 3526), ('aix', 3527), ('tasu', 3528), ('horn', 3529), ('ha', 3530), ('erase', 3531), ('rollout', 3532), ('targetless', 3533), ('kea', 3534), ('reviewer', 3535), ('chg', 3536), ('precombat', 3537), ('drest', 3538), ('disturbed', 3539), ('balm', 3540), ('frame', 3541), ('pix', 3542), ('momentarily', 3543), ('lit', 3544), ('surely', 3545), ('bahay', 3546), ('loc', 3547), ('commonly', 3548), ('explicitly', 3549), ('subroutine', 3550), ('leveraged', 3551), ('propagation', 3552), ('elec', 3553), ('ting', 3554), ('parti', 3555), ('companage', 3556), ('talaing', 3557), ('deflate', 3558), ('gozill', 3559), ('necation', 3560), ('ive', 3561), ('multiparty', 3562), ('boundary', 3563), ('disposition', 3564), ('tex', 3565), ('plain', 3566), ('misset', 3567), ('pinto', 3568), ('tade', 3569), ('nazard', 3570), ('nahum', 3571), ('tekiah', 3572), ('stable', 3573), ('stiffen', 3574), ('attention', 3575), ('za', 3576), ('held', 3577), ('tiff', 3578), ('fund', 3579), ('portside', 3580), ('csi', 3581), ('loll', 3582), ('speecher', 3583), ('criterion', 3584), ('carousel', 3585), ('rashti', 3586), ('official', 3587), ('iowa', 3588), ('minnesota', 3589), ('dakota', 3590), ('lotus', 3591), ('lucian', 3592), ('amadou', 3593), ('silva', 3594), ('basket', 3595), ('spin', 3596), ('goshen', 3597), ('whalp', 3598), ('deplant', 3599), ('afterwit', 3600), ('reboots', 3601), ('quay', 3602), ('modern', 3603), ('fica', 3604), ('fedn', 3605), ('intrusion', 3606), ('prevention', 3607), ('revocation', 3608), ('greffe', 3609), ('researcher', 3610), ('payload', 3611), ('sugat', 3612), ('plotx', 3613), ('carbide', 3614), ('dana', 3615), ('immix', 3616), ('utility', 3617), ('foreshop', 3618), ('hdbk', 3619), ('hourly', 3620), ('investment', 3621), ('leipzig', 3622), ('gallein', 3623), ('outsung', 3624), ('kannu', 3625), ('enchasten', 3626), ('schultze', 3627), ('redig', 3628), ('nach', 3629), ('brecht', 3630), ('vervel', 3631), ('densen', 3632), ('impf', 3633), ('neger', 3634), ('handel', 3635), ('verboten', 3636), ('wenny', 3637), ('exines', 3638), ('verseless', 3639), ('henen', 3640), ('danny', 3641), ('absenter', 3642), ('schene', 3643), ('donnert', 3644), ('stag', 3645), ('hallway', 3646), ('mason', 3647), ('silently', 3648), ('disassociate', 3649), ('alto', 3650), ('somebody', 3651), ('undock', 3652), ('gentles', 3653), ('soulz', 3654), ('uskok', 3655), ('ave', 3656), ('ju', 3657), ('stub', 3658), ('depside', 3659), ('authorizes', 3660), ('everywhere', 3661), ('reproduce', 3662), ('tereu', 3663), ('trayful', 3664), ('edify', 3665), ('millisecond', 3666), ('angry', 3667), ('wood', 3668), ('cee', 3669), ('nowel', 3670), ('miastor', 3671), ('tilda', 3672), ('nydia', 3673), ('viii', 3674), ('numbered', 3675), ('caput', 3676), ('zak', 3677), ('dowy', 3678), ('nip', 3679), ('windy', 3680), ('withdrawn', 3681), ('enhances', 3682), ('graunt', 3683), ('duftry', 3684), ('attendee', 3685), ('qindar', 3686), ('electrical', 3687), ('mechanical', 3688), ('baht', 3689), ('rhd', 3690), ('advisor', 3691), ('fatal', 3692), ('tardy', 3693), ('tyum', 3694), ('ostrya', 3695), ('fidgety', 3696), ('accts', 3697), ('versa', 3698), ('tolt', 3699), ('seriate', 3700), ('rada', 3701), ('byss', 3702), ('reservor', 3703), ('resow', 3704), ('bog', 3705), ('choppy', 3706), ('uploads', 3707), ('eq', 3708), ('technologist', 3709), ('heathy', 3710), ('flush', 3711), ('windsock', 3712), ('procurement', 3713), ('mea', 3714), ('droschken', 3715), ('winnow', 3716), ('udo', 3717), ('tkt', 3718), ('hors', 3719), ('suspicion', 3720), ('tanak', 3721), ('thrymsa', 3722), ('followup', 3723), ('myrt', 3724), ('stary', 3725), ('rosetum', 3726), ('athodyd', 3727), ('reactivation', 3728), ('penna', 3729), ('spark', 3730), ('midband', 3731), ('western', 3732), ('philadelphy', 3733), ('ia', 3734), ('strongly', 3735), ('prao', 3736), ('bensell', 3737), ('anthryl', 3738), ('abohm', 3739), ('obliqued', 3740), ('frailes', 3741), ('facet', 3742), ('bobotee', 3743), ('inconsistency', 3744), ('collapse', 3745), ('spanish', 3746), ('fuster', 3747), ('retention', 3748), ('ozan', 3749), ('betterly', 3750), ('objective', 3751), ('readept', 3752), ('edge', 3753), ('coaction', 3754), ('lib', 3755), ('drof', 3756), ('ly', 3757), ('denis', 3758), ('program', 3759), ('internally', 3760), ('collogues', 3761), ('butyr', 3762), ('automation', 3763), ('tahami', 3764), ('chry', 3765), ('rpm', 3766), ('systemic', 3767), ('wide', 3768), ('thed', 3769), ('moran', 3770), ('ml', 3771), ('hibachi', 3772), ('uncost', 3773), ('vl', 3774), ('reality', 3775), ('threw', 3776), ('plot', 3777), ('sudd', 3778), ('fragmentation', 3779), ('kuba', 3780), ('defense', 3781), ('reactive', 3782), ('haughty', 3783), ('nided', 3784), ('fever', 3785), ('talent', 3786), ('cristina', 3787), ('cope', 3788), ('appearers', 3789), ('skalds', 3790), ('gilles', 3791), ('consultation', 3792), ('competitive', 3793), ('plasm', 3794), ('dewed', 3795), ('dowd', 3796), ('dawk', 3797), ('wowed', 3798), ('turbo', 3799), ('gage', 3800), ('membership', 3801), ('toolroom', 3802), ('laid', 3803), ('retirement', 3804), ('pension', 3805), ('superior', 3806), ('competent', 3807), ('stoof', 3808), ('addlins', 3809), ('customize', 3810), ('lg', 3811), ('atm', 3812), ('rock', 3813), ('biformed', 3814), ('mina', 3815), ('cossid', 3816), ('pistol', 3817), ('ringbone', 3818), ('mathes', 3819), ('satisfied', 3820), ('optional', 3821), ('sqd', 3822), ('emperor', 3823), ('foregate', 3824), ('beachmen', 3825), ('unsere', 3826), ('neume', 3827), ('withen', 3828), ('rik', 3829), ('natr', 3830), ('doth', 3831), ('ace', 3832), ('gear', 3833), ('flea', 3834), ('urge', 3835), ('merchet', 3836), ('til', 3837), ('namely', 3838), ('grab', 3839), ('switchover', 3840), ('remind', 3841), ('costumer', 3842), ('polish', 3843), ('alternative', 3844), ('czech', 3845), ('republic', 3846), ('doggle', 3847), ('ban', 3848), ('bde', 3849), ('mimic', 3850), ('waiter', 3851), ('chuff', 3852), ('manifest', 3853), ('lemnad', 3854), ('culture', 3855), ('gestural', 3856), ('flo', 3857), ('depletes', 3858), ('heave', 3859), ('tackle', 3860), ('sharewort', 3861), ('submittal', 3862), ('ghost', 3863), ('iii', 3864), ('nathaniel', 3865), ('faggotry', 3866), ('vg', 3867), ('accumb', 3868), ('slipware', 3869), ('problematic', 3870), ('zuni', 3871), ('unden', 3872), ('redirect', 3873), ('aroint', 3874), ('reacts', 3875), ('brought', 3876), ('fergus', 3877), ('justico', 3878), ('filippi', 3879), ('requienia', 3880), ('gustavus', 3881), ('streamline', 3882), ('portable', 3883), ('separately', 3884), ('literate', 3885), ('jorge', 3886), ('restung', 3887), ('township', 3888), ('pinko', 3889), ('inion', 3890), ('inlet', 3891), ('ambient', 3892), ('instrument', 3893), ('tigery', 3894), ('canthus', 3895), ('avn', 3896), ('yutu', 3897), ('grus', 3898), ('mor', 3899), ('itemization', 3900), ('split', 3901), ('dwight', 3902), ('setibo', 3903), ('simply', 3904), ('sny', 3905), ('sunil', 3906), ('inket', 3907), ('verily', 3908), ('michoacan', 3909), ('square', 3910), ('unplugged', 3911), ('batter', 3912), ('gordon', 3913), ('leach', 3914), ('ned', 3915), ('nester', 3916), ('dif', 3917), ('ursal', 3918), ('unfortunate', 3919), ('gtc', 3920), ('kristi', 3921), ('ducula', 3922), ('nattle', 3923), ('whilst', 3924), ('bering', 3925), ('mather', 3926), ('raid', 3927), ('yup', 3928), ('generates', 3929), ('positive', 3930), ('young', 3931), ('bathman', 3932), ('guemul', 3933), ('shake', 3934), ('prom', 3935), ('hell', 3936), ('horrible', 3937), ('mother', 3938), ('ethid', 3939), ('arthel', 3940), ('shako', 3941), ('urgency', 3942), ('loader', 3943), ('andira', 3944), ('initialize', 3945), ('accuses', 3946), ('fielden', 3947), ('dank', 3948), ('reprint', 3949), ('bhangi', 3950), ('lane', 3951), ('improve', 3952), ('cosen', 3953), ('automatical', 3954), ('mate', 3955), ('sh', 3956), ('env', 3957), ('rps', 3958), ('feather', 3959), ('heritor', 3960), ('athymy', 3961), ('discrepancy', 3962), ('ice', 3963), ('gong', 3964), ('ta', 3965), ('override', 3966), ('nett', 3967), ('hone', 3968), ('bee', 3969), ('actively', 3970), ('revel', 3971), ('stoppage', 3972), ('brief', 3973), ('clue', 3974), ('intellectual', 3975), ('unzip', 3976), ('rohuna', 3977), ('rotates', 3978), ('ssp', 3979), ('dwt', 3980), ('drunker', 3981), ('logical', 3982), ('warrty', 3983), ('letterhead', 3984), ('solstice', 3985), ('gloving', 3986), ('kilp', 3987), ('motorial', 3988), ('req', 3989), ('timothy', 3990), ('forgets', 3991), ('mothlike', 3992), ('hiphalt', 3993), ('bright', 3994), ('warms', 3995), ('hemp', 3996), ('hish', 3997), ('mysterious', 3998), ('administrate', 3999), ('custroun', 4000), ('underpen', 4001), ('kim', 4002), ('skime', 4003), ('kongu', 4004), ('ben', 4005), ('patience', 4006), ('hath', 4007), ('jak', 4008), ('ethylin', 4009), ('unsupported', 4010), ('exchangeable', 4011), ('lure', 4012), ('shopfolk', 4013), ('theyll', 4014), ('quietly', 4015), ('replicates', 4016), ('rudimentary', 4017), ('roller', 4018), ('blind', 4019), ('mantic', 4020), ('gauge', 4021), ('defer', 4022), ('brook', 4023), ('hourglass', 4024), ('void', 4025), ('jay', 4026), ('airwaybill', 4027), ('mir', 4028), ('heidi', 4029), ('unacceptable', 4030), ('manufacture', 4031), ('strategic', 4032), ('mazur', 4033), ('louis', 4034), ('mo', 4035), ('impv', 4036), ('initially', 4037), ('bkpr', 4038), ('pinxter', 4039), ('bleb', 4040), ('seepage', 4041), ('progress', 4042), ('appair', 4043), ('protoplanet', 4044), ('timeouts', 4045), ('simultaneously', 4046), ('terminates', 4047), ('mithra', 4048), ('preview', 4049), ('manchu', 4050), ('rebeset', 4051), ('michelia', 4052), ('gyrus', 4053), ('logoff', 4054), ('stott', 4055), ('notepad', 4056), ('dow', 4057), ('cresset', 4058), ('andy', 4059), ('oerlikon', 4060), ('blazer', 4061), ('depute', 4062), ('uji', 4063), ('forget', 4064), ('prerequisite', 4065), ('lura', 4066), ('emcee', 4067), ('builder', 4068), ('resend', 4069), ('unlook', 4070), ('wf', 4071), ('thesis', 4072), ('cal', 4073), ('hellen', 4074), ('tollbar', 4075), ('nina', 4076), ('paint', 4077), ('tyred', 4078), ('comfortable', 4079), ('disrupt', 4080), ('bathyl', 4081), ('pedum', 4082), ('hadj', 4083), ('bratty', 4084), ('ambas', 4085), ('oclock', 4086), ('redo', 4087), ('empiry', 4088), ('delthyria', 4089), ('thyris', 4090), ('seven', 4091), ('cancelation', 4092), ('issite', 4093), ('substantial', 4094), ('laboratory', 4095), ('ecotypes', 4096), ('dorty', 4097), ('fishet', 4098), ('ailsyte', 4099), ('feasibility', 4100), ('housekeep', 4101), ('devot', 4102), ('approx', 4103), ('corner', 4104), ('preparation', 4105), ('downfall', 4106), ('retrod', 4107), ('nicholas', 4108), ('hights', 4109), ('ascend', 4110), ('alphabet', 4111), ('nightmare', 4112), ('qadi', 4113), ('alloy', 4114), ('halo', 4115), ('prepares', 4116), ('franz', 4117), ('frighty', 4118), ('diem', 4119), ('dansy', 4120), ('wu', 4121), ('ten', 4122), ('disturbance', 4123), ('clr', 4124), ('coolant', 4125), ('jehu', 4126), ('elitist', 4127), ('contentional', 4128), ('misc', 4129), ('spillage', 4130), ('fore', 4131), ('fusion', 4132), ('middlewards', 4133), ('decline', 4134), ('cresc', 4135), ('reissue', 4136), ('amongst', 4137), ('out', 4138), ('annoyed', 4139), ('hesitate', 4140), ('panade', 4141), ('bussy', 4142), ('gu', 4143), ('fashion', 4144), ('schrank', 4145), ('aythya', 4146), ('meanwhile', 4147), ('deactivation', 4148), ('fuze', 4149), ('pinolia', 4150), ('gard', 4151), ('highly', 4152), ('spends', 4153), ('readd', 4154), ('hasnt', 4155), ('insists', 4156), ('recollection', 4157), ('prognose', 4158), ('fahlerz', 4159), ('wake', 4160), ('oversave', 4161), ('dirty', 4162), ('worry', 4163), ('trin', 4164), ('dt', 4165), ('aufgabe', 4166), ('urde', 4167), ('beret', 4168), ('neuk', 4169), ('ohone', 4170), ('merfold', 4171), ('rush', 4172), ('unregistered', 4173), ('relocate', 4174), ('whip', 4175), ('lithy', 4176), ('levins', 4177), ('fallowing', 4178), ('tiresome', 4179), ('rick', 4180), ('orellin', 4181), ('tututni', 4182), ('convenience', 4183), ('dup', 4184), ('manuf', 4185), ('hdwe', 4186), ('funic', 4187), ('mahat', 4188), ('determinated', 4189), ('bother', 4190), ('repays', 4191), ('arrive', 4192), ('unservice', 4193), ('undocked', 4194), ('overcold', 4195), ('eyrir', 4196), ('lathyrus', 4197), ('inspirant', 4198), ('fred', 4199), ('mint', 4200), ('rubber', 4201), ('reattached', 4202), ('glue', 4203), ('ken', 4204), ('constance', 4205), ('erucin', 4206), ('vidya', 4207), ('denty', 4208), ('trot', 4209), ('nov', 4210), ('reoccurring', 4211), ('resending', 4212), ('confusion', 4213), ('worcester', 4214), ('straight', 4215), ('gerund', 4216), ('wird', 4217), ('gedackt', 4218), ('rudolf', 4219), ('broke', 4220), ('developer', 4221), ('kate', 4222), ('negatively', 4223), ('grayed', 4224), ('sheeny', 4225), ('usenet', 4226), ('baru', 4227), ('unbale', 4228), ('irregular', 4229), ('lax', 4230), ('payt', 4231), ('engl', 4232), ('bankrupt', 4233), ('immediatly', 4234), ('silent', 4235), ('irishy', 4236), ('daisy', 4237), ('uang', 4238), ('board', 4239), ('ardor', 4240), ('ug', 4241), ('recommits', 4242), ('lathe', 4243), ('metalworking', 4244), ('stope', 4245), ('organizer', 4246), ('metreta', 4247), ('hexogen', 4248), ('series', 4249), ('cest', 4250), ('zacate', 4251), ('curr', 4252), ('murlack', 4253), ('stench', 4254), ('obley', 4255), ('phoma', 4256), ('ppb', 4257), ('curlike', 4258), ('assman', 4259), ('countersink', 4260), ('realise', 4261), ('unix', 4262), ('scudo', 4263), ('troytown', 4264), ('neal', 4265), ('snider', 4266), ('greener', 4267), ('noix', 4268), ('vielle', 4269), ('faltche', 4270), ('ck', 4271), ('seltzer', 4272), ('ruen', 4273), ('deloo', 4274), ('brotel', 4275), ('sae', 4276), ('metal', 4277), ('debt', 4278), ('ledger', 4279), ('sigfile', 4280), ('golf', 4281), ('owe', 4282), ('rechecking', 4283), ('dont', 4284), ('migrate', 4285), ('starty', 4286), ('zeke', 4287), ('helical', 4288), ('passewa', 4289), ('ler', 4290), ('arc', 4291), ('rad', 4292), ('suppressor', 4293), ('sag', 4294), ('lar', 4295), ('zila', 4296), ('college', 4297), ('fort', 4298), ('connation', 4299), ('defence', 4300), ('minus', 4301), ('churrs', 4302), ('inconvenient', 4303), ('innovative', 4304), ('occasion', 4305), ('lowe', 4306), ('methyl', 4307), ('subtract', 4308), ('prest', 4309), ('di', 4310), ('elapse', 4311), ('perfectly', 4312), ('behave', 4313), ('behaving', 4314), ('brake', 4315), ('dream', 4316), ('shandry', 4317), ('ergotic', 4318), ('unreadable', 4319), ('infarct', 4320), ('inlaid', 4321), ('letten', 4322), ('pwca', 4323), ('gid', 4324), ('whats', 4325), ('achime', 4326), ('grey', 4327), ('hey', 4328), ('ukase', 4329), ('sputnik', 4330), ('mod', 4331), ('chiplet', 4332), ('sg', 4333), ('crut', 4334), ('tu', 4335), ('sutra', 4336), ('risotto', 4337), ('crete', 4338), ('joust', 4339), ('berating', 4340), ('pierce', 4341), ('thow', 4342), ('annex', 4343), ('genetta', 4344), ('thrice', 4345), ('navigation', 4346), ('water', 4347), ('berstel', 4348), ('cigarillo', 4349), ('lv', 4350), ('val', 4351), ('soothest', 4352), ('exclusion', 4353), ('sud', 4354), ('helio', 4355), ('psid', 4356), ('listen', 4357), ('hydra', 4358), ('cheer', 4359), ('rhyme', 4360), ('quartus', 4361), ('bagio', 4362), ('technologic', 4363), ('chidra', 4364), ('bailo', 4365), ('disagree', 4366), ('careful', 4367), ('kazak', 4368), ('tomb', 4369), ('abuzz', 4370), ('broquery', 4371), ('outlet', 4372), ('materia', 4373), ('dod', 4374), ('periodically', 4375), ('modulus', 4376), ('marco', 4377), ('proofread', 4378), ('farewell', 4379), ('cakey', 4380), ('dip', 4381), ('cleanup', 4382), ('faceting', 4383), ('lonhyn', 4384), ('sonnet', 4385), ('portfolio', 4386), ('marcel', 4387), ('calef', 4388), ('mau', 4389), ('maslin', 4390), ('slid', 4391), ('cubeb', 4392), ('coo', 4393), ('kie', 4394), ('fab', 4395), ('fae', 4396), ('ser', 4397), ('timon', 4398), ('ambiance', 4399), ('physically', 4400), ('density', 4401), ('emmew', 4402), ('append', 4403), ('bewitch', 4404), ('plyer', 4405), ('significantly', 4406), ('structural', 4407), ('mike', 4408), ('tootlers', 4409), ('oscar', 4410), ('sero', 4411), ('saravan', 4412), ('sur', 4413), ('domina', 4414), ('lathery', 4415), ('comprehend', 4416), ('mud', 4417), ('metallurgy', 4418), ('langate', 4419), ('body', 4420), ('ritz', 4421), ('cowskin', 4422), ('context', 4423), ('gowfer', 4424), ('bos', 4425), ('ontario', 4426), ('remodel', 4427), ('retype', 4428), ('grundy', 4429), ('retroactively', 4430), ('tamale', 4431), ('hugely', 4432), ('newer', 4433), ('querl', 4434), ('sad', 4435), ('decent', 4436), ('nan', 4437), ('sustain', 4438), ('urushi', 4439), ('acerb', 4440), ('impatible', 4441), ('vu', 4442), ('tue', 4443), ('njave', 4444), ('dong', 4445), ('pond', 4446), ('digger', 4447), ('hugest', 4448), ('complexity', 4449), ('pandemy', 4450), ('variation', 4451), ('whereas', 4452), ('cast', 4453), ('reaction', 4454), ('generally', 4455), ('bebathe', 4456), ('cecily', 4457), ('twitch', 4458), ('rubens', 4459), ('castro', 4460), ('equal', 4461), ('chrysene', 4462), ('dolt', 4463), ('portlet', 4464), ('hover', 4465), ('occasional', 4466), ('spike', 4467), ('mudra', 4468), ('mirror', 4469), ('wabs', 4470), ('hodge', 4471), ('holked', 4472), ('leadin', 4473), ('thro', 4474), ('ld', 4475), ('syrtis', 4476), ('forz', 4477), ('thring', 4478), ('optical', 4479), ('approximate', 4480), ('trip', 4481), ('millie', 4482), ('imaginal', 4483), ('hinderance', 4484), ('officer', 4485), ('lombard', 4486), ('noxa', 4487), ('ep', 4488), ('prelim', 4489), ('cleanly', 4490), ('suspend', 4491), ('invests', 4492), ('therefor', 4493), ('mostly', 4494), ('hazemeter', 4495), ('focus', 4496), ('debit', 4497), ('lx', 4498), ('rockety', 4499), ('comparative', 4500), ('instalment', 4501), ('ricket', 4502), ('tinselly', 4503), ('otophone', 4504), ('prof', 4505), ('scup', 4506), ('manihot', 4507), ('nevertheless', 4508), ('bap', 4509), ('sartage', 4510), ('bg', 4511), ('fulfillment', 4512), ('nife', 4513), ('lnr', 4514), ('swati', 4515), ('coordinate', 4516), ('eoith', 4517), ('maya', 4518), ('conveyed', 4519), ('fulfil', 4520), ('carp', 4521), ('particularly', 4522), ('embarrass', 4523), ('apologise', 4524), ('rarely', 4525), ('amy', 4526), ('mid', 4527), ('morning', 4528), ('revisit', 4529), ('asternal', 4530), ('patamar', 4531), ('sarcodes', 4532), ('scannable', 4533), ('indiana', 4534), ('ambe', 4535), ('dawt', 4536), ('bakerdom', 4537), ('eliminate', 4538), ('coworker', 4539), ('drab', 4540), ('dft', 4541), ('feak', 4542), ('dedd', 4543), ('caf', 4544), ('mon', 4545), ('fight', 4546), ('gate', 4547), ('backbar', 4548), ('faint', 4549), ('quits', 4550), ('gastronomy', 4551), ('cogito', 4552), ('galop', 4553), ('rosario', 4554), ('sarafan', 4555), ('langauge', 4556), ('jack', 4557), ('unclear', 4558), ('wim', 4559), ('posticus', 4560), ('az', 4561), ('praise', 4562), ('amende', 4563), ('hern', 4564), ('chahar', 4565), ('zho', 4566), ('bassia', 4567), ('triarch', 4568), ('described', 4569), ('merely', 4570), ('useful', 4571), ('suppress', 4572), ('controllable', 4573), ('exr', 4574), ('sanitize', 4575), ('illegal', 4576), ('leverage', 4577), ('arbitrary', 4578), ('underlie', 4579), ('oxea', 4580), ('pyx', 4581), ('kn', 4582), ('gype', 4583), ('urled', 4584), ('sective', 4585), ('landform', 4586), ('yarded', 4587), ('bath', 4588), ('regain', 4589), ('stove', 4590), ('wet', 4591), ('serf', 4592), ('poe', 4593), ('injector', 4594), ('slight', 4595), ('intuitive', 4596), ('challenge', 4597), ('vertical', 4598), ('tally', 4599), ('act', 4600), ('mutual', 4601), ('egracias', 4602), ('tempe', 4603), ('nad', 4604), ('portugal', 4605), ('brember', 4606), ('bothy', 4607), ('illustrate', 4608), ('ny', 4609), ('bestand', 4610), ('stlg', 4611), ('caseload', 4612), ('puritan', 4613), ('deusan', 4614), ('sgd', 4615), ('uratoma', 4616), ('executes', 4617), ('verifies', 4618), ('notion', 4619), ('generator', 4620), ('beech', 4621), ('yerava', 4622), ('excuse', 4623), ('ethnic', 4624), ('effie', 4625), ('alea', 4626), ('identical', 4627), ('lentner', 4628), ('multinational', 4629), ('broadcast', 4630), ('reselect', 4631), ('electronic', 4632), ('ocker', 4633), ('si', 4634), ('omar', 4635), ('fitness', 4636), ('signate', 4637), ('consist', 4638), ('preux', 4639), ('ahmet', 4640), ('dipl', 4641), ('reenable', 4642), ('enghle', 4643), ('baiginet', 4644), ('dukhn', 4645), ('elm', 4646), ('raku', 4647), ('leslie', 4648), ('impend', 4649), ('strainer', 4650), ('teth', 4651), ('incase', 4652), ('werent', 4653), ('thousand', 4654), ('cached', 4655), ('simplifies', 4656), ('troubleshooter', 4657), ('topophone', 4658), ('realter', 4659), ('earphone', 4660), ('conclusion', 4661), ('dialogue', 4662), ('spit', 4663), ('prevents', 4664), ('odd', 4665), ('rapid', 4666), ('womp', 4667), ('amb', 4668), ('snibel', 4669), ('pron', 4670), ('wrinkle', 4671), ('plastic', 4672), ('groove', 4673), ('ralf', 4674), ('tarkashi', 4675), ('asana', 4676), ('carty', 4677), ('paris', 4678), ('strobe', 4679), ('manages', 4680), ('nearby', 4681), ('cohue', 4682), ('hakim', 4683), ('rootstock', 4684), ('proforma', 4685), ('sentence', 4686), ('origin', 4687), ('marked', 4688), ('canner', 4689), ('car', 4690), ('changeable', 4691), ('overwritten', 4692), ('cute', 4693), ('brayerin', 4694), ('hura', 4695), ('outroot', 4696), ('intrans', 4697), ('rasa', 4698), ('abcess', 4699), ('battel', 4700), ('debye', 4701), ('britannia', 4702), ('modification', 4703), ('arises', 4704), ('sicca', 4705), ('ufo', 4706), ('hoi', 4707), ('inn', 4708), ('italian', 4709), ('weak', 4710), ('barley', 4711), ('dual', 4712), ('rapier', 4713), ('interval', 4714), ('wall', 4715), ('ducal', 4716), ('herewith', 4717), ('student', 4718), ('mixed', 4719), ('instantly', 4720), ('proven', 4721), ('foun', 4722), ('rue', 4723), ('subnet', 4724), ('tome', 4725), ('deign', 4726), ('conk', 4727), ('assapan', 4728), ('ion', 4729), ('simcon', 4730), ('collate', 4731), ('coked', 4732), ('oc', 4733), ('chian', 4734), ('repro', 4735), ('demoded', 4736), ('underscore', 4737), ('graph', 4738), ('respectively', 4739), ('topic', 4740), ('wo', 4741), ('gather', 4742), ('tinguy', 4743), ('rarity', 4744), ('cud', 4745), ('todd', 4746), ('geosid', 4747), ('opp', 4748), ('disaster', 4749), ('caught', 4750), ('shareef', 4751), ('backdate', 4752), ('salaried', 4753), ('technically', 4754), ('pass', 4755), ('forth', 4756), ('vim', 4757), ('pain', 4758), ('six', 4759), ('koae', 4760), ('objet', 4761), ('hakea', 4762), ('wellington', 4763), ('safari', 4764), ('supervise', 4765), ('finer', 4766), ('woolfell', 4767), ('ida', 4768), ('unfolder', 4769), ('thin', 4770), ('veiner', 4771), ('sponsal', 4772), ('readded', 4773), ('manipulator', 4774), ('excessive', 4775), ('affection', 4776), ('uncs', 4777), ('exposition', 4778), ('thio', 4779), ('bedford', 4780), ('attn', 4781), ('papier', 4782), ('taut', 4783), ('commot', 4784), ('mission', 4785), ('beam', 4786), ('shris', 4787), ('rebank', 4788), ('cusser', 4789), ('mainly', 4790), ('semi', 4791), ('heat', 4792), ('pavan', 4793), ('terence', 4794), ('invoiced', 4795), ('ao', 4796), ('involves', 4797), ('significant', 4798), ('resignation', 4799), ('organizational', 4800), ('medial', 4801), ('unfolders', 4802), ('interrogates', 4803), ('investigation', 4804), ('joe', 4805), ('abret', 4806), ('parvis', 4807), ('appends', 4808), ('unresponsive', 4809), ('gas', 4810), ('roschach', 4811), ('latin', 4812), ('touchpan', 4813), ('expone', 4814), ('laurent', 4815), ('manufacturer', 4816), ('useless', 4817), ('newsy', 4818), ('working', 4819), ('borrow', 4820), ('morin', 4821), ('beewise', 4822), ('agynic', 4823), ('coverage', 4824), ('sangar', 4825), ('teach', 4826), ('que', 4827), ('clara', 4828), ('wh', 4829), ('lepa', 4830), ('countermeasure', 4831), ('saudi', 4832), ('nil', 4833), ('madhab', 4834), ('ramus', 4835), ('recertification', 4836), ('rusky', 4837), ('wafty', 4838), ('doigt', 4839), ('palpable', 4840), ('declaration', 4841), ('alia', 4842), ('interne', 4843), ('rein', 4844), ('fayence', 4845), ('dhal', 4846), ('reseat', 4847), ('substitution', 4848), ('sooner', 4849), ('unconverted', 4850), ('accomplish', 4851), ('whomever', 4852), ('gigabyte', 4853), ('hornety', 4854), ('organise', 4855), ('abovementioned', 4856), ('lias', 4857), ('fin', 4858), ('taj', 4859), ('remailing', 4860), ('milton', 4861), ('kernes', 4862), ('jumping', 4863), ('pizza', 4864), ('donnot', 4865), ('michigan', 4866), ('viverra', 4867), ('tyrant', 4868), ('samal', 4869), ('foreact', 4870), ('rcpt', 4871), ('esp', 4872), ('xosa', 4873), ('beef', 4874), ('assyria', 4875), ('dada', 4876), ('bdft', 4877), ('dea', 4878), ('ameba', 4879), ('bibb', 4880), ('aani', 4881), ('bef', 4882), ('atake', 4883), ('fultz', 4884), ('abaca', 4885), ('drama', 4886), ('dab', 4887), ('clef', 4888), ('cy', 4889), ('wand', 4890), ('dj', 4891), ('feeb', 4892), ('oy', 4893), ('cufic', 4894), ('weed', 4895), ('aff', 4896), ('alee', 4897), ('fec', 4898), ('heedy', 4899), ('cage', 4900), ('hin', 4901), ('erade', 4902), ('faba', 4903), ('mag', 4904), ('fuff', 4905), ('ands', 4906), ('edea', 4907), ('ande', 4908), ('anay', 4909), ('egba', 4910), ('cq', 4911), ('deft', 4912), ('bedub', 4913), ('wardman', 4914), ('disposal', 4915), ('nonbook', 4916), ('meant', 4917), ('debbie', 4918), ('bioengineering', 4919), ('conferted', 4920), ('lough', 4921), ('synchs', 4922), ('tot', 4923), ('misreporting', 4924), ('tableau', 4925), ('drier', 4926), ('appearance', 4927), ('accedes', 4928), ('cool', 4929), ('ultra', 4930), ('placement', 4931), ('nat', 4932), ('violation', 4933), ('increasingly', 4934), ('tartana', 4935), ('chant', 4936), ('finial', 4937), ('licour', 4938), ('loanin', 4939), ('officio', 4940), ('substation', 4941), ('firstly', 4942), ('glimpse', 4943), ('grouped', 4944), ('outstanding', 4945), ('span', 4946), ('ashkey', 4947), ('vic', 4948), ('tonn', 4949), ('accurate', 4950), ('trpset', 4951), ('vogt', 4952), ('realm', 4953), ('chaff', 4954), ('embosks', 4955), ('ripple', 4956), ('braze', 4957), ('engagement', 4958), ('france', 4959), ('rpt', 4960), ('recruiting', 4961), ('overpay', 4962), ('costarred', 4963), ('continuo', 4964), ('serra', 4965), ('weekday', 4966), ('spindle', 4967), ('rig', 4968), ('stail', 4969), ('behn', 4970), ('appt', 4971), ('tutorial', 4972), ('influence', 4973), ('abandon', 4974), ('missorting', 4975), ('meo', 4976), ('jarvis', 4977), ('lamp', 4978), ('demonstrate', 4979), ('tower', 4980), ('pether', 4981), ('hunt', 4982), ('prototype', 4983), ('annette', 4984), ('brock', 4985), ('zn', 4986), ('schnell', 4987), ('hurl', 4988), ('mesic', 4989), ('viga', 4990), ('radiant', 4991), ('wrought', 4992), ('communicator', 4993), ('surface', 4994), ('ana', 4995), ('shirty', 4996), ('waky', 4997), ('legrete', 4998), ('earthkin', 4999), ('doug', 5000), ('bise', 5001), ('lance', 5002), ('appel', 5003), ('templet', 5004), ('intertype', 5005), ('readjustment', 5006), ('kreutzer', 5007), ('backflash', 5008), ('sorghe', 5009), ('aburton', 5010), ('phil', 5011), ('worn', 5012), ('luis', 5013), ('renilla', 5014), ('equerry', 5015), ('radiate', 5016), ('blasting', 5017), ('forecasting', 5018), ('insure', 5019), ('mtg', 5020), ('grandstand', 5021), ('reddy', 5022), ('sometime', 5023), ('haugh', 5024), ('eider', 5025), ('lenth', 5026), ('naur', 5027), ('tsk', 5028), ('solate', 5029), ('mein', 5030), ('gestates', 5031), ('alle', 5032), ('sewin', 5033), ('unspar', 5034), ('anglice', 5035), ('montage', 5036), ('stalk', 5037), ('suck', 5038), ('bandwidth', 5039), ('paque', 5040), ('inhonest', 5041), ('extensive', 5042), ('wac', 5043), ('designees', 5044), ('scandinavia', 5045), ('ortive', 5046), ('ya', 5047), ('partly', 5048), ('pone', 5049), ('rld', 5050), ('atnah', 5051), ('aforementioned', 5052), ('pryers', 5053), ('seit', 5054), ('duhr', 5055), ('morgen', 5056), ('erk', 5057), ('vorhand', 5058), ('heben', 5059), ('hair', 5060), ('alone', 5061), ('kannen', 5062), ('publicize', 5063), ('segathy', 5064), ('tauranga', 5065), ('emerald', 5066), ('vivian', 5067), ('chinband', 5068), ('unified', 5069), ('kenner', 5070), ('snapps', 5071), ('remediate', 5072), ('opt', 5073), ('repl', 5074), ('attache', 5075), ('directs', 5076), ('compound', 5077), ('adet', 5078), ('taco', 5079), ('anubin', 5080), ('ramenta', 5081), ('maharashtri', 5082), ('beneficial', 5083), ('comparison', 5084), ('lighter', 5085), ('guru', 5086), ('prastha', 5087), ('efficient', 5088), ('hardness', 5089), ('rage', 5090), ('outline', 5091), ('lineup', 5092), ('council', 5093), ('absent', 5094), ('felix', 5095), ('liesh', 5096), ('toolbox', 5097), ('audible', 5098), ('speakie', 5099), ('downer', 5100), ('bluster', 5101), ('violate', 5102), ('gawp', 5103), ('pref', 5104), ('bibliotheke', 5105), ('lote', 5106), ('ceti', 5107), ('maw', 5108), ('barely', 5109), ('legible', 5110), ('earn', 5111), ('earnings', 5112), ('obviously', 5113), ('rikisha', 5114), ('phialled', 5115), ('closely', 5116), ('ventana', 5117), ('outscouring', 5118), ('accessibility', 5119), ('meindre', 5120), ('concenter', 5121), ('requisitioners', 5122), ('anticipate', 5123), ('frumpier', 5124), ('modest', 5125), ('dose', 5126), ('reinstallation', 5127), ('lefty', 5128), ('toyon', 5129), ('recruiter', 5130), ('cent', 5131), ('rejection', 5132), ('svc', 5133), ('fth', 5134), ('jacob', 5135), ('duffy', 5136), ('magdalen', 5137), ('reporter', 5138), ('worksheet', 5139), ('hundred', 5140), ('bailage', 5141), ('untouch', 5142), ('strategy', 5143), ('sass', 5144), ('revers', 5145), ('asap', 5146), ('unplanned', 5147), ('vicinity', 5148), ('paneler', 5149), ('sleep', 5150), ('distintion', 5151), ('salugi', 5152), ('synchro', 5153), ('slide', 5154), ('bod', 5155), ('upcoming', 5156), ('pax', 5157), ('silk', 5158), ('tube', 5159), ('ope', 5160), ('hohokam', 5161), ('beacon', 5162), ('simulation', 5163), ('overwhelmed', 5164), ('bomb', 5165), ('tef', 5166), ('nota', 5167), ('moniment', 5168), ('listing', 5169), ('linkage', 5170), ('banner', 5171), ('corrective', 5172), ('silt', 5173), ('remapped', 5174), ('deliverable', 5175), ('peri', 5176), ('moreover', 5177), ('towards', 5178), ('pernor', 5179), ('adapt', 5180), ('contains', 5181), ('contrail', 5182), ('ventilation', 5183), ('boiler', 5184), ('soler', 5185), ('angelique', 5186), ('contek', 5187), ('requite', 5188), ('purely', 5189), ('surveillance', 5190), ('backbend', 5191), ('naa', 5192), ('che', 5193), ('drove', 5194), ('thymate', 5195), ('tony', 5196), ('reecho', 5197), ('bcf', 5198), ('kanchil', 5199), ('rub', 5200), ('quadra', 5201), ('reallocate', 5202), ('ross', 5203), ('signout', 5204), ('inner', 5205), ('aka', 5206), ('pianosa', 5207), ('sch', 5208), ('agr', 5209), ('num', 5210), ('succesful', 5211), ('container', 5212), ('roading', 5213), ('whalery', 5214), ('orientation', 5215), ('steal', 5216), ('coulometer', 5217), ('josh', 5218), ('erratas', 5219), ('atlanta', 5220), ('exemption', 5221), ('sloo', 5222), ('interconnection', 5223), ('mitanni', 5224), ('disposable', 5225), ('packman', 5226), ('arise', 5227), ('seemer', 5228), ('tanh', 5229), ('recheck', 5230), ('cleaning', 5231), ('carcan', 5232), ('tasker', 5233), ('deadlocked', 5234), ('deadlock', 5235), ('sup', 5236), ('wiwi', 5237), ('timeserver', 5238), ('emic', 5239), ('contection', 5240), ('coca', 5241), ('abd', 5242), ('erratum', 5243), ('mitogen', 5244), ('allurer', 5245), ('mkt', 5246), ('aero', 5247), ('mappy', 5248), ('denial', 5249), ('unblocked', 5250), ('singular', 5251), ('harden', 5252), ('unaware', 5253), ('ancile', 5254), ('marybud', 5255), ('patricia', 5256), ('manoc', 5257), ('sine', 5258), ('ticked', 5259), ('filliping', 5260), ('cabio', 5261), ('txt', 5262), ('wrapper', 5263), ('operate', 5264), ('aten', 5265), ('ziped', 5266), ('reglazed', 5267), ('bluisness', 5268), ('uncaught', 5269), ('nahua', 5270), ('accidental', 5271), ('polling', 5272), ('basename', 5273), ('dummy', 5274), ('leo', 5275), ('mixer', 5276), ('theft', 5277), ('watcher', 5278), ('lewis', 5279), ('schemist', 5280), ('cor', 5281), ('philippine', 5282), ('steadily', 5283), ('encl', 5284), ('mixtec', 5285), ('winare', 5286), ('rude', 5287), ('tambura', 5288), ('nashua', 5289), ('rud', 5290), ('curtal', 5291), ('trizoic', 5292), ('woon', 5293), ('panelist', 5294), ('rome', 5295), ('whoever', 5296), ('pilot', 5297), ('fledge', 5298), ('presume', 5299), ('announce', 5300), ('scot', 5301), ('finalize', 5302), ('flight', 5303), ('rag', 5304), ('draco', 5305), ('cindy', 5306), ('jose', 5307), ('tiffany', 5308), ('calander', 5309), ('accede', 5310), ('unrecognized', 5311), ('colin', 5312), ('swith', 5313), ('fid', 5314), ('helicline', 5315), ('nogai', 5316), ('mesost', 5317), ('rename', 5318), ('laic', 5319), ('green', 5320), ('miranda', 5321), ('appendix', 5322), ('nivation', 5323), ('latrobe', 5324), ('periodic', 5325), ('jut', 5326), ('marlock', 5327), ('neter', 5328), ('unannounced', 5329), ('similarly', 5330), ('incompletely', 5331), ('plurality', 5332), ('horizontal', 5333), ('illegible', 5334), ('cooperation', 5335), ('mechanic', 5336), ('domage', 5337), ('albany', 5338), ('restaurant', 5339), ('television', 5340), ('grammatical', 5341), ('grammar', 5342), ('tensile', 5343), ('argument', 5344), ('sokemen', 5345), ('subagent', 5346), ('ikona', 5347), ('spy', 5348), ('potentially', 5349), ('interfere', 5350), ('roadsman', 5351), ('wiz', 5352), ('lognormal', 5353), ('cumbersome', 5354), ('rabin', 5355), ('routings', 5356), ('navarch', 5357), ('veronica', 5358), ('furlan', 5359), ('endite', 5360), ('suer', 5361), ('jassid', 5362), ('bus', 5363), ('buro', 5364), ('raghu', 5365), ('architecture', 5366), ('debug', 5367), ('unposted', 5368), ('wa', 5369), ('anna', 5370), ('characterize', 5371), ('workloom', 5372), ('bell', 5373), ('health', 5374), ('deduction', 5375), ('elect', 5376), ('throughout', 5377), ('dyslogy', 5378), ('jervin', 5379), ('budget', 5380), ('durham', 5381), ('feeder', 5382), ('tem', 5383), ('oops', 5384), ('ruse', 5385), ('rinaldo', 5386), ('albrecht', 5387), ('wag', 5388), ('prob', 5389), ('pussiness', 5390), ('governance', 5391), ('jean', 5392), ('ruff', 5393), ('lo', 5394), ('skip', 5395), ('unsafe', 5396), ('copyright', 5397), ('hop', 5398), ('snug', 5399), ('attends', 5400), ('ix', 5401), ('jap', 5402), ('amendment', 5403), ('becket', 5404), ('irrespective', 5405), ('expection', 5406), ('temporally', 5407), ('unlicensed', 5408), ('cherub', 5409), ('carlos', 5410), ('latino', 5411), ('alexander', 5412), ('restrict', 5413), ('irishry', 5414), ('rec', 5415), ('forncast', 5416), ('dale', 5417), ('einstein', 5418), ('hoppo', 5419), ('duel', 5420), ('refinery', 5421), ('consumption', 5422), ('postern', 5423), ('withdraw', 5424), ('bottleneck', 5425), ('prove', 5426), ('disprove', 5427), ('fro', 5428), ('discussion', 5429), ('eulalia', 5430), ('replan', 5431), ('vault', 5432), ('enhancement', 5433), ('azerbaijani', 5434), ('sterno', 5435), ('selectively', 5436), ('bu', 5437), ('tuesday', 5438), ('propose', 5439), ('facilitate', 5440), ('engr', 5441), ('poz', 5442), ('jimp', 5443), ('jive', 5444), ('eternal', 5445), ('rebalancing', 5446), ('nongame', 5447), ('finding', 5448), ('surprised', 5449), ('mr', 5450), ('decrease', 5451), ('accuracy', 5452), ('apl', 5453), ('tappet', 5454), ('kw', 5455), ('incompatibility', 5456), ('novel', 5457), ('planktonic', 5458), ('telecomputer', 5459), ('andre', 5460), ('originate', 5461), ('derive', 5462), ('ufs', 5463), ('populates', 5464), ('erg', 5465), ('romanian', 5466), ('slovakian', 5467), ('maestoso', 5468), ('ccw', 5469), ('fluvio', 5470), ('rafael', 5471), ('laria', 5472), ('porrigo', 5473), ('marcia', 5474), ('douglas', 5475), ('placid', 5476), ('grateful', 5477), ('ibis', 5478), ('meruit', 5479), ('penclerk', 5480), ('aria', 5481), ('spoken', 5482), ('skuse', 5483), ('retain', 5484), ('melbourne', 5485), ('lowville', 5486), ('thermal', 5487), ('displace', 5488), ('mazda', 5489), ('republish', 5490), ('permistion', 5491), ('elia', 5492), ('bosch', 5493), ('raughty', 5494), ('inshore', 5495), ('nizam', 5496), ('shahid', 5497), ('nawab', 5498), ('unsaved', 5499), ('hests', 5500), ('kathal', 5501), ('heinz', 5502), ('eulogic', 5503), ('lucinda', 5504), ('bredi', 5505), ('stoury', 5506), ('reclang', 5507), ('protype', 5508), ('extends', 5509), ('replaces', 5510), ('aug', 5511), ('prioritize', 5512), ('metalism', 5513), ('rebuilt', 5514), ('stun', 5515), ('mammet', 5516), ('klutz', 5517), ('canfield', 5518), ('describes', 5519), ('tup', 5520), ('comm', 5521), ('lid', 5522), ('generation', 5523), ('zori', 5524), ('ziff', 5525), ('sump', 5526), ('beshrouded', 5527), ('distort', 5528), ('complex', 5529), ('lu', 5530), ('backache', 5531), ('jin', 5532), ('rong', 5533), ('hong', 5534), ('kong', 5535), ('arpanet', 5536), ('hongkong', 5537), ('chun', 5538), ('reinterest', 5539), ('snitz', 5540), ('buzzing', 5541), ('iba', 5542), ('jure', 5543), ('heuristic', 5544), ('algorithm', 5545), ('untrustworthy', 5546), ('prevalence', 5547), ('few', 5548), ('sensitivity', 5549), ('encrypts', 5550), ('aes', 5551), ('decrypt', 5552), ('embed', 5553), ('persistence', 5554), ('ladybird', 5555), ('schist', 5556), ('hocus', 5557), ('creates', 5558), ('article', 5559), ('beset', 5560), ('avast', 5561), ('bitmap', 5562), ('unconfirmed', 5563), ('speculation', 5564), ('deride', 5565), ('emanates', 5566), ('schiz', 5567), ('conclusive', 5568), ('analyse', 5569), ('enumerate', 5570), ('vodka', 5571), ('tar', 5572), ('bz', 5573), ('peg', 5574), ('slite', 5575), ('pom', 5576), ('wallet', 5577), ('divus', 5578), ('xylem', 5579), ('pps', 5580), ('pam', 5581), ('dcb', 5582), ('lay', 5583), ('aldm', 5584), ('sld', 5585), ('salited', 5586), ('daff', 5587), ('cadua', 5588), ('nozi', 5589), ('lila', 5590), ('pompatic', 5591), ('blee', 5592), ('indows', 5593), ('nod', 5594), ('lgth', 5595), ('nom', 5596), ('gugu', 5597), ('adp', 5598), ('lug', 5599), ('whereby', 5600), ('neologian', 5601), ('unexpected', 5602), ('apparent', 5603), ('succeed', 5604), ('mortify', 5605), ('campbell', 5606), ('spec', 5607), ('luxembourg', 5608), ('brl', 5609), ('col', 5610), ('wester', 5611), ('regulation', 5612), ('bonus', 5613), ('arrow', 5614), ('handhold', 5615), ('pathname', 5616), ('unsure', 5617), ('offside', 5618), ('overwrite', 5619), ('restores', 5620), ('defray', 5621), ('pitau', 5622), ('seep', 5623), ('cab', 5624), ('imply', 5625), ('forum', 5626), ('rondel', 5627), ('telephonic', 5628), ('hooked', 5629), ('microscope', 5630), ('sod', 5631), ('tineman', 5632), ('awhile', 5633), ('income', 5634), ('clearing', 5635), ('mailer', 5636), ('pieta', 5637), ('sector', 5638), ('sura', 5639), ('betsy', 5640), ('portuguese', 5641), ('arrangement', 5642), ('altogether', 5643), ('measurement', 5644), ('pilaff', 5645), ('prn', 5646), ('kart', 5647), ('retrot', 5648), ('subscription', 5649), ('maintains', 5650), ('applicant', 5651), ('plane', 5652), ('elne', 5653), ('gebbie', 5654), ('wive', 5655), ('reit', 5656), ('thema', 5657), ('habe', 5658), ('nowch', 5659), ('immit', 5660), ('kischen', 5661), ('zeist', 5662), ('ich', 5663), ('terrasse', 5664), ('dau', 5665), ('heating', 5666), ('argentina', 5667), ('slype', 5668), ('analyser', 5669), ('behale', 5670), ('enviroment', 5671), ('wesley', 5672), ('tomin', 5673), ('ceroma', 5674), ('benjamin', 5675), ('emys', 5676), ('tyloma', 5677), ('charmer', 5678), ('potiche', 5679), ('troy', 5680), ('warking', 5681), ('ecca', 5682), ('apis', 5683), ('paraments', 5684), ('marrow', 5685), ('soldo', 5686), ('houseboy', 5687), ('zincode', 5688), ('postpone', 5689), ('broad', 5690), ('band', 5691), ('timestamp', 5692), ('spoof', 5693), ('micro', 5694), ('lobby', 5695), ('beside', 5696), ('pat', 5697), ('noblemem', 5698), ('hardly', 5699), ('logan', 5700), ('margin', 5701), ('gilbert', 5702), ('maizer', 5703), ('occasionally', 5704), ('ung', 5705), ('tige', 5706), ('lapel', 5707), ('exon', 5708), ('phase', 5709), ('hying', 5710), ('decision', 5711), ('cpl', 5712), ('sop', 5713), ('pastry', 5714), ('visitable', 5715), ('ob', 5716), ('drawer', 5717)])\n",
      "----------------------------------------------------------------------------------------------------\n",
      "generating word2vec embeddings\n",
      "----------------------------------------------------------------------------------------------------\n",
      "words not found in embedding_model : ['misconfiguration']\n",
      "words not found in embedding_model : ['misconfiguration', 'office365']\n",
      "words not found in embedding_model : ['misconfiguration', 'office365', 'office2010']\n",
      "Number of unique words in embedding: 5718, shape of each embedding: 50\n",
      "----------------------------------------------------------------------------------------------------\n",
      "generating fasttext embeddings\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Number of unique words in embedding: 5718, shape of each embedding: 50\n"
     ]
    }
   ],
   "source": [
    "data_words = list(sent_to_words(Full_summary))\n",
    "x, y, dict_vocab = convert_input_data_labels(new_df.CD_Lem_token_combined, new_df.target_label)\n",
    "print(dict_vocab.items())\n",
    "embedding_matrix = np.zeros((len(dict_vocab)+1, embedding_vector_size))\n",
    "embeddings_w2v = get_word_embedding(embed_model=\"word2vec\", sentences=data_words, vect_size= embedding_vector_size, dict_vocab=dict_vocab)\n",
    "embeddings_fasttext = get_word_embedding(embed_model=\"fasttext\", sentences=data_words, vect_size= embedding_vector_size, dict_vocab=dict_vocab)\n",
    "embeddings = np.zeros((len(dict_vocab)+1, embedding_vector_size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zFtk_5EsYbAa"
   },
   "outputs": [],
   "source": [
    "def LSTM_Model(input_dim, output_dim, max_sent_length, out_length, weights):\n",
    "    #input_text = Input(shape=(max_sent_length), dtype=tensorflow.int64)\n",
    "    input_text = Input(shape=(max_sent_length), )\n",
    "\n",
    "    embedding = Embedding(input_dim=input_dim, output_dim=output_dim, input_length=max_sent_length, weights=[weights], trainable=False)(input_text)\n",
    "    \n",
    "    unidirectional_lstm = LSTM(units=256)(embedding)\n",
    "    \n",
    "    dropout = Dropout(0.2)(unidirectional_lstm)\n",
    "  \n",
    "    activation_layer = Dense(128, activation='relu')(dropout)\n",
    "\n",
    "    out = Dense(out_length, activation='softmax')(activation_layer)\n",
    "\n",
    "    model = Model(input_text, out)\n",
    "    model.compile(loss='sparse_categorical_crossentropy',optimizer='Adagrad', metrics=['accuracy'])\n",
    "    #print(\"LSTM \" + weights + \"summary\\n\")\n",
    "    model.summary()\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "xL9ym0W3YgK0"
   },
   "outputs": [],
   "source": [
    "  def Bidirect_LSTM_Model(input_dim, output_dim, max_sent_length, out_length, weights):\n",
    "    #input_text = Input(shape=(max_sent_length), dtype=tensorflow.int64)\n",
    "    input_text = Input(shape=(max_sent_length), )\n",
    "\n",
    "    embedding = Embedding(input_dim=input_dim, output_dim=output_dim, input_length=max_sent_length, weights=[weights], trainable=False)(input_text)\n",
    "    \n",
    "    bidirectional_lstm = Bidirectional(LSTM(units=256))(embedding)\n",
    "    \n",
    "    dropout = Dropout(0.2)(bidirectional_lstm)\n",
    "  \n",
    "    activation_layer = Dense(128, activation='relu')(dropout)\n",
    "\n",
    "    out = Dense(out_length, activation='softmax')(activation_layer)\n",
    "\n",
    "    model = Model(input_text, out)\n",
    "    model.compile(loss='sparse_categorical_crossentropy',optimizer='sgd', metrics=['accuracy'])\n",
    "    #print(\"Bi directional LSTM \" + weights + \" summary\\n\")\n",
    "    model.summary()\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "QSWGv2ZMYlZo"
   },
   "outputs": [],
   "source": [
    "def Bidirect_GRU_Model(input_dim, output_dim, max_sent_length, out_length, weights):\n",
    "  \n",
    "  input_text = Input(shape=(max_sent_length), )\n",
    "  \n",
    "  embedding = Embedding(input_dim=input_dim, output_dim=output_dim, input_length=max_sent_length, weights=[weights], trainable=False)(input_text)\n",
    "    \n",
    "  bidirectional_gru = Bidirectional(GRU(units=256))(embedding)\n",
    "    \n",
    "  dropout = Dropout(0.2)(bidirectional_gru)\n",
    "    \n",
    "  activation_layer = Dense(128, activation='relu')(dropout)\n",
    "  \n",
    "  out = Dense(out_length, activation='softmax')(activation_layer)\n",
    "  \n",
    "  model = Model(input_text, out)\n",
    "  model.compile(loss='sparse_categorical_crossentropy',optimizer='Adagrad', metrics=['accuracy'])\n",
    "  #print(\"Bi directional GRU \" + weights + \"summary\\n\")\n",
    "\n",
    "  model.summary()\n",
    "  return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "diu0n1nJhatb"
   },
   "outputs": [],
   "source": [
    "def run_model_prediction(model, x_test, y_test):\n",
    "  y_pred = model.predict(x_test)\n",
    "  y_pred = [i.argmax() for i in y_pred]\n",
    "  accuracy = metrics.accuracy_score(y_test, y_pred)\n",
    "  #loss = metrics.log_loss(y_test, y_pred)\n",
    "  print(\"Accuracy is: {}\".format(accuracy))\n",
    "  return accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tdYMQGkKhdNl",
    "outputId": "ea37c5c5-bfc6-4118-e3ba-4eab06e208ea"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of x_train: (5179, 100), x_test: (1295, 100), y_train: (5179,), y_test: (1295,)\n"
     ]
    }
   ],
   "source": [
    "# create train and test data sets\n",
    "x_train, x_test, y_train, y_test = create_train_test_data(x, y, 0.2)\n",
    "print(\"shape of x_train: {}, x_test: {}, y_train: {}, y_test: {}\".format(x_train.shape, x_test.shape, y_train.shape, y_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QFCleEDoY0tC",
    "outputId": "69e4c5d7-4fc4-44d7-8d43-bb10f2ff38ae"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_35\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_18 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_17 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "lstm_13 (LSTM)               (None, 256)               314368    \n",
      "_________________________________________________________________\n",
      "dropout_17 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_34 (Dense)             (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "dense_35 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 642,581\n",
      "Trainable params: 356,681\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n",
      "Model: \"functional_37\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_19 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_18 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "lstm_14 (LSTM)               (None, 256)               314368    \n",
      "_________________________________________________________________\n",
      "dropout_18 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_36 (Dense)             (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "dense_37 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 642,581\n",
      "Trainable params: 356,681\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "out_length = len((pd.Series(new_df.target_label)).unique())\n",
    "lstm_model_w2v = LSTM_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_w2v)\n",
    "lstm_model_fasttext = LSTM_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_w2v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "wI_u49OrY6uc",
    "outputId": "7332da59-5a7c-46b3-8a8c-f614c0b1b07a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_39\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_20 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_19 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "bidirectional_10 (Bidirectio (None, 512)               628736    \n",
      "_________________________________________________________________\n",
      "dropout_19 (Dropout)         (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_38 (Dense)             (None, 128)               65664     \n",
      "_________________________________________________________________\n",
      "dense_39 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 989,717\n",
      "Trainable params: 703,817\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n",
      "Model: \"functional_41\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_21 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_20 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "bidirectional_11 (Bidirectio (None, 512)               628736    \n",
      "_________________________________________________________________\n",
      "dropout_20 (Dropout)         (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_40 (Dense)             (None, 128)               65664     \n",
      "_________________________________________________________________\n",
      "dense_41 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 989,717\n",
      "Trainable params: 703,817\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "bi_lstm_model_w2v = Bidirect_LSTM_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_w2v)\n",
    "bi_lstm_model_fasttext = Bidirect_LSTM_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_fasttext)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "SarPPRA1hndR",
    "outputId": "78a164cf-e7b6-4af1-a3ab-201dc5156d84"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"functional_33\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_17 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_16 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "bidirectional_10 (Bidirectio (None, 512)               473088    \n",
      "_________________________________________________________________\n",
      "dropout_16 (Dropout)         (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_32 (Dense)             (None, 128)               65664     \n",
      "_________________________________________________________________\n",
      "dense_33 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 834,069\n",
      "Trainable params: 548,169\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n",
      "Model: \"functional_35\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_18 (InputLayer)        [(None, 100)]             0         \n",
      "_________________________________________________________________\n",
      "embedding_17 (Embedding)     (None, 100, 50)           285900    \n",
      "_________________________________________________________________\n",
      "bidirectional_11 (Bidirectio (None, 512)               473088    \n",
      "_________________________________________________________________\n",
      "dropout_17 (Dropout)         (None, 512)               0         \n",
      "_________________________________________________________________\n",
      "dense_34 (Dense)             (None, 128)               65664     \n",
      "_________________________________________________________________\n",
      "dense_35 (Dense)             (None, 73)                9417      \n",
      "=================================================================\n",
      "Total params: 834,069\n",
      "Trainable params: 548,169\n",
      "Non-trainable params: 285,900\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#create GRU model using word2vec and fasttext word embeddings\n",
    "gru_model_w2v = Bidirect_GRU_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_w2v)\n",
    "gru_model_fasttext = Bidirect_GRU_Model(input_dim=embeddings.shape[0],output_dim=embeddings.shape[1],\n",
    "                        max_sent_length=max_sent_length,out_length=out_length,weights=embeddings_fasttext)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "9_qX260hhrLz"
   },
   "outputs": [],
   "source": [
    "def plot_train_accuracy_loss(train_model, model_name):\n",
    "  plt.plot(train_model.history['accuracy'])\n",
    "  plt.plot(train_model.history['val_accuracy'])\n",
    "\n",
    "  plt.ylabel('accuracy')\n",
    "  plt.xlabel('epoch')\n",
    "  plt.title(model_name +' model accuracy')\n",
    "  plt.legend(['train','test'], loc='upper left')\n",
    "  plt.show()\n",
    "\n",
    "  plt.plot(train_model.history['loss'])\n",
    "  plt.plot(train_model.history['val_loss'])\n",
    "\n",
    "  plt.ylabel('loss')\n",
    "  plt.xlabel('epoch')\n",
    "  plt.title(model_name +' model loss')\n",
    "\n",
    "  plt.legend(['train','test'], loc='upper left')\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "fPki_b4BiEQS"
   },
   "outputs": [],
   "source": [
    "num_of_epoch = 10\n",
    "lstm_model_w2v_train = lstm_model_w2v.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)\n",
    "lstm_model_fasttext_train = lstm_model_fasttext.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "xZTmpzEmiFYi"
   },
   "outputs": [],
   "source": [
    "bi_lstm_model_w2v_train = bi_lstm_model_w2v.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)\n",
    "bi_lstm_model_fasttext_train = bi_lstm_model_fasttext.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "k23a4aiOiKp6"
   },
   "outputs": [],
   "source": [
    "gru_model_w2v_train = gru_model_w2v.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)\n",
    "gru_model_fastext_train = gru_model_fasttext.fit(x_train, y_train, batch_size=100, epochs=num_of_epoch, verbose=0, validation_split=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "U3V_FEg84C1k",
    "outputId": "41f1abe3-5283-487e-8d47-fe5f18aca6c8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of unidirectional LSTM model with word2vec\n",
      "Accuracy is: 0.4548262548262548\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of unidirectional LSTM model with fasttext\n",
      "Accuracy is: 0.4555984555984556\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"predicting accuracy of unidirectional LSTM model with word2vec\")\n",
    "lstm_w2v_accuracy = run_model_prediction(lstm_model_w2v, x_test, y_test)\n",
    "plot_train_accuracy_loss(lstm_model_w2v_train, 'lstm_model_w2v')\n",
    "\n",
    "print(\"predicting accuracy of unidirectional LSTM model with fasttext\")\n",
    "lstm_fasttext_accuracy = run_model_prediction(lstm_model_fasttext, x_test, y_test)\n",
    "plot_train_accuracy_loss(lstm_model_fasttext_train, 'lstm_model_fasttext')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "2MmXbXxQ4Fck",
    "outputId": "5b7ce91f-f3d6-45db-d8c7-de81ae44890f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of bidirectional LSTM model with word2vec\n",
      "Accuracy is: 0.4749034749034749\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXxU5b348c9k31eSAElIWL+ACyAIuCtWq5ZKxQ0pCK2t/bW1avX23tq71Ovtvde2t7a9rV3UXhXcRVzbirQqbojsKsuXHRKWEMKShJB9fn+ck2QSJjBJZjJZvu/X67wyOec5Z74zSeab53nO8zwer9eLMcYY01ZEuAMwxhjTM1mCMMYY45clCGOMMX5ZgjDGGOOXJQhjjDF+WYIwxhjjlyUIY4wxflmC6KdEZJeIfKGdYxeJiHblGr2diMwXkQ8CLPuEiPwk1DH1JCJyv4g8FWDZd0XkG129jul+UeEOwPQ8qvo+IMG4logUAjuBaFWtD8Y1+zIR+RJwH3AmUA28AXxfVSvCGpjpl6wGYUzPkgr8BBgMjAFygZ+HNSLTb1kNon87V0T+FxgEvAJ8W1WrReRS4ClVzQv0QiIyGfgdMAo4ATytqvcA77lFjooIwBU4tZNvAp8AXwMOA3Pcc/8DiAV+oKpPnuY5nwCqgKHARcB64Hrgh8A8oAS4RVXXuuXHAL8HxgN7gftU9TX3WCbwOHApsBlY0ua5RgO/ASYCpcC/quoLHXh/lgH/q6ovicgFwAfAdFX9s4hcDvxCVcer6jM+p1WJyKPAv7vXuNl9Xyb5XPf7wGWqeq2f53zXfZ5pwNnAO8B84H+BLwMK3Kiqu9zy5wO/xvk5bAHuUtWP3GNDgSeAc4CP3XN9n2sq8BAwFtjtnvtuoO+Pz3WuBf4bJzGuw/md3OQe+yfgTiAF2Ad8R1X/forfPdNFVoPo374KfBEYjvPH9S9duNavgV+raop7vaYPz4vdr2mqmqSqy93vpwCfApnAM8BzwLnACJxk8VsRSQrgeW9y4x4A1ADLgTXu94twPrQQkWjgdeAtIBv4HvC0uFkLeBinSWcQ8HV3wz03EVjqxpkNzAJ+JyJjA3ljXMtwkg/AJcAOWt6bS9zj/lwMbHAfv+6EIyN9js9242rPLGAuzgfucJz353EgA9gE/BjnohnAn3GSRybO+/ZnN3HiPsdqnPf1P3ASMO65ue65P3Gv+w/ASyKSdYq4TiIio4BngbuBLOAvwOsiEuP+nO4AzlXVZJzf213uqe397pkusgTRv/1WVYtU9TDwn8AtXbhWHTBCRAaoaqWqfnya8jtV9XFVbQCeB/KBB1S1RlXfAmpxksXpvKyqq1W1GngZqFbVBT7XneCWmwokAQ+qaq2qvo3Tvn+LiETi1Dz+TVWPq+rngG/tZTqwy4233q2RvATcGEB8TZbhJAJwPvT/2+d7vwlCRK7A+SD+NwBVrQJexf05uYliNPDaKZ73cVXdrqrHgL8C21X1b25/0Iu0vD9fAraq6kL3NT6LU5P6sogMwUne/+r+fN7DSVZN5gB/UdW/qGqjqi4FVgHXBPrmuG4G/qyqS1W1DvgfIB44H2jAqVmOFZFoVd2lqtvd8zr6u2cCZAmifyvyebwbp927s27DqYVsFpGVIjL9NOVLfB6fAFDVtvsCqUG0Pae9awwGilS10ef4bpz/rLNwmlvbvh9NCoApInK0acOpfQ0MIL4my4FRIpKD08S1AMgXkQHAZFqa4oDmJptngBtUdYvPoWdoSeSzgVfcxNGejrw/vq8ZWt6fwcARVT3e5liTAuDGNu/PhTi1sY5oFYP7syoCclV1G07N4n7goIg8JyJNv68d/d0zAbI+iP4t3+fxEJx23U5R1a04/41HADOBRW7zRE+ZT34fzgdyhE+SGILT1l4K1OO8H5t9jjUpApap6hWdfXJVrRKR1cBdwOeqWisiHwH34PxXf6iprIhMwKkVfF1V/97mUkuBLBEZj5Movt/ZmNrYh/NB72sI8CawH0gXkUSfJDGElp9tEbBQVb8ZhBjOavpGRDw4P5O9AG7/zDMikgL8EfgpMLe93702Cc10giWI/u27IvIGTkfvP+M0yXSKiMwBlqhqqfsfJEAjzodvIzAM58M4XFbgvM5/FJFfABfgdNSeq6oNIrIYuF9Evg4U4jTt7HLPfQN4UETm4vSVgFMLqGzqQA3QMpx29Ka7kt7FaWpa2FRARM7E+VD+nqq+3vYCqlonIi+618jASRjB8BfgNyIyG6cN/3qcDuc3VPWQiKwC/l1EfoRT4/kyLU1bTwErReSLwN+AaJwmvW2qWtyBGF4Afuh22r+Hk0xrgI/cPohc4EOcvqITQCSc8nfPdJE1MfVvz+B02u4AtuN0MnbWVcAGEanE6TScpaon3OaP/wQ+dJsfpnY16M5Q1VqcD7WrgUM4d73cqqpNNYY7cJpbDuDcrfO4z7kVwJU4Hb773DI/xWkT74hlQDItzUltvwe4F6fJ608iUuluG1pfhmeALwAvBmtsiaqW4fS13AuUAf+Ic5dVU81mNs6NBYdxOrYX+JxbBMwAfoTzD0ER8AM6+PmiqorTn/EbnJ/Rl4Evuz+7WOBBd/8BnJsF7nNP9fu715HnNv55bEU5Y4wx/lgNwhhjjF/WB2Ha5d7euLGdw2NVdU83xLCBkztPAb6lqk+H+vk7wm2f/5GfQ++r6tXdHY8xXWVNTMYYY/wKeQ3CHYS0CtirqtPbHLsH+AbOLYalOLf17XaPNQCfuUX3+JtKoK0pU6Z4c3Nzgxm+Mcb0aRs2bDikqn5HvXdHE9NdOEP6U/wcWwtMcu8R/zbwM5zRlAAnVHV8R54oNzeXxYsXdylYY4zpT0Sk7QDJZiHtpBaRPJwh/I/5O66q7/iMAv0YCHhyOGOMMaEV6hrEr3Dup04OoOxtOHPFNIlzB+fU48yf84q/k0TkduB2gMGDuzJThDHGGF8hq0G486EcVNXVAZSdA0yi9bz3Be60xrOBX4nIcH/nquojqjpJVSelp6cHI3RjjDGEtgZxAXCtiFwDxAEpIvKUqs7xLeQuWfnPwCWqWtO0X1Wb5l/Z4c5rPwFntG+H1NXVUVxcTHV1dedfSS8QFxdHXl4e0dHR4Q7FGNNHhCxBqOp9uEPh3QVo/sFPcpiAM+nWVap60Gd/OlClqjXubJcX4HRgd1hxcTHJyckUFhbi8Xg692J6OK/XS1lZGcXFxQwdOjTc4Rhj+ohuH0ktIg+4q0aB06SUBLwoIutEpGnyrzHAKhFZj7MK1oOq2t6ArVOqrq4mMzOzzyYHAI/HQ2ZmZp+vJRljule3jKR2lx581338bz77v9BO+Y/wmfa3q/pycmjSH16jMaZ72VxMQPmJOmrrG8IdhjHG9CiWIIAD5dXsOXyCUEw7Ul5eztNPd3zKoG9+85uUl5cHPR5jjAmUJQggMzGGqtp6KmqCMrV+K+Xl5Tz77LMn7a+vP/VzPfroo6Sk+Bt8bowx3cNmcwXSE2Moraih5Fg1ybFRQW3P/8UvfsGePXuYMWMGUVFRxMbGkpKSws6dO1myZAnf+c53OHDgADU1Ndx6663cfLMz08i0adNYtGgRVVVVfPOb32TixImsXbuWnJwcfve73xEXFxe0GI0xxp9+lSBeWl3MC6uK/B6rb/RSU9dAXHQkkRGBJ4ibJuVz/cT2Zwi599572bp1K6+++iorVqzgW9/6Fq+//jr5+c5y0P/1X/9FWloa1dXV3HDDDVx55ZW0HfC3e/duHnroIX7yk59w1113sWTJEmbMmBFwjMYY0xn9KkGcSlSEhzqPh9qGRuIjIkP2PGeddVZzcgBYuHAhS5c6ywrv37+f3bt3n5Qg8vLyGDNmDABnnHEGe/fuDVl8xhjTpF8liOsn5p3yv/2jVbXsOVzFkIwE0hJiQhJDQkJC8+MVK1bw0Ucf8fzzzxMfH8/cuXOpqak56ZyYmJZYIiMj/ZYxxphgs05qH6nx0cRFR1JSXhO0O5oSExM5fvy432MVFRWkpqYSHx/P9u3bWbduXVCe0xhjgqFf1SBOx+PxkJMSx+6y4xypqiMjseu1iPT0dM455xymT59ObGwsAwYMaD528cUX89xzz3H11VczdOhQxo/v0PIXxhgTUn1qydGZM2d62y4YtGnTpub2+0B4vV62HaykodHLqIHJRPSiEcodfa3GGCMiq92Zs09iTUxteDweclLjqG1o5Mjx2nCHY4wxYWMJwo/k2CgSYqI4WFFDY2PfqWEZY0xHWILww+PxMDAllrqGRg5bLcIY009ZgmhHUlw0SbFOLaLBahHGmH7IEsQp5KTEUd/YSNlxG3dgjOl/LEGcQmJsFMlx0ZRW1NDQ2BjucIwxpltZgjiNnJRYGhq9HKrsXF9EZ6f7BnjiiSc4ceJEp841xpiusgRxGgkxUaTGR3Oooob6ho7XItqb7jsQCxYssARhjAkbG0kdgOyUOI6dqOBQZQ0DU+M7dK7vdN/nn38+mZmZ/PWvf6W2tpYrrriCO++8k6qqKu6++24OHDhAY2Mj3/nOdzh06BAHDx5k3rx5pKWlsXDhwhC9OmOM8S/kCUJEIoFVwF5Vnd7mWCywAJgIlAE3q+ou99h9wG1AA3Cnqi7pcjDrnoW1T3X4tHhgVH0DDY1eGmMiicBndPWEOTD+lnbP9Z3u+4MPPmDJkiUsWrQIr9fLt7/9bVauXMnhw4fJzs7mkUceAZw5mpKTk3niiSd48sknycjI6HDMxhjTVd3RxHQXsKmdY7cBR1R1BPBL4KcAIjIWmAWcAVwF/M5NNGETExmB1wt19Z3vrP7www/58MMP+cpXvsJ1113Hjh072LVrF6NGjeKjjz7i5z//OatWrSI5OTmIkRtjTOeEtAYhInnAl4D/BO7xU2QGcL/7eBHwWxHxuPufU9UaYKeIbAMmA8u7FND4W0753/6pRABHDldx9EQdo3OSiY7qeG71er3cfvvtzJo166RjixcvZtmyZfzqV79i6tSp3HHHHZ2K0xhjgiXUNYhfAf8ItPdvdy5QBKCq9cAxINN3v6vY3RdWOSmx4IWDFYGPi/Cd7vvCCy/kpZdeav6+pKSEsrIySkpKiI+PZ8aMGdx2221s3LjxpHONMaa7hawGISLTgYOqulpELg3h89wO3A4wePDgUD0NADFRkWQkRnO4qpas5Bhiok7f6uU73fdFF13E9OnTm2sQCQkJ/PznP2f37t387Gc/IyIigqioKO6//34AbrrpJr7xjW+QnZ1tndTGmG4XyiamC4BrReQaIA5IEZGnVHWOT5m9QD5QLCJRQCpOZ3XT/iZ57r6TqOojwCPgTPcd9FfRRlZyHIer6jhYXkNeRsLpT8C5k8nXvHnzWn0/ZMgQLrroopPOmzt3LnPnzu18sMYY0wUha2JS1ftUNU9VC3E6nN9ukxwAXgOaPi1vcMt43f2zRCRWRIYCI4FPQhUrx/ZCdXlARWOiIshMjOFIVR01dQ0hC8kYY8Kt2wfKicgDInKt++2fgEy3E/oe4IcAqroBeAHYCLwJfFdVQ/dpXFsJ5fsgwMWTspJj8XigpAN9EcYY09t0y0A5VX0XeNd9/G8++6uBG9s55z9x7n7qMq/Xi+dUK8MlZMKxIqirgpjE014vOjKCzKQYSitqyE6OJS46rHfgAgRtDW1jjGnS56faiIuLo6ys7NQfoPHp4ImAqrKAr5uVFEukx0NJeXUQouwar9dLWVkZcXFx4Q7FGNOH9PmpNvLy8iguLqa0tPTUBasqoe4gpFQ4ySIAlSfq2Fddz9HkWGI6MS4imOLi4sjLywtrDMaYvqXPJ4jo6GiGDh16+oJ718Cj18CXHoJzbwvo2uXVdVz003eYWJDO/80/t4uRGmNMz9Lnm5gCNngCDDwbVj8ecGd1Slw0t188jLc3H2T17iMhDtAYY7qXJYgmHg9MnA8HPoN9awI+bf75hWQmxvDQUg1dbMYYEwaWIHyddSNEJ8DqJwI+JTE2im9fOpwPt5WxfHvgndzGGNPTWYLwFZcCZ14Pn70U8MA5gDlTC8hJieWhpWq3mxpj+gxLEG1N/BrUHYfPFwV8Slx0JHdMG8nKXUd4b+uhEAZnjDHdxxJEW7nnQM5ZHWpmArh5Uj65afH84i2rRRhj+gZLEG15PDBxHuxfD/vWBnxaTFQEd10+kk+Lj7F0Y0kIAzTGmO5hCcKfs2+CqPgO1yJmnpNLYWYCDy3dQmOj1SKMMb2bJQh/4lLdzupFUFMR8GlRkRF8/4pRbD5QwZ8/2x/CAI0xJvQsQbRn4nxnltfPX+rQadPPHsyonCR++bct1Dd0fv1qY4wJN0sQ7cmbBNlndLiZKTLCwz1XjGJH6XFeXbcvNLEZY0w3sATRnqaR1fvWwr51HTr1i2cM5IzBKfzq71uos1qEMaaXsgRxKmffBFFxsObJDp3m8Xi498pRFB0+wYurikMUnDHGhJYliFOJT4MzZsKnL0JNZYdOvUyymTAkjd+8vZVqW5rUGNMLWYI4nYnzobYCNizu0Gkej4d/uFLYf6yaZz/ZE5rYjDEmhCxBnE7+ZMga0+HOaoDzh2cydVgGD7+znRO1VoswxvQuliBOx+OBSV+Dvath/6cdPNXDvVcKhyprWLB8V0jCM8aYUAnZinIiEge8B8S6z7NIVX/cpswvgcvcbxOAbFVNc481AJ+5x/ao6rWhivW0zr4Jlv6b01n9pV906NRzCzO4ZFQWf1i2ndlThpAcFx2iII0xJrhCWYOoAaap6jhgPHCViEz1LaCq31fV8ao6HvgN4NvQf6LpWFiTA0B8OpxxHXz6AtQe7/Dp91wxiiNVdTz+4a7gx2aMMSESsgShql5Vbbr1J9rdTjVB0S3As6GKp8smzoeactjwcodPHZefxhVjc3j0vR0craoNfmzGGBMCIe2DEJFIEVkHHASWquqKdsoVAEOBt312x4nIKhH5WES+cornuN0tt+rIkRCuC50/BbJGw6rHO3X6PVeMoqKmnkff3xHkwIwxJjRCmiBUtcFtPsoDJovIme0UnYXTR+F7q0+Bqk4CZgO/EpHh7TzHI6o6SVUnpaenBzX+VppGVu9d5axb3UFjBqUw/exBPP7hLsoqa4IfnzHGBFm33MWkqkeBd4Cr2ikyizbNS6q61/26A3gXmBDCEANz9s0QGQurOzayusndXxhFdV0Df1i2PciBGWNM8IUsQYhIlog03ZEUD1wBbPZTbjSQDiz32ZcuIrHu4wHABcDGUMUasIQMOOMr8OnzUFvV4dNHZCdx3YQ8FizfTUl5dQgCNMaY4AllDWIQ8I6IfAqsxOmDeENEHhAR37uSZgHPqapvB/YYYJWIrMepeTyoquFPENClzmqAuy4fSUOjl4ff2RbcuIwxJsg8fWn95JkzZ3oXL+7YlBgd5vXCw5MhLg2+sbRTl7hv8WcsWl3EO/9wKXnpCUEO0BhjAiciq93+3pPYSOqOauqsLv4ESjZ06hLfmzYCDx5+83erRRhjei5LEJ0x7haIjOl0Z/XgtHhmTxnCojXF7DrU8YF3xhjTHSxBdEZCBoydAZ8+16nOaoDvXDac6EgPv/771iAHZ4wxwWEJorMmzofqY7Dx1U6dnp0cx7zzC3ll3V62llQENzZjjAkCSxCdVXABZI7o1DTgTb518XASoiP55d+2BC8uY4wJEksQndXUWV30MRzc1KlLZCTGcNuFQ/nLZwf4fO+x4MZnjDFdZAmiK8bN7lJnNcBtFw0jJS6KXy61WoQxpmexBNEViZkw5suw/lmoO9GpS6TGR/OtS4bz980HWbMnhJMNGmNMB1mC6KqJ86H6KGx8rdOXmH9+IRmJMVaLMMb0KJYguqrwIsgY1qXO6sTYKL5z6XDe33qIT3YeDl5sxhjTBZYguqqps3rPR1Cqnb7MnKkFpCVE8/iHO4MXmzHGdIEliGAYNxsiorvUWR0XHcnN5+bz1sYS9h3tXH+GMcYEkyWIYEjKgjHTYf0zUNf5abznTCmg0evlmRV7ghicMcZ0jiWIYJn4NThxBDa93ulL5GckcPnobJ5buYea+obTn2CMMSFkCSJYmjurO7dmdZNbzyvkUGUtf/3sQJACM8aYzrEEESwREXDOPNj9IZR2/nbVC0cMYNiARJ5cvitooRljTGdYggim8V91OqvXdL6zOiLCw5ypBazdc5TPim36DWNM+FiCCKakLBj9JVjXtc7q6yfmkRATyYLlu4IWmjHGdJQliGCbOB9OHIbNb3T6Eqnx0Vw3IZdX1+/jyPHa4MVmjDEdEBWqC4tIHPAeEOs+zyJV/XGbMvOBnwN73V2/VdXH3GPzgH9x9/9EVTvfbtOdhl4C6YXOyOqzbuj0ZW49r5CnV+zh+VVF/L9LhgctPGOMCVQoaxA1wDRVHQeMB64Skal+yj2vquPdrSk5ZAA/BqYAk4Efi0h6CGMNnqbO6l3vw6HOrzktA5OZMjSDhct309DoDWKAxhgTmJAlCFX1qmql+220uwX6SfdFYKmqHlbVI8BS4KoQhBka478KEVGw5okuXWbe+YXsPXqCdzYfDE5cxhjTASHtgxCRSBFZBxzE+cBf4afY9SLyqYgsEpF8d18uUORTptjd5+85bheRVSKy6siRHjJddnIOyDVOZ3V9Tacvc8XYHAamxNktr8aYsAhpglDVBlUdD+QBk0XkzDZFXgcKVfVsnFpCh/sZVPURVZ2kqpPS03tQK9TE+VBV1qXO6ujICGZPGcL7Ww+xo7Ty9CcYY0wQdctdTKp6FHiHNs1Eqlqmqk3/Yj8GTHQf7wXyfYrm0dKR3TsMuwzShnRpGnCAWZPziY70sPDj3cGJyxhjAhSyBCEiWSKS5j6OB64ANrcpM8jn22uBpsWdlwBXiki62zl9pbuv92jqrN75HpRt7/RlspPjuOasQSxaVczxmvogBmiMMacWyhrEIOAdEfkUWInTB/GGiDwgIte6Ze4UkQ0ish64E5gPoKqHgf9wz1sJPODu610mzAFPZJdGVoNzy2tFTT0vr+1dlShjTO/m8Xr7zi2UM2fO9C5evDjcYbT23Fdhz8dwzyaIiunUJbxeL9N/8wF1DY0suftiPB5PkIM0xvRXIrJaVSf5O2YjqUNt4teg6hDonzt9CY/Hw7zzCtlSUskKW5LUGNNNLEGE2vDLILXrndXXjh9MWkK0zc9kjOk2liBCLSISzrkVdrwLh3d0+jJx0ZHcPCmfJRtK2H/MliQ1xoSeJYjuMOGrbmf1gi5dZs5UW5LUGNN9LEF0h5TBMOoqWPsU1Hd+dtb8jASmSTbPfmJLkhpjQs8SRHeZOB+Ol8KWv3bpMree7yxJ+ubntiSpMSa0LEF0lxGXQ0oerOramtUXjRhAYWYCT360KzhxGWNMOyxBdJfmzup34PDOzl8mwsPc8wpZs+con++1JUmNMaFjCaI7nTMXPBFd7qy+YWIe8dG2JKkxJrQCShAicpeIpIiIR0T+JCJrROTKUAfX5/h2VjfUdfoyqfHRXHdOLq+usyVJjTGhE2gN4uuqWo4zaV46MBd4MGRR9WUT58Pxg6Bd7Kw+r4Ca+kZeWFV0+sLGGNMJgSaIpsl/rgEWquoGn32mI0Z8AVJyuzyyevTAFCYPzeCpFbYkqTEmNAJNEKtF5C2cBLFERJKBxtCF1Yc1dVZvfxuO7OrSpeadV0jR4RO8q7YkqTEm+AJNELcBPwTOVdUqnPWlvxayqPq6CXPA44E1C7t0mSvPyCEnJZYnl9tiQsaY4As0QZwHqKoeFZE5wL8Ado9lZ6Xmwcgru9xZHR0ZwezJBby3pdSWJDXGBF2gCeL3QJWIjAPuBbYDXbtXs7+bOB8qD8CWri2Ud8sUZ0nSpz62+ZmMMcEVaIKoV1UvMAP4rao+DCSHLqx+YMQVkDy4y53V2clxXH3mIF5cXWRLkhpjgirQBFEhIvfh3N76ZxGJwOmHMJ0VGeUMnNv2Nzjatf/+551fQEV1Pa+ssyVJjTHBE2iCuBmowRkPcQDIA34esqj6iwlzna9d7Kw+Z0g6YwelsHD5bvrSErLGmPAKKEG4SeFpIFVEpgPVqmp9EF2Vlg8jr4C1C6Gh881DHo+HeecXsPlABZ/YkqTGmCCJCqSQiNyEU2N4F2eA3G9E5AequugU58QB7wGx7vMsUtUftylzD/ANoB4oxamh7HaPNQCfuUX3qOq1HXhdvcfE+fDcbNj6Foy+ptOXuXZcLv/1l80sWL6bKcMygxefMabfCrSJ6Z9xxkDMU9VbgcnAv57mnBpgmqqOA8YDV4nI1DZl1gKTVPVsYBHwM59jJ1R1vLv1zeQAMPKLkDSwy53V8TGR3DQpjzc3HODAsergxGaM6dcCTRARqq2G65ad7lxV9apq08350e7mbVPmHXfgHcDHOH0b/UtzZ/VSONq1eZWalyT9xG55NcZ0XUBNTMCbIrIEeNb9/mbgL6c7SUQigdXACOBhVV1xiuK3Ab4z2MWJyCqc5qcHVfWVdp7jduB2gMGDB58upJ5pwlx473+cgXOX3dfpyxRkJnKZZPPMij3ccdkIYqJsNndjTOcF2kn9A+AR4Gx3e0RV/ymA8xpUdTxOzWCyiJzpr5w7OnsSre+MKlDVScBs4FciMryd53hEVSep6qT09PRAXk7Pk17grDjXxc5qcGZ5PVRZw18/3x+k4Iwx/VXA/2Kq6kuqeo+7vdyRJ1HVo8A7wFVtj4nIF3D6OK5V1Rqfc/a6X3fgdI5P6Mhz9joT50P5XljbtZvDLh6ZRWFmAgttfiZjTBedsolJRCpo02/g8gBeVU05xblZQJ07f1M8cAXw0zZlJgB/BK7y7eMQkXSgSlVrRGQAcAGtO7D7nlFXw7BL4c/3QmIWjPlypy4TEeFhztQCfvLnTXy+9xhn5qYGNUxjTP9xygShql2ZTmMQ8KTbDxEBvKCqb4jIA8AqVX0Np0kpCXhRRKDldtYxwB9FpNE990FV3diFWHq+yCi4+WlY+BVY9HWY/QIMv6xTl7pxYj6/eGsLC5fv5qc3nB3kQI0x/YWnL428nTlzpnfx4sXhDqNrThyBx7/krBVx66uQf26nLnPf4s9YvKaYFT+6nLSEmODGaIzpM0RktdvfexK7zaWniZ7pXx0AABzaSURBVE+HuS9DUjY8fT0c+LxTl2lakvTFVcVBDtAY019YguiJknOc2kN0Iiy8Dsq2d/gSYwalMLkwg4Uf25KkxpjOsQTRU6UXwK2vQGM9LPgKHOv4TK23nl/AnsNVLNtiS5IaYzrOEkRPliUwd7HTL7HwOjhe1qHTv3jGQLKTY3nyI7vl1RjTcZYgerrBE2D283B0Nzw1E6rLAz41OjKC2VOGsGxLKbsOHQ9hkMaYvsgSRG9QeAHctABKPodnZ0HdiYBPnT15CFERHhZ+bLUIY0zHWILoLUZ9Ea77I+z+CF6YBw11AZ2WnRLH1WcN4oVVRVTV2pKkxpjAWYLoTc66AaY/BFuXwMvfgsaGgE6bd56zJOmr6/aFOEBjTF9iCaK3mfR1+MK/w+cvOdNyBDDQcWJBOmMGpfDkR7tsSVJjTMAsQfRGF94NF34fVj8Of//30xb3eDzMO89ZknTlriPdEKAxpi+wBNFbXf5jpzbxwS+d7TRmjM8lJS6KJ5fvCnloxpi+wRJEb+XxwDW/gDNvgL/dD6v+75TFnSVJ81ny+QFKym1JUmPM6VmC6M0iIuC6PzjrWr9xD3y26JTF50wtoMHr5ZkVtiSpMeb0LEH0dpHRcNOTUHCBc2fTliXtFi0ckMilo7J45pM91NY3dmOQxpjeyBJEXxAdD7c8CwPPghduhV0ftFv01vMLKa2o4c0NB7oxQGNMb2QJoq+IS4GvvgRpBfDMLNi7xm+xS0ZmUZCZwMLlu7o1PGNM72MJoi9JzHRmgE1Ih6euh4ObTyoSEeFh7tQCVu46woZ9x8IQpDGmt7AE0dekDIa5rzh9EwuvgyMnz8F048R84qIjWLjc5mcyxrTPEkRflDncWZWurgoWzICK1v0NqQnRXDchl1fW7eVYVWBzOhlj+p+oUF1YROKA94BY93kWqeqP25SJBRYAE4Ey4GZV3eUeuw+4DWgA7lTV9m/PMSfLOQO+ushJEAuvg/l/hoSM5sNzpxby7CdFvLi6iG9cNCyMgRpjeqpQ1iBqgGmqOg4YD1wlIlPblLkNOKKqI4BfAj8FEJGxwCzgDOAq4HciEhnCWPum/HPhlmegbBs8fSPUVDYfGjs4hXML01mwfDeNtiSpMcaPkCUIVfWqatMnUrS7tf0kmgE86T5eBFwuIh53/3OqWqOqO4FtwORQxdqnDbsUbngc9q2F52ZDXcso6lvPK3SXJC0NW3jGmJ4rpH0QIhIpIuuAg8BSVV3RpkguUASgqvXAMSDTd7+r2N3n7zluF5FVIrLqyBGbiM6vMdNhxsOwcxm8dBs0OOtCNC1JumD5rrCGZ4zpmUKaIFS1QVXHA3nAZBE5MwTP8YiqTlLVSenp6cG+fN8x/ha4+mew+Q147XvQ2EhMVAS3TB7Cu7YkqTHGj265i0lVjwLv4PQn+NoL5AOISBSQitNZ3bzflefuM10x5Vtw2T/D+mfgzR+C18vsKUOI9Hh4ypYkNca0EbIEISJZIpLmPo4HrgDajtx6DZjnPr4BeFtVve7+WSISKyJDgZHAJ6GKtV+5+Adw3h3wyR/h3f8mJyWOq84cyAurijhRG9gKdcaY/iGUNYhBwDsi8imwEqcP4g0ReUBErnXL/AnIFJFtwD3ADwFUdQPwArAReBP4rqrap1cweDxw5U9gwhxY9lNY/jC3nldIeXU9r66zSpoxpoWnLy1BOXPmTO/ixYvDHUbv0NgAi74GG1/Fe+1vuPq9QjweD3+580I8Hk+4ozPGdBMRWa2qk/wds5HU/VVEJMx8FIZPw/P6Xfzz0K1s2l/Oqt12J5gxxmEJoj+LioWbn4K8c7lw/T/xxbgNLLD5mYwxLksQ/V1MIsx+AU/2aH4T8QsOfL6Mg7YkqTEGSxAGID4N5izGkzyYP0X9lLfe/lu4IzLG9ACWIIwjKZvor71GXVQi09d9i+pF/w9WPuYsPFRfG+7ojDFhELLZXE0vlJbP7unPcmTxD5jw2RvEff6ssz8yBnLOhNxzYPA5ztcBo5yObmNMn2UJwrRyzoRz2Zb7Bj95eysr16/nnKid3JRTyrkRO4lZ/7xTqwCISYJB42DwhJbEkV7ojLMwxvQJliDMSUZkJ/HQrAns/MIoHn5nG7eu3UtkhIdbJuXy3bO9ZJdvhH1rnOanTx6FhhrnxPiM1gkj9xxIHhjeF2OM6TRLEKZdQwck8j83juPOaSP53bvbePqTYp5ZCTdOOpNvXzKD/IwEp3/ioJsw9q2FvWvh/YfA6w58Tx7sJozxTtIYPKHVwkXGmJ7LEoQ5rSGZCTx4/dncMW0Ev393Oy+sKuKFlUVcf04e371sBEMGj3cSQJPaKjjwWUstY98aZxbZJulDW9cyBo1zbrc1xvQoNtWG6bB9R0/wx2XbeXZlEQ2NXr4yPpc7po1g6IBTfMifOAr717UkjL1robzYOeaJgKzRbsKY4HzNOROiYrrnBRnTj51qqg1LEKbTSsqr+eOyHTy9Yjd1DY3MGJ/Ldy8bwYjspMAuUHnQJ2G4X6vKnGORMc662jlnQPYZLY8TB4TuBRnTD1mCMCF1sKKax97fycLlu6mub2D62YP53rQRjMpJ7tiFvF44uqclYexfDyUboOpQS5nE7JZkkXMGZI91ah/RccF9Ucb0E5YgTLcoq6zhsQ92suCjXRyvbeCaswZyx2UjGTs4pWsXrjzoJIqSDU6HeMkGKN0M9e6UIJ4IyBzhJIucMyFnrJM8UodAhI0FNeZUTpUgrJPaBE1mUiz/dNVobr9oGP/34U6e+HAXf/nsAFeOzeHOy0dyZm5q5y6clO1swy9r2dfYAId3QMnnULLRSRz718HGV1rKxCRB9pg2zVRjId6WpjUmEFaDMCFzrKqOxz/ayf99sJPy6nouH53N9y4fyfj8tNA9aU0FHNwMB90aR8lG5/EJn2nMkwe3JIucM52ax4BR1ilu+iVrYjJhVV5dx4KPdvHYBzs5WlXHJaOyuPPykUws6Kb/5L1eqNjvJIuSz91mqo1OM1VjnVMmIspJEtljW/dxpOTa6HDTp1mCMD1CZU09C5fv5tH3d3D4eC0XjhjAnZePZPLQMA2ca6iDsm0t/RtNfRzHilrKxKZC9mjIHAkDRrhfRzpjOazGYfoASxCmR6mqrefpj/fwx/d2cKiyhqnDMrjz8pGcNyyzZyx3euIoHNzU0kxVqk4iqSxpKeOJhPQCp3O8bfJIyrFah+k1wtJJLSL5wAIgB/ACj6jqr9uU+QHwVZ9YxgBZqnpYRHYBFUADUN/eCzC9T0JMFN+8eBhzphbw7Cd7+MOy7cx+dAXnFqZz5+UjuXDEgPAmivg0KDjP2XxVH3MSxaFtULYVDm11vt/5XssdVQCxKZA5vCVhZI5o2WISuve1GNMFIatBiMggYJCqrhGRZGA18BVV3dhO+S8D31fVae73u4BJqnrIX3l/rAbRO1XXNfDCqiJ+/+529h+rZsKQNO68fCSXjsrqGTWK02lsdEaFNyWMpq9l21o3VwGk5LWubWSOcL6m5NktuSYswlKDUNX9wH73cYWIbAJyAb8JArgFeDZU8ZieKy46klvPK+Tmc/NZtLqY372zna89vpJROUlMGZrJuPw0xuenMmxAEhERPTBhRERA2hBnG3F562O1VXB4e5vksRXWPwe1FS3louIgY3ib5OE2XcV18vZgY7qoW8ZBiEghMAFY0c7xBOAq4A6f3V7gLRHxAn9U1UdCHacJr9ioSL46pYAbJ+azeE0xr67bx8tr97Lw490AJMVGcXZeKuPy0xiXl8b4/DQGpvbwEdQxCTDwLGfz5fU6fRq+tY1DW51JDje90TIbLjijxwe4SSNrjNNpnjXa+jpMyIU8QYhIEvAScLeqlrdT7MvAh6p62Gffhaq6V0SygaUisllV3/Nz/duB2wEGDx4c5OhNOMRERTBr8hBmTR5CY6OXHYcqWVd0jPVFR1lffJTH3t9BXYPTNJqTEsu4vDS3lpHGWXmppMRFh/kVBMDjcdbKSB4IQy9qfay+Fo7sbKltNPV5bHgZqp9oKReX5iSK7NFO4sgSZ2CgJQ4TJCG9i0lEooE3gCWq+tApyr0MvKiqz7Rz/H6gUlX/51TPZ30Q/UN1XQOb9pe7CcNJHDsOHW8+PjwrsTlhjMtLY/SgZGKj+sDyqE21jtLNzmDAUnc7uAmqj7aUa5U43M0Sh2lHuO5i8gB/AjadJjmkApcAc3z2JQIRbt9FInAl8ECoYjW9S1x0JBOGpDNhSMtAu2NVdXy69yjri46yrugY7205xOI1ewGIiYxgzOAUxuelcrZb2xg2ILFn9mecim+tY9ilLfu9Xme+qtJNzi25B92vG1+FE0+0lItLbV3TaEoeyQMtcRi/QtnEdAEwF/hMRNa5+34EDAFQ1T+4+64D3lLV4z7n5gAvi0hTjM+o6pshjNX0cqkJ0Vw0MouLRmYB4PV62X+s2kkYxU7iWLS6mCeXO/0ZybFRnJ2f2qp5Kielh/dntMfjgeQcZxt2acv+5sThW9vYDJtegzVPtpSLS21d08gSJ5FY4uj3bKCc6TcaGr1sL61kXdHR5v6MzfsrqG90/gYGpsQxLt/pBB+f5/RnJPeG/oyO8nrheGlLTcO35nHCpxvQN3H49nVY4uhTbDZXY4DICA+jcpIZlZPMTZPyAac/Y8O+8uaEsb7oKEs2OCOmPR4YnpXE2bmpjBmUwuhByYwZlMKApNhwvoyu83haZsgddknL/qbE0baPY9PrrWscMUnuQECfAYCZw53bdONDOBGj6XaWIEy/FhcdycSC9FYTBx45Xsune4+5/RlH+XD7IRav3dt8PCs5ljGDUhgzKJmxg1IYMyiFYQMSiYrs5QPdfBPH0ItbH6ssbalpNN2Wu3e1c2eVt7GlXMKA1kmj6XHGUIiO797XY7rMEoQxbaQnxnDJqCwuGZXVvO/w8Vo27S9n0/5yNu4vZ9P+CpZvP9R8u21MVASjcpIYPTClVfJIS+gjE/olZTlb28RRXwNHdrlJY3vL121/g3VP+RT0QGqe/5pH6hCItI+insh+KsYEICMxhgtGDOCCES1rYtc1NLK9tNJNHBVs2l/Ou3qQRauLm8sMSo1rThhj3NpGYWYikb3tDqr2RMW6ndpy8rGaitZJ47D7+NMXoeZYS7mIaEgvPLnWkTnC+jvCzBKEMZ0UHRnB6IEpjB6YwnUTWvYfrKhuThib3eSxbEspDW5neFx0BJLTkjCa+jd6xQC/johNhsHjnc2X1wtVZS1NVc21j+2w453WEx9GJ0LmsDa1jhGQMQwSwjRNfD9iCcKYIMtOjiM7Oa5VE1VNfQNbS1rXNt7ccIDnVrZM5peXHt+SNAY6CWRIRkLvG69xOh4PJA5wtiFTWx9rbITyvW0SxzbYvx42vtZ6CpK4NKdvI2OYsz6H72OreQSFJQhjukFsVCRn5qa2Wpfb6/VSUl7j06/hbH/fVIJb2SAxJhJxk8VoN3GMGtgHaxtNIiIgLd/ZfNcgB2cKkqO7W5LH4Z3OuuR7V8OGV1onj6h4J2E0JY70Qid5ZAy1Po8OsHfJmDDxeDwMTI1jYGocl43Obt5/oraBLSVuE9WBCjbuL+e19ft4esWe5jK5afGMHpiMuNuYQSkMHZBIdG+/k+pUomJaJi1sq6HOmVr98A4ncRzZ5T7eAdvfhvoTLWU9kc7Mu80JZFjL4/RCW7PDhyUIY3qY+JhIZ8ba/JYxBV6vl33HqtEDThOVHnC2ZVtKmwf6xURGMDw7qTlxjB6YzOiBKeSkxPaOdTW6IjLa/aAfdvKxxkaoPOAmjp0tNY8jO53aR/Wx1uWTB/kkjsLWzVfx3bSOeg9hCcKYXsDj8ZCbFk9uWjzTRuc076+pb2BH6XE2H3BqG3qgguXby3jZZ9xGany0myySGT0oxal15CSTGNtP/vwjIiBlsLMVXnDy8arDPonDJ4ls+5uTWHz56/doqnkkD+pziz71k98QY/qm2KjI5o5tX0eratEDFWxu3spZtLqY47Ut7fRDMhJa1TRkYDKFmQm9f8BfRyVkOFvuxJOP1VY5zVVHdvo0X+303+8RGQNpBU6ySC9s6ftIL3T2xyZ1y8sJJksQxvRBaQkxTBmWyZRhmc37Ghu97D16gk37y53kUVLB5jad4rFREYzMSUJynLEb4iaPrORePr1IZ8UkQM5YZ2urqd/jyK7W2+GdULQCatosf5OY1ZIw0n2SRw+ufViCMKafiIjwkJ+RQH5GAleeMbB5f3VdA9sOVrpNVE5T1XtbS3lpTcuAv8zEmOYO8ZHZyQzPSmR4dhKZiTF9v3+jPafq9/B64cSRNsnD7TwvWgGfv9R6ipLIWJ+O88LWWxhrH5YgjOnn4qJPvgUXoKyyxqeZyql1PPdJESfqWppVUuKiGJ6dxPAsZxuWlcjwrCQKMhP69h1Vp+Px+DRdnXPy8ea7rnaeXAPZ87Gf2kf2yYmjG2ofliCMMX5lJsVy/ohYzveZXqSx0cu+YyfYXnqc7Qcr2XGoku0Hj/PeltJWU4xERXgYkpHAsKwkhmcnugnE+dpn5qfqioBqH+0kj88XnVz7GDcLrv3foIdpCcIYE7CICA956QnkpSe0GikOUF5dx87S42wvrWR7aSU73MfvbSmltqHlAy0zMaa5pjHcTSDDBiSRlx7f/zrI/WlV+/DTcV5fe3LfR/aYkIRiCcIYExQpcdEnjd8AqG9opPjIiebaRlPyWLqxhOeOt0w1EhMZQeGABIYN8K11OM1WfXLhps6KinEnNRwe+qcK+TMYY/q1qMgICgckUjggkWmjWx87crzWSRxNNY+Dx9lysIKlm0qaJzcEyE6ObdXHMTw7iVE5SQxMieu/neTdwBKEMSZs0hNjmJiYwcSC1jOz1tY3sudwVaumqu2llby+fh/l1fXN5ZLjopAcZ34qcVcLlIHJZCRaP0cwWIIwxvQ4MVERjMhOYkR269s7vV4vZcdr2Xawkq0lFWhJBVsOVPLG+n0845M4BiTFIgOTnIThJpBROckk9ZfR40ESsndLRPKBBUAO4AUeUdVftylzKfAqsNPdtVhVH3CPXQX8GogEHlPVB0MVqzGmd/B4PAxIimVAUixTfQYBer1eDlY4t+VuKalo/tr2ttzctHhkYFNNw0kgw7OSiIuODMfL6fFCmU7rgXtVdY2IJAOrRWSpqm5sU+59VZ3uu0NEIoGHgSuAYmCliLzm51xjjMHj8ZCTEkdOShwX+9xd1djopfjICaem4ZM43t9a2rxcbIQHCgcktmqiGpXTT6cdaSNkCUJV9wP73ccVIrIJyAUC+ZCfDGxT1R0AIvIcMCPAc40xBnBuyx2SmcCQzASuGNsyyWFdQyO7y46jByrdZioneSzZcKB52pGm2XElJ6lVH0duWnzfW8SpHd3SICcihcAEYIWfw+eJyHpgH/APqroBJ5EU+ZQpBqa0c+3bgdsBBg8eHMSojTF9VXRkBCOykxmRncyXGNS8v2nakS3N/RsVrNx1hFfW7WsukxgTyUi3b2NkThIFmYkUZCYwJCOhzzVVhTxBiEgS8BJwt6q2GT/OGqBAVStF5BrgFcDPaiDtU9VHgEcAZs6c6T1NcWOMaVd7046UV9extaSyVTPV3zeX8PyqolblclJiKchIZEhmAgUZTs1lSEYCBZmJpCdE97pbckOaIEQkGic5PK2qi9se900YqvoXEfmdiAwA9gL5PkXz3H3GGNPtUuKimViQzsSC1gsGHTley+7DVewuO86esip2H65iT1kV728tZVF5TauyybFRTuLITGBIhlPraEoig1LjieyBzVahvIvJA/wJ2KSqD7VTZiBQoqpeEZkMRABlwFFgpIgMxUkMs4DZoYrVGGM6Iz0xhvTEGMa3GT0OztKxRUeq2F3mJpDDzuNN+ytYurGkuZMcnP6OvPR4n5pHIgUZTjLJD2PTVShrEBcAc4HPRGSdu+9HwBAAVf0DcAPwbRGpB04As1TVC9SLyB3AEpzbXP/P7ZswxpheIT4mklFux3ZbDY1e9h090Zw0dh92ayBlVazadYTKmvpW5QemxDUnj4LM1gkklJMferzevtNsP3PmTO/ixSe1ZBljTK/h9Xo57DZdNSWN5gRyuIrSitZNVylxUcw8J4/7rz2jU88nIqtVdZK/Yzas0BhjehCPx0NmUiyZSbGcMyT9pONVtfXNNY89bvJoO+I8WCxBGGNML5IQE8XogSmMHphy+sJd1L+HCRpjjGmXJQhjjDF+WYIwxhjjlyUIY4wxflmCMMYY45clCGOMMX5ZgjDGGOOXJQhjjDF+9amBchs2bDgkIrs7efoA4FAw4+nF7L1ozd6P1uz9aNEX3ouC9g70qbmYukJEVrU3H0l/Y+9Fa/Z+tGbvR4u+/l5YE5Mxxhi/LEEYY4zxyxJEi0fCHUAPYu9Fa/Z+tGbvR4s+/V5YH4Qxxhi/rAZhjDHGL0sQxhhj/OpT4yA6Q0SuAn6Ns/b1Y6r6YJhDChsRyQcWADmAF3hEVX8d3qjCS0QigVXAXlWdHu54wklE0oDHgDNxfj++rqrLwxtV+IjI94Fv4LwXnwFfU9Xq8EYVXP26BuH+8T8MXA2MBW4RkbHhjSqs6oF7VXUsMBX4bj9/PwDuAjaFO4ge4tfAm6o6GhhHP35fRCQXuBOYpKpn4vyDOSu8UQVfv04QwGRgm6ruUNVa4DlgRphjChtV3a+qa9zHFTgfALnhjSp8RCQP+BLOf839moikAhcDfwJQ1VpVPRreqMIuCogXkSggAdgX5niCrr8niFygyOf7YvrxB6IvESkEJgArwhxKOP0K+EegMdyB9ABDgVLgcRFZKyKPiUhiuIMKF1XdC/wPsAfYDxxT1bfCG1Xw9fcEYfwQkSTgJeBuVS0PdzzhICLTgYOqujrcsfQQUcA5wO9VdQJwHPhheEMKHxFJx2ltGAoMBhJFZE54owq+/p4g9gL5Pt/nufv6LRGJxkkOT6vq4nDHE0YXANeKyC6cpsdpIvJUWCMKr2KgWFWbapSLcBJGf/UFYKeqlqpqHbAYOD/MMQVdf08QK4GRIjJURGJwOpleC3NMYSMiHpw25k2q+lC44wknVb1PVfNUtRDn9+JtVe1z/yEGSlUPAEUiIu6uy4GNYQwp3PYAU0Ukwf27uZw+2GnfrxOEqtYDdwBLcH64L6jqhvBGFVYXAHNx/lte527XhDso02N8D3haRD4FxgP/FeZ4wsatSS0C1uDc4hpBH5x2w6baMMYY41e/rkEYY4xpnyUIY4wxflmCMMYY45clCGOMMX5ZgjDGGOOXJQhjegARuVRE3gh3HMb4sgRhjDHGLxsHYUwHuPPt3AnE4Exk+B3gGPAocCVwAJilqqUiMh74A85Mn9tx1k84IiIj3P1ZQANwI86UL/cDh3DWW1gNzFFV+wM1YWM1CGMCJCJjgJuBC1R1PM6H+1eBRGCVqp4BLAN+7J6yAPgnVT0bZ7Rt0/6ngYdVdRzO/D373f0TgLtx1iYZhjOy3Ziw6fcryhnTAZcDE4GV7pRE8cBBnOnAn3fLPAUsdtdPSFPVZe7+J4EXRSQZyFXVlwGaViBzr/eJqha7368DCoEPQv+yjPHPEoQxgfMAT6rqfb47ReRf25TrbLNQjc/jBuzv04SZNTEZE7i/AzeISDaAiGSISAHO39ENbpnZwAeqegw4IiIXufvnAsvclfqKReQr7jViRSShW1+FMQGyBGFMgFR1I/AvwFvujKZLgUE4i+dMFpHPgWnAA+4p84Cf+8x+2rR/LnCnu/8jYGD3vQpjAmd3MRnTRSJSqapJ4Y7DmGCzGoQxxhi/rAZhjDHGL6tBGGOM8csShDHGGL8sQRhjjPHLEoQxxhi/LEEYY4zx6/8D9BbzyH+7J7AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of bidirectional LSTM model with fasttext\n",
      "Accuracy is: 0.4965250965250965\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"predicting accuracy of bidirectional LSTM model with word2vec\")\n",
    "bi_lstm_w2v_accuracy = run_model_prediction(bi_lstm_model_w2v, x_test, y_test)\n",
    "plot_train_accuracy_loss(bi_lstm_model_w2v_train, 'bi_lstm_model_w2v')\n",
    "\n",
    "print(\"predicting accuracy of bidirectional LSTM model with fasttext\")\n",
    "bi_lstm_fasttext_accuracy = run_model_prediction(bi_lstm_model_fasttext, x_test, y_test)\n",
    "plot_train_accuracy_loss(bi_lstm_model_fasttext_train, 'bi_lstm_model_fasttext')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "mI-cCsXiZYSI"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "6o4LxOJ1ZsJO",
    "outputId": "ebdcaefd-6038-4713-b0b2-de4e983fd9fe"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of bidirectional GRU model with word2vec\n",
      "Accuracy is: 0.47876447876447875\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicting accuracy of bidirectional GRU model with fasttext\n",
      "Accuracy is: 0.48185328185328186\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"predicting accuracy of bidirectional GRU model with word2vec\")\n",
    "gru_w2v_accuracy = run_model_prediction(gru_model_w2v, x_test, y_test)\n",
    "plot_train_accuracy_loss(gru_model_w2v_train, 'gru_model_w2v')\n",
    "\n",
    "print(\"predicting accuracy of bidirectional GRU model with fasttext\")\n",
    "gru_fasttext_accuracy = run_model_prediction(gru_model_fasttext, x_test, y_test)\n",
    "plot_train_accuracy_loss(gru_model_fastext_train, 'gru_model_fasttext')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Im2PFXYFa71"
   },
   "source": [
    "**OBSERVATIONS:**\n",
    "\n",
    "1. From the above word cloud visualization and text analysis, bigram seems to be providing more meaning full words/terms. We will evaluate both unigrams and bigrams to decide which one will be used to create final corpus.\n",
    "\n",
    "2.  Based on Wordclouds, there is a large overlap of incidents  appearing accross mutiple groups, For example reset password, erp, jobscheduler even in other groups apart from top 5 groups\n",
    "\n",
    "3. Analysis of a single Incident type ' Job scheduler' also reveals random spread across multiple groups\n",
    "\n",
    "**IMPLICATIONS** - Using Bigrams seem to have provide more meaningful words in vocab by pairing words that appear together. Along with unigram this will be used to evaluate the model performance. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Zgwxo4yxr_pP"
   },
   "source": [
    "#### 3. Evaluate hypothesis based on above findings and determine next steps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OtqxNr2VsrcL"
   },
   "source": [
    "**HYPOTHESIS:** \n",
    "\n",
    "*   Each group has distinct type of incidents. There is minimal/no overlap of incidents across groups\n",
    "*   Incident distribution across groups (aka classes) should not have significant imbalance\n",
    "\n",
    "**EVALUATION:** Based on significant class imbalance and Inferences drawn from WordCloud and Incidents spread across groups, above Hypothesis is not valid. \n",
    "\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "**DETERMINING NEXT STEPS:**\n",
    "To proceed with classification, there are 2 scenarios emerging:\n",
    "\t\n",
    "**Scenario 1** \n",
    " - Ignore current group structure of 74 groups and reclassify (Topic modelling) tickets based on common incident types across all groups.\n",
    " - Observe new group structure with redued number of groups, with good distribution of tickets across groups and reduced overlap of incident type.\n",
    "\t\n",
    "Pros\n",
    " - New group structure will have less imbalance of the incidents across groups. Lower class imbalance improves clasification accuracy.\n",
    " - Reduced overlap of incidents across groups.\n",
    " - Tangible Business Benefit: Based on resource pool, appropriate groups with lower incident resolution SLAs can be further seggregated into L1/L2 team. Those with higher SLAs for incident resolution can be directly marked to L3 teams.\n",
    "\n",
    "Cons\n",
    " - Overrides existing group structure which may be based on current organizational factors not known to us.\n",
    " - May need skill specific resource pool to handle unique incident type across classes - This may increase resource pool size.\n",
    "\t\n",
    "\t\n",
    "**Scenario 2**\n",
    " - Inspect for most common issues across each Group that are less frequent in other groups\n",
    " - Based on domain expertise, merge Groups that have similar incident types to reduce clas imbalance until we reach 'X' number of groups with similar volume distribution\n",
    " - If there are groups that continue to have lesser than 50 tickets, merge them into a single group \n",
    "  - New group structure will have redued class count (X classes), however each class will have a combination of incident types that may be uniformly distributed\n",
    "\t\n",
    "Pros\n",
    " - May reduce class imbalance due to merging of groups\n",
    " - May reduce resource pool requirement as number of Groups will be lower than scenario 1 since multiple incident types will be clubbed in one group\n",
    "\t\n",
    "Cons\t\n",
    " - Retains existing group structure which is observed to be inaccurate with multiple incidents interspersed across groups.\n",
    " - Since each class will have a combination of incidents, Resources mapped to these classes will need to be multi skilled to handle varied incident/language type\n",
    " - Since groups are getting merged based on volume and incident type, there is a high likelihood of similar incident types being distributed across several groups leading to inefficiency\n",
    " - if there is a new incident type not trained for previously, it may be ignored as it does not fit any of the common issues/volume criteria\n",
    "\n",
    "\n",
    "\n",
    "---\n",
    "**ASSESSMENT**\n",
    " - Pros outweigh the cons in Scenario 1 and use Topic Modelling approach to reclassify  incidents into appropriate groups\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2Cmbe_xd86JK"
   },
   "source": [
    "### TOPIC MODELLING"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ei3iDgVu9AhS"
   },
   "source": [
    "**What is Topic Modelling?**\n",
    "\n",
    "Topic modeling is a unsupervised machine learning technique that automatically analyzes text data to determine cluster words for a set of documents. It refers to the process of dividing a corpus of documents in two:\n",
    "\n",
    "1.   A list of the topics covered by the documents in the corpus\n",
    "2.   Several sets of documents from the corpus grouped by the topics they cover\n",
    "\n",
    "Underlying assumption is that every document comprises a statistical mixture of topics, i.e. a statistical distribution of topics that can be obtained by “adding up” all of the distributions for all the topics covered. What topic modeling methods do is try to figure out which topics are present in the documents of the corpus and how strong that presence is.\n",
    "\n",
    "**Types of Topic Modelling?**\n",
    "\n",
    "Popular topic modeling algorithms include below among which LDA has shown great results in practice and therefore widely adopted. \n",
    "\n",
    "*    **K Means clustering** - k-means clustering is a method of vector quantization, originally from signal processing, that aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean (cluster centers or cluster centroid), serving as a prototype of the cluster.\n",
    "\n",
    "*    **Latent Semantic Analysis(LSA)** a.k.a Latent Semantic Indexing - LSI examines the words used in a document and looks for their relationships with other words. LSI allows a system to determine the kind of words that a document might be relevant for, even if they are not actually used on the document itself.  But having content that is full of words that have relationships with each other, you are strengthening the document for all of those words.\n",
    "\n",
    "*   **Latent Dirichlet Allocation (LDA)** - LDA is a significant extension of LSI.  Words are grouped into topics.  They can exist in more than one topic, in fact most do.  LDA tackles ambiguity by comparing a document to two topics and determining which topic is closer to the document, across all combinations of topics which seem broadly relevant. In doing so, LDA helps to determine which documents are most relevant to which topics\n",
    "\n",
    "*   **Hierarchical Dirichlet Process (HDP)** - HDP is an extension of LDA, designed to address the case where the number of mixture components (the number of \"topics\" in document-modeling terms) is not known apriori. For HDP (applied to document modeling), one also uses a Dirichlet process to capture the uncertainty in the number of topics. So a common base distribution is selected which represents the countably-infinite set of possible topics for the corpus, and then the finite distribution of topics for each document is sampled from this base distribution. \n",
    "\n",
    "*   **Non-negative Matrix factorization** \n",
    "Non-Negative Matrix Factorization (NMF) is an unsupervised technique so there are no labeling of topics that the model will be trained on. The way it works is that, NMF decomposes (or factorizes) high-dimensional vectors into a lower-dimensional representation. These lower-dimensional vectors are non-negative which also means their coefficients are non-negative.\n",
    "Using the original matrix (A), NMF will give you two matrices (W and H). W is the topics it found and H is the coefficients (weights) for those topics. In other words, A is articles by words (original), H is articles by topics and W is topics by words.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "581AZhqzuHYT"
   },
   "source": [
    "**IMPLICATION OF CHOSING A TOPIC MODELLING TECHNIQUE:**\n",
    " \n",
    " - Some of the unsupervised models like Kmeans clustering and LSA were tried, however based on research articles, other advanced techniques (LDA and NMF) were found to be more suited for Topic Modelling and extensively used\n",
    "\n",
    "To chose between LDA, HDP and NMF:\n",
    " - Factors such as length of document (sentence), Mix of topics within the document,  usage of Word embedding, model performance will need to be evaluated during our experimentation with these models in below sections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wHFdk8Nd-N8m"
   },
   "source": [
    "General Steps to conduct LDA - Topic Modelling include\n",
    "- Cleaning and Preprocessing\n",
    "- Feature Creation using TF-IDF or BOW\n",
    "- Selection of topics\n",
    "- Find the best number of topics to use for the model automatically  using COHERENCE score\n",
    "- Find the highest quality topics among all the topics\n",
    "- Predict the topic of unseen document"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "cJLcImejyEql",
    "outputId": "e203e2a5-e365-4b4d-bfce-6ef077aca24c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[?25l\r",
      "\u001b[K     |▏                               | 10kB 28.8MB/s eta 0:00:01\r",
      "\u001b[K     |▍                               | 20kB 22.4MB/s eta 0:00:01\r",
      "\u001b[K     |▋                               | 30kB 13.5MB/s eta 0:00:01\r",
      "\u001b[K     |▉                               | 40kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█                               | 51kB 10.6MB/s eta 0:00:01\r",
      "\u001b[K     |█▏                              | 61kB 11.0MB/s eta 0:00:01\r",
      "\u001b[K     |█▍                              | 71kB 11.3MB/s eta 0:00:01\r",
      "\u001b[K     |█▋                              | 81kB 11.4MB/s eta 0:00:01\r",
      "\u001b[K     |█▉                              | 92kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██                              | 102kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██▎                             | 112kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██▍                             | 122kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██▋                             | 133kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██▉                             | 143kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███                             | 153kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███▎                            | 163kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███▌                            | 174kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███▋                            | 184kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███▉                            | 194kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████                            | 204kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████▎                           | 215kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████▌                           | 225kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████▊                           | 235kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████▉                           | 245kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████                           | 256kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████▎                          | 266kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████▌                          | 276kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████▊                          | 286kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████▉                          | 296kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████                          | 307kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████▎                         | 317kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████▌                         | 327kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████▊                         | 337kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████                         | 348kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████                         | 358kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████▎                        | 368kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████▌                        | 378kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████▊                        | 389kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████                        | 399kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████▏                       | 409kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████▎                       | 419kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████▌                       | 430kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████▊                       | 440kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████                       | 450kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████▏                      | 460kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████▍                      | 471kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████▌                      | 481kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████▊                      | 491kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████                      | 501kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████▏                     | 512kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████▍                     | 522kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████▋                     | 532kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████▊                     | 542kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████                     | 552kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████▏                    | 563kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████▍                    | 573kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████▋                    | 583kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████▊                    | 593kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████                    | 604kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████▏                   | 614kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████▍                   | 624kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████▋                   | 634kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████▉                   | 645kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████                   | 655kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████▏                  | 665kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████▍                  | 675kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████▋                  | 686kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████▉                  | 696kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████                  | 706kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████▏                 | 716kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████▍                 | 727kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████▋                 | 737kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████▉                 | 747kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████                 | 757kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████▎                | 768kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████▍                | 778kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████▋                | 788kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████▉                | 798kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████                | 808kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████▎               | 819kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████▌               | 829kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████▋               | 839kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████▉               | 849kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████               | 860kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████▎              | 870kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████▌              | 880kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████▋              | 890kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████▉              | 901kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████              | 911kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████▎             | 921kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████▌             | 931kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████▊             | 942kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████▉             | 952kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████             | 962kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████▎            | 972kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████▌            | 983kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████▊            | 993kB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████            | 1.0MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████            | 1.0MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████▎           | 1.0MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████▌           | 1.0MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████▊           | 1.0MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████           | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████▏          | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████▎          | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████▌          | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████▊          | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████          | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████▏         | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████▍         | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████▌         | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████▊         | 1.1MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████         | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████▏        | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████▍        | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████▌        | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████▊        | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████        | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████▏       | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████▍       | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████▋       | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████▊       | 1.2MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████       | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████▏      | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████▍      | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████▋      | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████▉      | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████      | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████▏     | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████▍     | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████▋     | 1.3MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████▉     | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████     | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████▏    | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████▍    | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████▋    | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████▉    | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████    | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████▏   | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████▍   | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████▋   | 1.4MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████▉   | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████████   | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████████▎  | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████████▍  | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████████▋  | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |█████████████████████████████▉  | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████████  | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████████▎ | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████████▌ | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████████▋ | 1.5MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |██████████████████████████████▉ | 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████████ | 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████████▎| 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████████▌| 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████████▊| 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |███████████████████████████████▉| 1.6MB 11.5MB/s eta 0:00:01\r",
      "\u001b[K     |████████████████████████████████| 1.6MB 11.5MB/s \n",
      "\u001b[?25h  Building wheel for pyLDAvis (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
     ]
    }
   ],
   "source": [
    "!pip install -q pyLDAvis\n",
    "#pyLDAvis is designed to help users visualize the distribution of topics from a topic model that has been fit to a corpus of text data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "oMmQJXoryHhW"
   },
   "outputs": [],
   "source": [
    "# Gensim and models\n",
    "import gensim\n",
    "from gensim import corpora, models\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models.ldamodel import LdaModel\n",
    "from gensim.models import CoherenceModel, HdpModel\n",
    "from gensim.models.ldamulticore import LdaMulticore\n",
    "from gensim.models.nmf import Nmf\n",
    "\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "from pprint import pprint\n",
    "import pyLDAvis.gensim\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "from itertools import chain"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fvDI7iZEenqa"
   },
   "source": [
    "1. LDA Model - using BoW for feature extraction "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RsRKcfwjhz9k"
   },
   "source": [
    "## Install Java"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EqikWr0jW0m4",
    "outputId": "e5cfa8fb-0342-473b-91b6-a78e95e589f8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "openjdk version \"11.0.9.1\" 2020-11-04\n",
      "OpenJDK Runtime Environment (build 11.0.9.1+1-Ubuntu-0ubuntu1.18.04)\n",
      "OpenJDK 64-Bit Server VM (build 11.0.9.1+1-Ubuntu-0ubuntu1.18.04, mixed mode, sharing)\n"
     ]
    }
   ],
   "source": [
    "import os       #importing os to set environment variable\n",
    "def install_java():\n",
    "  !apt-get install -y openjdk-8-jdk-headless -qq > /dev/null      #install openjdk\n",
    "  os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"     #set environment variable\n",
    "  !java -version       #check java version\n",
    "install_java()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iF-nlq9oiCxY"
   },
   "source": [
    "## Install Mallet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "m8RVqF0RW0gg",
    "outputId": "7d14687d-83ed-4e49-e117-38a8ad054903"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2020-12-13 10:26:06--  http://mallet.cs.umass.edu/dist/mallet-2.0.8.zip\n",
      "Resolving mallet.cs.umass.edu (mallet.cs.umass.edu)... 128.119.246.70\n",
      "Connecting to mallet.cs.umass.edu (mallet.cs.umass.edu)|128.119.246.70|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 16184794 (15M) [application/zip]\n",
      "Saving to: ‘mallet-2.0.8.zip’\n",
      "\n",
      "mallet-2.0.8.zip    100%[===================>]  15.43M  10.6MB/s    in 1.5s    \n",
      "\n",
      "2020-12-13 10:26:07 (10.6 MB/s) - ‘mallet-2.0.8.zip’ saved [16184794/16184794]\n",
      "\n",
      "Archive:  mallet-2.0.8.zip\n",
      "   creating: mallet-2.0.8/\n",
      "   creating: mallet-2.0.8/bin/\n",
      "  inflating: mallet-2.0.8/bin/classifier2info  \n",
      "  inflating: mallet-2.0.8/bin/csv2classify  \n",
      "  inflating: mallet-2.0.8/bin/csv2vectors  \n",
      "  inflating: mallet-2.0.8/bin/mallet  \n",
      "  inflating: mallet-2.0.8/bin/mallet.bat  \n",
      "  inflating: mallet-2.0.8/bin/mallethon  \n",
      "  inflating: mallet-2.0.8/bin/prepend-license.sh  \n",
      "  inflating: mallet-2.0.8/bin/svmlight2vectors  \n",
      "  inflating: mallet-2.0.8/bin/text2classify  \n",
      "  inflating: mallet-2.0.8/bin/text2vectors  \n",
      "  inflating: mallet-2.0.8/bin/vectors2classify  \n",
      "  inflating: mallet-2.0.8/bin/vectors2info  \n",
      "  inflating: mallet-2.0.8/bin/vectors2topics  \n",
      "  inflating: mallet-2.0.8/bin/vectors2vectors  \n",
      "  inflating: mallet-2.0.8/build.xml  \n",
      "   creating: mallet-2.0.8/class/\n",
      "   creating: mallet-2.0.8/class/cc/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/AdaBoost.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/AdaBoostM2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/AdaBoostM2Trainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/AdaBoostTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/BaggingClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/BaggingTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/BalancedWinnow.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/BalancedWinnowTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/Boostable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/C45$Node.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/C45.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/C45Trainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/Classification.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/Classifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierAccuracyEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierEnsemble.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierEnsembleTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer$ByActiveLearning.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer$ByIncrements.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer$ByInstanceIncrements.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer$ByOptimization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ClassifierTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ConfidencePredictingClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/ConfidencePredictingClassifierTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/constraints/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntFLGEConstraints$MaxEntFLGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntFLGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntKLFLGEConstraints$MaxEntKLFLGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntKLFLGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntL2FLGEConstraints$MaxEntL2FLGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntL2FLGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntRangeL2FLGEConstraints$MaxEntL2IndGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/ge/MaxEntRangeL2FLGEConstraints.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/MaxEntFLPRConstraints$MaxEntFLPRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/MaxEntFLPRConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/MaxEntL2FLPRConstraints$MaxEntL2FLPRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/MaxEntL2FLPRConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/constraints/pr/MaxEntPRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/DecisionTree$Node.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/DecisionTree.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/DecisionTreeTrainer$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/DecisionTreeTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/evaluate/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/AccuracyCoverage$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/AccuracyCoverage$ClassificationComparator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/AccuracyCoverage.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/ConfusionMatrix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/Graph$Legend.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/Graph.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/Graph2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/evaluate/GraphItem.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/examples/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/examples/DocumentClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/FeatureConstraintUtil$Element.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/FeatureConstraintUtil.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/FeatureSelectingClassifierTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEnt.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntGERangeTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntGETrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntL1Trainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntOptimizableByGE.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntOptimizableByLabelDistribution.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntOptimizableByLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntPRTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MaxEntTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MCMaxEnt.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MCMaxEntTrainer$MaximizableTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MCMaxEntTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MostFrequentClassAssignmentTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/MostFrequentClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/NaiveBayes.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/NaiveBayesEMTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/NaiveBayesTrainer$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/NaiveBayesTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/PRAuxClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/PRAuxClassifierOptimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/RandomAssignmentTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/RandomClassifier.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/RankMaxEnt.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/RankMaxEntTrainer$MaximizableTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/RankMaxEntTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestClassifiers.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestMaxEntTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestNaiveBayes.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestStaticParameters$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestStaticParameters$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tests/TestStaticParameters.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/Trial.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/classify/tui/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Calo2Classify$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Calo2Classify$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Calo2Classify$ReportOption.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Calo2Classify.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Classifier2Info.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Csv2Classify.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Csv2Vectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/SvmLight2Classify.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/SvmLight2Vectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Text2Classify.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Text2Vectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Classify$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Classify$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Classify$ReportOption.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Classify.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2FeatureConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Info$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Info.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/tui/Vectors2Vectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/Winnow.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/classify/WinnowTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/Clusterer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/Clustering.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/clustering_scorer/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/clustering_scorer/ClusteringScorer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/clustering_scorer/PairwiseScorer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/Clusterings.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/AccuracyEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/BCubedEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/ClusteringEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/ClusteringEvaluators.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/MUCEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/PairF1Evaluator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/evaluate/tests/TestClusteringEvaluators.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/examples/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/examples/FirstOrderClusterExample$OverlappingFeaturePipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/examples/FirstOrderClusterExample.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/GreedyAgglomerative.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/GreedyAgglomerativeByDensity.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/HillClimbingClusterer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/iterator/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/AllPairsIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/ClusterSampleIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/NeighborIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/NodeClusterSampleIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/PairSampleIterator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/iterator/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/iterator/tests/TestIterators.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/KBestClusterer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/KMeans.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/AgglomerativeNeighbor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/ClassifyingNeighborEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator$Average.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator$CombiningStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator$Maximum.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator$Minimum.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/Neighbor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/NeighborEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator$Average.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator$CombiningStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator$Maximum.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator$Minimum.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/RandomEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/neighbor_evaluator/RankingNeighborEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/Record.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/tui/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/tui/Clusterings2Clusterer$ClusteringPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/tui/Clusterings2Clusterer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/tui/Clusterings2Clusterings.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/tui/Clusterings2Info.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/tui/Text2Clusterings.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/cluster/util/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/util/ClusterUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/cluster/util/PairwiseMatrix.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/examples/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/examples/TestCRFPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/examples/TopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/examples/TrainCRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/examples/TrainHMM.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/extract/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/AccuracyCoverageEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/BIOTokenizationFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/BIOTokenizationFilterWithTokenIndices.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/ConfidenceTokenizationFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/CRFExtractor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/DefaultTokenizationFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/DocumentExtraction$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/DocumentExtraction.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/DocumentViewer$DualLabeledSpans.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/DocumentViewer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/ExactMatchComparator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Extraction.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/ExtractionConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/ExtractionEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Extractor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Field.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/FieldCleaner.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/FieldComparator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/HierarchicalTokenizationFilter$TagStart.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/HierarchicalTokenizationFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/LabeledSpan.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/LabeledSpans.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/LatticeViewer$ExtorInfo.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/LatticeViewer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/PerDocumentF1Evaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/PerFieldF1Evaluator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/extract/pipe/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/pipe/TokenSequence2Tokenization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/PunctuationIgnoringComparator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Record.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/RegexFieldCleaner.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Span.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/StringSpan.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/StringTokenization.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/extract/test/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/test/TestDocumentExtraction.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/test/TestDocumentViewer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/test/TestLatticeViewer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/test/TestPerDocumentF1Evaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/Tokenization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/TokenizationFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/extract/TransducerExtractionConfidenceEstimator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CacheStaleIndicator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/confidence/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConfidenceCorrectorEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConfidenceEvaluator$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConfidenceEvaluator$ConfidenceComparator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConfidenceEvaluator$EntityConfidence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConfidenceEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConstrainedForwardBackwardConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ConstrainedViterbiTransducerCorrector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/GammaAverageConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/GammaProductConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/InstanceWithConfidence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/IsolatedSegmentTransducerCorrector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/MaxEntConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/MaxEntSequenceConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/MinSegmentConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/NBestViterbiConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/PipedInstanceWithConfidence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/QBCSequenceConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/RandomConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/RandomSequenceConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/SegmentProductConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/SequenceConfidenceInstance.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/TransducerConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/TransducerCorrector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/TransducerSequenceConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ViterbiConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/confidence/ViterbiRatioConfidenceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$Factors$Incrementor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$Factors$WeightedIncrementor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$Factors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF$TransitionIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFCacheStaleIndicator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFOptimizableByBatchLabelLikelihood$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFOptimizableByBatchLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFOptimizableByGradientValues.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFOptimizableByLabelLikelihood$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFOptimizableByLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByL1LabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByStochasticGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByThreadedLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByValueGradients$OptimizableCRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFTrainerByValueGradients.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/CRFWriter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/FeatureTransducer$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/FeatureTransducer$Transition.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/FeatureTransducer$TransitionIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/FeatureTransducer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMM$Incrementor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMM$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMM$TransitionIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMM$WeightedIncrementor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMM.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/HMMTrainerByLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/InstanceAccuracyEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/LabelDistributionEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLattice.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault$ViterbiNode$PreviousStateIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault$ViterbiNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault$WeightCache.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeDefault.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MaxLatticeFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMM$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMM$TransitionIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMM.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMMTrainer$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMMTrainer$MEMMOptimizableByLabelLikelihood.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MEMMTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/MultiSegmentationEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/NoopTransducerTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/PerClassAccuracyEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/Segment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SegmentationEvaluator$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SegmentationEvaluator$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SegmentationEvaluator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/GEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelGEConstraints$OneLabelGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelKLGEConstraints$OneLabelGEKLConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelKLGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelL2GEConstraints$OneLabelGEL2Constraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelL2GEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelL2RangeGEConstraints$OneLabelL2IndGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/OneLabelL2RangeGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/SelfTransitionGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelGEConstraints$TwoLabelGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelKLGEConstraints$TwoLabelKLGEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelKLGEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelL2GEConstraints$TwoLabelL2GEConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/constraints/TwoLabelL2GEConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/CRFOptimizableByEntropyRegularization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/CRFOptimizableByGE.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/CRFTrainerByEntropyRegularization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/CRFTrainerByGE.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/CRFTrainerByLikelihoodAndGE.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/EntropyLattice$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/EntropyLattice.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/FSTConstraintUtil.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/GELattice$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/GELattice.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/GELatticeTask.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/CachedDotTransitionIterator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2IndPRConstraints$OneLabelL2IndPRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2IndPRConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2PRConstraints$OneLabelPRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2PRConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/constraints/PRConstraint.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/ConstraintsOptimizableByPR$ExpectationTask.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/ConstraintsOptimizableByPR.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/CRFOptimizableByKL$ExpectationTask.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/CRFOptimizableByKL.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/CRFTrainerByPR.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/PRAuxiliaryModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/SumLatticeDefaultCachedDot$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/SumLatticeDefaultCachedDot.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/SumLatticeKL.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/SumLatticePR$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/pr/SumLatticePR.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/StateLabelMap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/SumLatticeTask.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/tui/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/semi_supervised/tui/SimpleTaggerWithConstraints.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/ShallowTransducerTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SimpleTagger$SimpleTaggerSentence2FeatureVectorSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SimpleTagger.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLattice.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam$Factory$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam$NBestSlist.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam$NBForBackNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeBeam.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeConstrained.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeDefault$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeDefault$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeDefault.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeScaling$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeScaling$LatticeNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/SumLatticeScaling.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/fst/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestCRF$TestCRF2String.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestCRF$TestCRFTokenSequenceRemoveSpaces.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestCRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestFeatureTransducer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestMEMM$TestMEMM2String.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestMEMM$TestMEMMTokenSequenceRemoveSpaces.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestMEMM.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/tests/TestSumNegLogProb2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/ThreadedOptimizable$GradientHandler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/ThreadedOptimizable$ValueHandler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/ThreadedOptimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TokenAccuracyEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/Transducer$Incrementor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/Transducer$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/Transducer$TransitionIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/Transducer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TransducerEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TransducerTrainer$ByIncrements.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TransducerTrainer$ByInstanceIncrements.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TransducerTrainer$ByOptimization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/TransducerTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/fst/ViterbiWriter.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/examples/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/examples/CrossTemplate1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/examples/ModelReaderExample.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/examples/SimpleCrfExample.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/examples/SimpleFactorExample.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/examples/SimpleGraphExample.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/inference/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractBeliefPropagation$AbstractMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractBeliefPropagation$MaxProductMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractBeliefPropagation$MessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractBeliefPropagation$SumProductMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractBeliefPropagation.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/AbstractInferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/BruteForceInferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/ExactSampler.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/AbstractMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/BPRegionGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ClusterVariationalRegionGenerator$BaseRegionComputer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ClusterVariationalRegionGenerator$ByFactorRegionComputer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ClusterVariationalRegionGenerator$Grid2x2RegionComputer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ClusterVariationalRegionGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/FactorizedRegion.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/FullMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/Kikuchi4SquareRegionGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/MessageArray.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/MessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ParentChildGBP$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/ParentChildGBP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/Region.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/RegionEdge.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/RegionGraph.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/RegionGraphGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/gbp/SparseMessageSender.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/GibbsSampler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/Inferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTree$Sepset.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTree.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreeInferencer$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreeInferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreePropagation$MaxProductMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreePropagation$MessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreePropagation$SumProductMessageStrategy.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/JunctionTreePropagation.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/LoopyBP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/MessageArray$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/MessageArray$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/MessageArray$ToMsgsIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/MessageArray.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/RandomGraphs$FactorGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/RandomGraphs$UniformFactorGenerator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/RandomGraphs.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/ResidualBP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/Sampler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/SamplingInferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TreeBP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$AlmostRandomTreeFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$ConvergenceTerminator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$DefaultConvergenceTerminator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$IterationTerminator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$SimpleUnionFind.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$TerminationCondition.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$TreeFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP$TreeListFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/TRP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/Utils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/inference/VariableElimination.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/learning/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$BigramTemplate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$FixedFactorTemplate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$GraphPostProcessor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$MaximizableACRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$PairwiseFactorTemplate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$SequenceTemplate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$Template.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$UnigramTemplate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$UnrolledGraph.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF$UnrolledVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRFEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/AcrfSerialEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/ACRFTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/DefaultAcrfTrainer$FileEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/DefaultAcrfTrainer$LogEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/DefaultAcrfTrainer$TestResults.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/DefaultAcrfTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/learning/extract/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/extract/ACRFExtractor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/extract/ACRFExtractorTrainer$CheckpointingEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/extract/ACRFExtractorTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/extract/AcrfExtractorTui.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/GenericAcrfData2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/GenericAcrfTui.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/MultiSegmentationEvaluatorACRF$TestResults.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/MultiSegmentationEvaluatorACRF.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PiecewiseACRFTrainer$Maxable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PiecewiseACRFTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer$CliquesIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer$EdgesIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer$Maxable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer$VariablesIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PwplACRFTrainer$Maxable$WrongWrong.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PwplACRFTrainer$Maxable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/PwplACRFTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/SimilarTokensTemplate$CapWordsBinner.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/SimilarTokensTemplate$FeatureVectorBinner.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/SimilarTokensTemplate$TokenInfo.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/SimilarTokensTemplate$WordFeatureBinner.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/learning/templates/SimilarTokensTemplate.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/test/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestAbstractBeliefPropagation.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestAssignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestAssignmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestBetaFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestBitVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestDirectedModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestFactorGraph.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestFactors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestGenericAcrfData2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestGibbsSampler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestHashClique.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestInference$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestInference.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestListVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestLogTableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestMIntInt2ObjectMap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestNormalFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestPottsFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestRandomGraphs.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestTableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestTRP.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestUndirectedModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestUniformFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/test/TestUniNormalFactor.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/types/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/AbstractAssignmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/AbstractFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/AbstractTableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Assignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/AssignmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BetaFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BidirectionalIntObjectMap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BinaryUnaryFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BitVarSet$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BitVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BoltzmannPairFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/BoltzmannUnaryFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/ConstantFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/CPT.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/DenseAssignmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/DirectedModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/DiscreteFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Factor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/FactorGraph$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/FactorGraph$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/FactorGraph$3.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/FactorGraph.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Factors$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Factors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/HashVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/ListVarSet$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/ListVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/LogTableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/NormalFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/ParameterizedFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/PottsTableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/SkeletonFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/SparseAssignmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/TableFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Tree.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/UndirectedGrid.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/UndirectedModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/UniformFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/UniNormalFactor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Universe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/UnmodifiableVarSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/Variable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/types/VarSet.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/grmm/util/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CachingOptimizable$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CachingOptimizable$Base.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CachingOptimizable$ByBatchGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CachingOptimizable$ByGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CachingOptimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CSIntInt2ObjectMultiMap$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/CSIntInt2ObjectMultiMap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/Flops$Watch.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/Flops.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/GeneralUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/Graphs.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/LabelsAssignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/LabelsSequence2Assignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/Matrices.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/MIntInt2ObjectMap$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/MIntInt2ObjectMap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/ModelReader.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/Models.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/ModelWriter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/PipedIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/RememberTokenizationPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/SliceLabelsSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/grmm/util/THashMultiMap.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/optimize/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/AGIS.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/BackTrackLineSearch.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/ConjugateGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/GradientAscent.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/GradientBracketLineOptimizer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/InvalidOptimizableException.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/LimitedMemoryBFGS.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/LineOptimizer$ByGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/LineOptimizer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByBatchGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByCombiningBatchGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByGISUpdate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByGradientValue.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByHessian.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByValue.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable$ByVotedPerceptron.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizableCollection$ByGradientValue.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizableCollection.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizationException.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizer$ByBatches.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/Optimizer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizerEvaluator$ByBatchGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizerEvaluator$ByGradient.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OptimizerEvaluator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/OrthantWiseLimitedMemoryBFGS.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/StochasticMetaAscent.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/optimize/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/tests/TestOptimizable$SimplePoly.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/tests/TestOptimizable$WrongSimplePoly.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/tests/TestOptimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/tests/TestOptimizer$SimplePoly.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/optimize/tests/TestOptimizer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/AddClassifierTokenPredictions$TokenClassifiers.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/AddClassifierTokenPredictions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Array2FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/AugmentableFeatureVectorAddConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/AugmentableFeatureVectorLogScale.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/BranchingPipe$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/BranchingPipe$BranchingInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/BranchingPipe$GateKeepingInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/BranchingPipe$PeekingInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/BranchingPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequence2CharNGrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequence2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceArray2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceLowercase.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceRemoveHTML$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceRemoveHTML$ParserGetter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceRemoveHTML$TagStripper.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceRemoveHTML.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceRemoveUUEncodedBlocks.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSequenceReplace.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/CharSubsequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Classification2ConfidencePredictingFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Csv2Array.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Csv2FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Directory2FileIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureCountPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureDocFreqPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureSequence2AugmentableFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureSequence2FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureSequenceConvolution.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureValueString2FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureVectorConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureVectorSequence2FeatureVectors$FeatureVectorIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FeatureVectorSequence2FeatureVectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Filename2CharSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FilterEmptyFeatureVectors$FilteringPipeInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FilterEmptyFeatureVectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/FixedVocabTokenizer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Input2CharSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/InstanceListTrimFeaturesByCount.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/iterator/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/ArrayDataAndTargetIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/ArrayIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/ConcatenatedInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/CsvIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/DBInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/EmptyInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/FileIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/FileListIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/FileUriIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/LineGroupIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/LineIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/ParenGroupIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/PatternMatchIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/PipeExtendedIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/PipeInputIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/RandomFeatureVectorIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/RandomTokenSequenceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/SegmentIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/SelectiveFileLineIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/SimpleFileLineIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/StringArrayIterator.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/iterator/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/tests/TestPatternMatchIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/iterator/UnlabeledFileIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/LineGroupString2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/MakeAmpersandXMLFriendly.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/NGramPreprocessor$ReplacementSet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/NGramPreprocessor.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Noop.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Pipe$SimplePipeInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Pipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/PipeException.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/PipeUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/PrintInput.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/PrintInputAndTarget.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/PrintTokenSequenceFeatures.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SaveDataInSource.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SelectiveSGML2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SerialPipes$Predicate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SerialPipes.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SGML2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SimpleTaggerSentence2StringTokenization.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SimpleTaggerSentence2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SimpleTokenizer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SourceLocation2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/StringAddNewLineDelimiter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/StringList2FeatureSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/SvmLight2FeatureVectorAndLabel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Target2Double.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Target2FeatureSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Target2Integer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Target2Label.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Target2LabelSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TargetRememberLastLabel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TargetStringToFeatures.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestInstancePipe$Array2ArrayIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestInstancePipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestIterators.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestPipeUtils$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestPipeUtils$StupidPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestPipeUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestRainbowStyle.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestSGML2TokenSequence$Array2ArrayIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestSGML2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tests/TestSpacePipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/Token2FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequence2FeatureSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequence2FeatureSequenceWithBigrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequence2FeatureVectorSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequence2TokenInstances$TokenInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequence2TokenInstances.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceLowercase.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceMatchDataAndTarget.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceNGrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceParseFeatureString.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceRemoveNonAlpha.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceRemoveStopPatterns.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/TokenSequenceRemoveStopwords.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/tsf/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/CountMatches.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/CountMatchesAlignedWithOffsets.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/CountMatchesMatching.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/FeaturesInWindow.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/FeaturesOfFirstMention.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/LexiconMembership.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/OffsetConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/OffsetFeatureConjunction.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/OffsetPropertyConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/RegexMatches.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/SequencePrintingPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/Target2BIOFormat.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/pipe/tsf/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/tests/TestOffsetConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/tests/TestOffsetFeatureConjunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/tests/TestSequencePrintingPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenFirstPosition.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenText.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenTextCharNGrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenTextCharPrefix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenTextCharSuffix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TokenTextNGrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TrieLexiconMembership$TrieLexicon.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/TrieLexiconMembership.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/tsf/WordVectors.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/pipe/ValueString2FeatureVector.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/regression/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/CoordinateDescent.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/LeastSquares.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/LinearRegression.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/LinearRegressionTrainer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/regression/tui/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/tui/Regression.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/regression/tui/RegressionImporter.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/casutton/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/casutton/ner/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/casutton/ner/ConllNer2003Sentence2TokenSequence.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/mccallum/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/mccallum/ner/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/mccallum/ner/ConllNer2003Sentence2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/mccallum/ner/TokenSequenceDocHeader.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/mccallum/ner/TUI.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/upenn/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/MaxEntShell.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/FeatureWindow.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/LengthBins.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/ListMember.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/LongRegexMatches.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/upenn/ner/NEPipes.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/weili/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/weili/ner/\n",
      "   creating: mallet-2.0.8/class/cc/mallet/share/weili/ner/enron/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/weili/ner/enron/EnronMessage2TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/weili/ner/enron/TUI.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/share/weili/ner/WordTransformation.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/topics/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/AbstractTopicReports.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/DMROptimizable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/DMRTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/HierarchicalLDA$NCRPNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/HierarchicalLDA.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/HierarchicalPAM.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/JSONTopicReports.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LabeledLDA.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LDA$1WordProb.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LDA.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LDAHyper$Topication.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LDAHyper.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/LDAStream.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/MarginalProbEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/MultinomialHMM.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/NPTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/PAM4L$IDSorter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/PAM4L.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/ParallelTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/PolylingualTopicModel$TopicAssignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/PolylingualTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/RTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/SimpleLDA.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicalNGrams$1WordProb.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicalNGrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicAssignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicInferencer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicModelDiagnostics$TopicScores.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicModelDiagnostics.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/TopicReports.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/topics/tui/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/DMRLoader.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/EvaluateTopics.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/HierarchicalLDATUI.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/InferTopics.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/TopicTrainer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/tui/Vectors2Topics.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/WeightedTopicModel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/WordEmbeddingRunnable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/WordEmbeddings.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/topics/WorkerRunnable.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/types/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Alphabet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/AlphabetCarrying.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/AlphabetFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ArrayListSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ArraySequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/AugmentableFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/BiNormalSeparation$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/BiNormalSeparation.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/CachedMetric.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ChainedInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ConstantMatrix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/CrossValidationIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/DenseMatrix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/DenseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Dirichlet$Estimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Dirichlet$MethodOfMomentsEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Dirichlet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/EuclideanDistance.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ExpGain$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ExpGain.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureConjunction$List.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureConjunction.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureCounter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureCounts$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureCounts.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureInducer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureSelection.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureSelector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureSequenceWithBigrams.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureVectorSequence$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/FeatureVectorSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/GainRatio$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/GainRatio.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/GradientGain$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/GradientGain.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/HashedSparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/IDSorter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/IndexedSparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InfiniteDistance.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InfoGain$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InfoGain.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Instance.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InstanceList$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InstanceList$CrossValidationIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InstanceList$NotYetSetPipe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InstanceList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InstanceListTUI.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/InvertedIndex.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/KLGain.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Label.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LabelAlphabet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Labeler.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Labeling.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Labelings.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Labels.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LabelSequence$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LabelSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LabelsSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LabelVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/LogNumber.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ManhattenDistance.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Matrix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Matrix2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Matrixn.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/MatrixOps.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Metric.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Minkowski.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/MultiInstanceList$MultiIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/MultiInstanceList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$Estimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$LaplaceEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$Logged.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$MAPEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$MEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial$MLEstimator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Multinomial.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/NormalizedDotProductMetric.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/NullLabel.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PagedInstanceList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PartiallyRankedFeatureVector$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PartiallyRankedFeatureVector$PerLabelFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PartiallyRankedFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PerLabelFeatureCounts$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PerLabelFeatureCounts.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PerLabelInfoGain$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PerLabelInfoGain.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/PropertyHolder.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/RankedFeatureVector$EntryWithOriginalIndex.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/RankedFeatureVector$Factory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/RankedFeatureVector$PerLabelFactory.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/RankedFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/ROCData.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Sequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/SequencePair.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/SequencePairAlignment.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/SingleInstanceIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/SparseMatrixn.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/SparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/StringEditFeatureVectorSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/StringEditVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/StringKernel.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/types/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestAlphabet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestAugmentableFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestBiNormalSeparation$BinaryTestData.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestBiNormalSeparation.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestFeatureSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestHashedSparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestIndexedSparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestInstanceListWeights.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestLabelAlphabet$Labelee.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestLabelAlphabet.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestLabelsSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestLabelVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestMatrix.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestMatrixn.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestMultinomial.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestPagedInstanceList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestRankedFeatureVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestSerializable$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestSerializable$WriteMe.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestSerializable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestSparseMatrixn.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestSparseVector.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/tests/TestToken.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Token.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/TokenSequence.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/types/Vector.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/util/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Addable.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/ArrayListUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/ArrayUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/BshInterpreter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/BulkLoader.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CharSequenceLexer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CollectionUtils$1Accumulator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CollectionUtils$Fn.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CollectionUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/ColorUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$Boolean.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$Double.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$DoubleArray.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$File.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$Integer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$IntegerArray.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$List$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$List$2.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$List.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$ListProviding.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$Object.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$ObjectFromBean.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$Set.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$SpacedStrings.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption$String.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/CommandOption.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/DBBulkLoader.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/DBInstanceStore.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/DirectoryFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/DocumentLengths.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/DoubleList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/FeatureCooccurrenceCounter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/FeatureCountTool.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/FileUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/InstanceListPrinter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/IoUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Lexer.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/MalletLogger.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/MalletProgressMessageLogger.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Maths.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/MVNormal.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PlainLogFormatter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PrintUtilities.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/ProgressMessageLogFormatter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/ProgressMessageLogRecord.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList$Iterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList$NumericIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList$NumericProperty.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList$ObjectIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList$ObjectProperty.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/PropertyList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Randoms$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Randoms.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/RegexFileFilter.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Replacement.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Replacer.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/util/resources/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/resources/logging.properties  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/util/resources/wn/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/resources/wn/Examples.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/util/search/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/AStar.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/AStarNode$NextNodeIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/AStarNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/AStarState.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/MinHeap.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/PriorityQueue.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/QueueElement.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/SearchNode$NextNodeIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/SearchNode.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/SearchState$NextStateIterator.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/search/SearchState.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Sequences.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/StatFunctions.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Strings.class  \n",
      "   creating: mallet-2.0.8/class/cc/mallet/util/tests/\n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestAStar$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestAStar$State$NextStates.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestAStar$State.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestAStar.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestMaths.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestPriorityQueue$1.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestPriorityQueue$Item.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestPriorityQueue.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestPropertyList.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestRandom.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/tests/TestStrings.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Timing.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/Univariate.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/UriUtils.class  \n",
      "  inflating: mallet-2.0.8/class/cc/mallet/util/VectorStats.class  \n",
      "   creating: mallet-2.0.8/dist/\n",
      "  inflating: mallet-2.0.8/dist/mallet-deps.jar  \n",
      "  inflating: mallet-2.0.8/dist/mallet.jar  \n",
      "   creating: mallet-2.0.8/lib/\n",
      "  inflating: mallet-2.0.8/lib/bsh.jar  \n",
      "  inflating: mallet-2.0.8/lib/derby.jar  \n",
      "  inflating: mallet-2.0.8/lib/grmm-deps.jar  \n",
      "  inflating: mallet-2.0.8/lib/jdom-1.0.jar  \n",
      "  inflating: mallet-2.0.8/lib/jgrapht-0.6.0.jar  \n",
      "  inflating: mallet-2.0.8/lib/junit-4.5.jar  \n",
      "  inflating: mallet-2.0.8/lib/jwnl-1.3.jar  \n",
      "  inflating: mallet-2.0.8/lib/LICENSES  \n",
      "  inflating: mallet-2.0.8/lib/Makefile  \n",
      "  inflating: mallet-2.0.8/lib/mallet-deps.jar  \n",
      "  inflating: mallet-2.0.8/lib/mtj-0.9.9.jar  \n",
      "  inflating: mallet-2.0.8/lib/openjgraph.jar  \n",
      "  inflating: mallet-2.0.8/lib/trove-2.0.2.jar  \n",
      "  inflating: mallet-2.0.8/LICENSE    \n",
      "  inflating: mallet-2.0.8/Makefile   \n",
      "  inflating: mallet-2.0.8/pom.xml    \n",
      "  inflating: mallet-2.0.8/README.md  \n",
      "   creating: mallet-2.0.8/sample-data/\n",
      "   creating: mallet-2.0.8/sample-data/numeric/\n",
      "  inflating: mallet-2.0.8/sample-data/numeric/boxes.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/numeric/puffins.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/README  \n",
      "   creating: mallet-2.0.8/sample-data/web/\n",
      "   creating: mallet-2.0.8/sample-data/web/de/\n",
      "  inflating: mallet-2.0.8/sample-data/web/de/apollo8.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/fiv.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/habichtsadler.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/hoechst.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/indogermanische.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/konrad.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/marcellinus.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/rostock.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/sadat.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/t40.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/ulrich.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/de/wildenstein.txt  \n",
      "   creating: mallet-2.0.8/sample-data/web/en/\n",
      "  inflating: mallet-2.0.8/sample-data/web/en/elizabeth_needham.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/equipartition_theorem.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/gunnhild.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/hawes.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/hill.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/shiloh.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/sunderland_echo.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/thespis.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/thylacine.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/uranus.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/yard.txt  \n",
      "  inflating: mallet-2.0.8/sample-data/web/en/zinta.txt  \n",
      "   creating: mallet-2.0.8/src/\n",
      "   creating: mallet-2.0.8/src/cc/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/AdaBoost.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/AdaBoostM2.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/AdaBoostM2Trainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/AdaBoostTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/BaggingClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/BaggingTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/BalancedWinnow.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/BalancedWinnowTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/Boostable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/C45.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/C45Trainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/Classification.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/Classifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ClassifierAccuracyEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ClassifierEnsemble.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ClassifierEnsembleTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ClassifierEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ClassifierTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ConfidencePredictingClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/ConfidencePredictingClassifierTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/constraints/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/MaxEntFLGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/MaxEntGEConstraint.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/MaxEntKLFLGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/MaxEntL2FLGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/ge/MaxEntRangeL2FLGEConstraints.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/constraints/pr/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/pr/MaxEntFLPRConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/pr/MaxEntL2FLPRConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/constraints/pr/MaxEntPRConstraint.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/DecisionTree.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/DecisionTreeTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/evaluate/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/AccuracyCoverage.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/ConfusionMatrix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/Graph.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/Graph2.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/GraphItem.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/evaluate/package.html  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/examples/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/examples/DocumentClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/examples/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/FeatureConstraintUtil.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/FeatureSelectingClassifierTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEnt.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntGERangeTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntGETrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntL1Trainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntOptimizableByGE.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntOptimizableByLabelDistribution.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntOptimizableByLabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntPRTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MaxEntTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MCMaxEnt.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MCMaxEntTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MostFrequentClassAssignmentTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/MostFrequentClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/NaiveBayes.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/NaiveBayesEMTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/NaiveBayesTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/PRAuxClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/PRAuxClassifierOptimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/RandomAssignmentTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/RandomClassifier.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/RankMaxEnt.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/RankMaxEntTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/a/\n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/a/m1  \n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/a/ma  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/b/\n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/learn/b/m2  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/update/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/update/b/\n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/update/b/m3  \n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/update/b/m4  \n",
      " extracting: mallet-2.0.8/src/cc/mallet/classify/tests/NaiveBayesData/update/b/m5  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tests/TestClassifiers.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tests/TestMaxEntTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tests/TestNaiveBayes.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tests/TestStaticParameters.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/Trial.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/classify/tui/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Calo2Classify.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Classifier2Info.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Csv2Classify.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Csv2Vectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/SvmLight2Classify.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/SvmLight2Vectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Text2Classify.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Text2Vectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/TODO  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Vectors2Classify.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Vectors2FeatureConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Vectors2Info.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/tui/Vectors2Vectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/Winnow.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/classify/WinnowTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/Clusterer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/Clustering.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/clustering_scorer/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/clustering_scorer/ClusteringScorer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/clustering_scorer/PairwiseScorer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/Clusterings.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/AccuracyEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/BCubedEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/ClusteringEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/ClusteringEvaluators.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/MUCEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/PairF1Evaluator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/evaluate/tests/TestClusteringEvaluators.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/examples/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/examples/FirstOrderClusterExample.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/GreedyAgglomerative.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/GreedyAgglomerativeByDensity.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/HillClimbingClusterer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/iterator/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/AllPairsIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/ClusterSampleIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/NeighborIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/NodeClusterSampleIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/PairSampleIterator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/iterator/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/iterator/tests/TestIterators.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/KBestClusterer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/KMeans.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/AgglomerativeNeighbor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/ClassifyingNeighborEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/MedoidEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/Neighbor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/NeighborEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/PairwiseEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/RandomEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/neighbor_evaluator/RankingNeighborEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/README  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/Record.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/tui/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/tui/Clusterings2Clusterer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/tui/Clusterings2Clusterings.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/tui/Clusterings2Info.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/tui/Text2Clusterings.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/cluster/util/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/util/ClusterUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/cluster/util/PairwiseMatrix.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/examples/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/examples/TestCRFPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/examples/TopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/examples/TrainCRF.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/examples/TrainHMM.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/extract/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/AccuracyCoverageEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/BIOTokenizationFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/BIOTokenizationFilterWithTokenIndices.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/ConfidenceTokenizationFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/CRFExtractor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/DefaultTokenizationFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/DocumentExtraction.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/DocumentViewer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/ExactMatchComparator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Extraction.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/ExtractionConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/ExtractionEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Extractor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Field.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/FieldCleaner.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/FieldComparator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/HierarchicalTokenizationFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/LabeledSpan.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/LabeledSpans.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/LatticeViewer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/PerDocumentF1Evaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/PerFieldF1Evaluator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/extract/pipe/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/pipe/TokenSequence2Tokenization.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/PunctuationIgnoringComparator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Record.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/RegexFieldCleaner.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Span.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/StringSpan.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/StringTokenization.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/extract/test/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/test/TestDocumentExtraction.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/test/TestDocumentViewer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/test/TestLatticeViewer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/test/TestPerDocumentF1Evaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/Tokenization.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/TokenizationFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/extract/TransducerExtractionConfidenceEstimator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CacheStaleIndicator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/confidence/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ConfidenceCorrectorEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ConfidenceEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ConstrainedForwardBackwardConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ConstrainedViterbiTransducerCorrector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/GammaAverageConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/GammaProductConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/InstanceWithConfidence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/IsolatedSegmentTransducerCorrector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/MaxEntConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/MaxEntSequenceConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/MinSegmentConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/NBestViterbiConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/PipedInstanceWithConfidence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/QBCSequenceConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/RandomConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/RandomSequenceConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/SegmentProductConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/SequenceConfidenceInstance.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/TransducerConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/TransducerCorrector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/TransducerSequenceConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ViterbiConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/confidence/ViterbiRatioConfidenceEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRF.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFCacheStaleIndicator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFOptimizableByBatchLabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFOptimizableByGradientValues.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFOptimizableByLabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFTrainerByL1LabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFTrainerByLabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFTrainerByStochasticGradient.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFTrainerByThreadedLabelLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFTrainerByValueGradients.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/CRFWriter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/FeatureTransducer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/HMM.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/HMMTrainerByLikelihood.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/InstanceAccuracyEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/LabelDistributionEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MaxLattice.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MaxLatticeDefault.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MaxLatticeFactory.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MEMM.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MEMMTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/MultiSegmentationEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/NoopTransducerTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/PerClassAccuracyEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/Segment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SegmentationEvaluator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/GEConstraint.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/OneLabelGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/OneLabelKLGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/OneLabelL2GEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/OneLabelL2RangeGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/SelfTransitionGEConstraint.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/TwoLabelGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/TwoLabelKLGEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/constraints/TwoLabelL2GEConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/CRFOptimizableByEntropyRegularization.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/CRFOptimizableByGE.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/CRFTrainerByEntropyRegularization.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/CRFTrainerByGE.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/CRFTrainerByLikelihoodAndGE.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/EntropyLattice.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/FSTConstraintUtil.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/GELattice.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/CachedDotTransitionIterator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/constraints/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2IndPRConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/constraints/OneLabelL2PRConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/constraints/PRConstraint.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/ConstraintsOptimizableByPR.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/CRFOptimizableByKL.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/CRFTrainerByPR.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/PRAuxiliaryModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/SumLatticeDefaultCachedDot.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/SumLatticeKL.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/pr/SumLatticePR.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/StateLabelMap.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/tui/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/semi_supervised/tui/SimpleTaggerWithConstraints.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/ShallowTransducerTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SimpleTagger.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLattice.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLatticeBeam.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLatticeConstrained.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLatticeDefault.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLatticeFactory.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/SumLatticeScaling.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/fst/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/tests/TestCRF.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/tests/TestFeatureTransducer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/tests/TestMEMM.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/tests/TestSumNegLogProb2.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/ThreadedOptimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/TokenAccuracyEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/Transducer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/TransducerEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/TransducerTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/fst/ViterbiWriter.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/examples/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/examples/CrossTemplate1.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/examples/ModelReaderExample.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/examples/SimpleCrfExample.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/examples/SimpleFactorExample.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/examples/SimpleGraphExample.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/inference/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/AbstractBeliefPropagation.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/AbstractInferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/BruteForceInferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/ExactSampler.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/AbstractMessageStrategy.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/BPRegionGenerator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/ClusterVariationalRegionGenerator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/FactorizedRegion.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/FullMessageStrategy.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/Kikuchi4SquareRegionGenerator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/MessageArray.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/MessageStrategy.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/ParentChildGBP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/Region.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/RegionEdge.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/RegionGraph.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/RegionGraphGenerator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/gbp/SparseMessageSender.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/GibbsSampler.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/Inferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/JunctionTree.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/JunctionTreeInferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/JunctionTreePropagation.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/LoopyBP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/MessageArray.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/RandomGraphs.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/ResidualBP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/Sampler.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/SamplingInferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/TreeBP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/TRP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/Utils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/inference/VariableElimination.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/learning/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/ACRF.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/ACRFEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/AcrfSerialEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/ACRFTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/DefaultAcrfTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/learning/extract/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/extract/ACRFExtractor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/extract/ACRFExtractorTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/extract/AcrfExtractorTui.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/GenericAcrfData2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/GenericAcrfTui.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/MultiSegmentationEvaluatorACRF.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/PiecewiseACRFTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/PseudolikelihoodACRFTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/PwplACRFTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/learning/templates/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/learning/templates/SimilarTokensTemplate.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/test/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestAbstractBeliefPropagation.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestAssignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestAssignmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestBetaFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestBitVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestDirectedModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestFactorGraph.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestFactors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestGenericAcrfData2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestGibbsSampler.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestHashClique.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestInference.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestListVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestLogTableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestMIntInt2ObjectMap.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestNormalFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestPottsFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestRandomGraphs.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestTableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestTRP.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestUndirectedModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestUniformFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/test/TestUniNormalFactor.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/types/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/AbstractAssignmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/AbstractFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/AbstractTableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Assignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/AssignmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BetaFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BidirectionalIntObjectMap.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BinaryUnaryFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BitVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BoltzmannPairFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/BoltzmannUnaryFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/ConstantFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/CPT.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/DenseAssignmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/DirectedModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/DiscreteFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Factor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/FactorGraph.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Factors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/HashVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/ListVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/LogTableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/NormalFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/ParameterizedFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/PottsTableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/SkeletonFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/SparseAssignmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/TableFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Tree.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/UndirectedGrid.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/UndirectedModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/UniformFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/UniNormalFactor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Universe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/UnmodifiableVarSet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/Variable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/types/VarSet.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/grmm/util/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/CachingOptimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/CSIntInt2ObjectMultiMap.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/Flops.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/GeneralUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/Graphs.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/LabelsAssignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/LabelsSequence2Assignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/Matrices.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/MIntInt2ObjectMap.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/ModelReader.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/Models.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/ModelWriter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/PipedIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/RememberTokenizationPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/SliceLabelsSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/grmm/util/THashMultiMap.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/optimize/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/AGIS.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/BackTrackLineSearch.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/ConjugateGradient.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/GradientAscent.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/GradientBracketLineOptimizer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/InvalidOptimizableException.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/LimitedMemoryBFGS.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/LineOptimizer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/Optimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/OptimizableCollection.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/OptimizationException.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/Optimizer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/OptimizerEvaluator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/OrthantWiseLimitedMemoryBFGS.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/StochasticMetaAscent.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/optimize/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/tests/TestOptimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/optimize/tests/TestOptimizer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/AddClassifierTokenPredictions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Array2FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/AugmentableFeatureVectorAddConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/AugmentableFeatureVectorLogScale.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/BranchingPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequence2CharNGrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequence2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequenceArray2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequenceLowercase.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequenceRemoveHTML.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequenceRemoveUUEncodedBlocks.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSequenceReplace.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/CharSubsequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Classification2ConfidencePredictingFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Csv2Array.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Csv2FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Directory2FileIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureCountPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureDocFreqPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureSequence2AugmentableFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureSequence2FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureSequenceConvolution.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureValueString2FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureVectorConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FeatureVectorSequence2FeatureVectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Filename2CharSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FilterEmptyFeatureVectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/FixedVocabTokenizer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/HACKING  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Input2CharSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/InstanceListTrimFeaturesByCount.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/iterator/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/ArrayDataAndTargetIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/ArrayIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/ConcatenatedInstanceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/CsvIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/DBInstanceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/EmptyInstanceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/FileIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/FileListIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/FileUriIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/LineGroupIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/LineIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/ParenGroupIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/PatternMatchIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/PipeExtendedIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/PipeInputIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/RandomFeatureVectorIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/RandomTokenSequenceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/SegmentIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/SelectiveFileLineIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/SimpleFileLineIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/StringArrayIterator.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/iterator/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/tests/TestPatternMatchIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/iterator/UnlabeledFileIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/LineGroupString2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/MakeAmpersandXMLFriendly.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/NGramPreprocessor.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Noop.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Pipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/PipeException.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/PipeUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/PrintInput.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/PrintInputAndTarget.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/PrintTokenSequenceFeatures.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SaveDataInSource.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SelectiveSGML2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SerialPipes.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SGML2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SimpleTaggerSentence2StringTokenization.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SimpleTaggerSentence2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SimpleTokenizer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SourceLocation2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/StringAddNewLineDelimiter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/StringList2FeatureSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/SvmLight2FeatureVectorAndLabel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Target2Double.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Target2FeatureSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Target2Integer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Target2Label.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Target2LabelSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TargetRememberLastLabel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TargetStringToFeatures.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestInstancePipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestIterators.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestPipeUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestRainbowStyle.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestSGML2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tests/TestSpacePipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/Token2FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequence2FeatureSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequence2FeatureSequenceWithBigrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequence2FeatureVectorSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequence2TokenInstances.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceLowercase.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceMatchDataAndTarget.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceNGrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceParseFeatureString.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceRemoveNonAlpha.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceRemoveStopPatterns.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/TokenSequenceRemoveStopwords.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/tsf/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/CountMatches.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/CountMatchesAlignedWithOffsets.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/CountMatchesMatching.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/FeaturesInWindow.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/FeaturesOfFirstMention.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/LexiconMembership.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/OffsetConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/OffsetFeatureConjunction.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/OffsetPropertyConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/RegexMatches.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/SequencePrintingPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/Target2BIOFormat.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/pipe/tsf/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/tests/TestOffsetConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/tests/TestOffsetFeatureConjunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/tests/TestSequencePrintingPipe.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenFirstPosition.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenText.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenTextCharNGrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenTextCharPrefix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenTextCharSuffix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TokenTextNGrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/TrieLexiconMembership.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/tsf/WordVectors.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/pipe/ValueString2FeatureVector.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/regression/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/CoordinateDescent.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/LeastSquares.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/LinearRegression.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/LinearRegressionTrainer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/regression/tui/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/tui/Regression.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/regression/tui/RegressionImporter.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/casutton/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/casutton/ner/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/casutton/ner/ConllNer2003Sentence2TokenSequence.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/mccallum/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/mccallum/ner/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/mccallum/ner/ConllNer2003Sentence2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/mccallum/ner/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/mccallum/ner/TokenSequenceDocHeader.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/mccallum/ner/TUI.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/upenn/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/MaxEntShell.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/FeatureWindow.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/LengthBins.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/ListMember.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/LongRegexMatches.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/ner/NEPipes.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/upenn/package.html  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/weili/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/weili/ner/\n",
      "   creating: mallet-2.0.8/src/cc/mallet/share/weili/ner/enron/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/weili/ner/enron/EnronMessage2TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/weili/ner/enron/TUI.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/share/weili/ner/WordTransformation.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/topics/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/AbstractTopicReports.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/DMROptimizable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/DMRTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/HierarchicalLDA.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/HierarchicalPAM.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/JSONTopicReports.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/LabeledLDA.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/LDA.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/LDAHyper.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/LDAStream.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/MarginalProbEstimator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/MultinomialHMM.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/NPTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/PAM4L.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/ParallelTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/PolylingualTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/RTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/SimpleLDA.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/TopicalNGrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/TopicAssignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/TopicInferencer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/TopicModelDiagnostics.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/TopicReports.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/topics/tui/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/DMRLoader.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/EvaluateTopics.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/HierarchicalLDATUI.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/InferTopics.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/TopicTrainer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/tui/Vectors2Topics.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/WeightedTopicModel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/WordEmbeddingRunnable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/WordEmbeddings.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/topics/WorkerRunnable.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/types/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Alphabet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/AlphabetCarrying.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/AlphabetFactory.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ArrayListSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ArraySequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/AugmentableFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/BiNormalSeparation.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/CachedMetric.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ChainedInstanceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ConstantMatrix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/CrossValidationIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/DenseMatrix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/DenseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Dirichlet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/EuclideanDistance.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ExpGain.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureConjunction.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureCounter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureCounts.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureInducer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureSelection.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureSelector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureSequenceWithBigrams.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/FeatureVectorSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/GainRatio.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/GradientGain.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/HashedSparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/IDSorter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/IndexedSparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/InfiniteDistance.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/InfoGain.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Instance.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/InstanceList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/InstanceListTUI.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/InvertedIndex.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/KLGain.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Label.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/LabelAlphabet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Labeler.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Labeling.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Labelings.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Labels.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/LabelSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/LabelsSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/LabelVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/LogNumber.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ManhattenDistance.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Matrix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Matrix2.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Matrixn.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/MatrixOps.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Metric.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Minkowski.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/MultiInstanceList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Multinomial.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/NormalizedDotProductMetric.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/NullLabel.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/PagedInstanceList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/PartiallyRankedFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/PerLabelFeatureCounts.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/PerLabelInfoGain.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/PropertyHolder.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/RankedFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/ROCData.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Sequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/SequencePair.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/SequencePairAlignment.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/SingleInstanceIterator.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/SparseMatrixn.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/SparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/StringEditFeatureVectorSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/StringEditVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/StringKernel.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/types/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestAlphabet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestAugmentableFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestBiNormalSeparation.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestFeatureSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestHashedSparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestIndexedSparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestInstanceListWeights.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestLabelAlphabet.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestLabelsSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestLabelVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestMatrix.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestMatrixn.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestMultinomial.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestPagedInstanceList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestRankedFeatureVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestSerializable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestSparseMatrixn.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestSparseVector.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/tests/TestToken.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Token.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/TokenSequence.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/types/Vector.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/util/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Addable.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/ArrayListUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/ArrayUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/BshInterpreter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/BulkLoader.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/CharSequenceLexer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/CollectionUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/ColorUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/CommandOption.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/DBBulkLoader.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/DBInstanceStore.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/DirectoryFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/DocumentLengths.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/DoubleList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/FeatureCooccurrenceCounter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/FeatureCountTool.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/FileUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/InstanceListPrinter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/IoUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Lexer.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/MalletLogger.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/MalletProgressMessageLogger.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Maths.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/MVNormal.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/PlainLogFormatter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/PrintUtilities.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/ProgressMessageLogFormatter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/ProgressMessageLogRecord.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/PropertyList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Randoms.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/RegexFileFilter.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Replacement.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Replacer.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/util/resources/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/logging.properties  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/util/resources/wn/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/database_properties.xml  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/Examples.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/file_properties.xml  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/jwnl-properties.xml  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/jwnl_properties.dtd  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/jwnl_properties.xsd  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/map_properties.xml  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/resources/wn/README  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/util/search/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/AStar.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/AStarNode.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/AStarState.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/MinHeap.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/PriorityQueue.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/QueueElement.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/SearchNode.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/search/SearchState.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Sequences.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/StatFunctions.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Strings.java  \n",
      "   creating: mallet-2.0.8/src/cc/mallet/util/tests/\n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/package.html  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestAStar.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestMaths.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestPriorityQueue.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestPropertyList.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestRandom.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/tests/TestStrings.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Timing.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/Univariate.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/UriUtils.java  \n",
      "  inflating: mallet-2.0.8/src/cc/mallet/util/VectorStats.java  \n",
      "   creating: mallet-2.0.8/stoplists/\n",
      "  inflating: mallet-2.0.8/stoplists/de.txt  \n",
      "  inflating: mallet-2.0.8/stoplists/en.txt  \n",
      "  inflating: mallet-2.0.8/stoplists/fi.txt  \n",
      "  inflating: mallet-2.0.8/stoplists/fr.txt  \n",
      "  inflating: mallet-2.0.8/stoplists/jp.txt  \n",
      "  inflating: mallet-2.0.8/stoplists/README  \n",
      "   creating: mallet-2.0.8/test/\n"
     ]
    }
   ],
   "source": [
    "!wget http://mallet.cs.umass.edu/dist/mallet-2.0.8.zip\n",
    "!unzip mallet-2.0.8.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qvbGiLwNf5L8"
   },
   "source": [
    "## Set the path to the Mallet binary and set the path to the corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zGYysiOJf5L8"
   },
   "outputs": [],
   "source": [
    "os.environ['MALLET_HOME'] = '/content/mallet-2.0.8'\n",
    "mallet_path = '/content/mallet-2.0.8/bin/mallet' # you should NOT need to change this "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "g8iDuVlW62MK"
   },
   "source": [
    "### Creating CORPUS and TERM DOCUMENT MATRIX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "LztG5GOkPqQQ"
   },
   "outputs": [],
   "source": [
    "#function to create dictionary and corpus using Bag Of Words\n",
    "\n",
    "def create_dict_corpus_bow(data_words):\n",
    "# Create Dictionary \n",
    "  id2word = corpora.Dictionary(data_words)\n",
    "\n",
    "# Create Corpus from post clean data \n",
    "  texts = data_words\n",
    "# Term Document Frequency and Bag of words \n",
    "  corpus = [id2word.doc2bow(text) for text in texts]\n",
    "  \n",
    "  return id2word, texts, corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "6lXqeqWWP4c2"
   },
   "outputs": [],
   "source": [
    "#function to create dictionary and corpus using tfidf\n",
    "\n",
    "def create_dict_corpus_tfidf(data_words):\n",
    "\n",
    "  id2word, texts, corpus = create_dict_corpus_bow(data_words)\n",
    "  \n",
    "  tfidf = models.TfidfModel(corpus)\n",
    "  corpus_tfidf = tfidf[corpus]\n",
    "\n",
    "  return id2word, texts, corpus_tfidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "uw9M44y1QiKb"
   },
   "outputs": [],
   "source": [
    "# Create dictionary and corpus using single words and BoWs\n",
    "id2word, texts, corpus = create_dict_corpus_bow(data_words)\n",
    "\n",
    "# Create dictionary and corpus using bigram and BoWs\n",
    "id2word_bigram, texts_bigram, corpus_bigram = create_dict_corpus_bow(data_words_bigrams)\n",
    "\n",
    "# Create dictionary and corpus using single words and tfidf\n",
    "id2word, texts, corpus_tfidf = create_dict_corpus_tfidf(data_words)\n",
    "\n",
    "# Create dictionary and corpus using bigram and tfidf\n",
    "id2word_bigram, texts_bigram, corpus_bigram_tfidf = create_dict_corpus_tfidf(data_words_bigrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "LcQeiaeb7CyH"
   },
   "outputs": [],
   "source": [
    "def plot_word_freq(id2word, corpus):\n",
    "  dict_corpus = {}\n",
    "\n",
    "  for i in range(len(corpus)):\n",
    "  #for i in range(0, 11):\n",
    "    for idx, freq in corpus[i]:\n",
    "      if id2word[idx] in dict_corpus:\n",
    "        dict_corpus[id2word[idx]] += freq\n",
    "        #print(\"value of i\",dict_corpus[id2word[idx]],\"and value of id2word[idx]\", id2word[idx])\n",
    "      else:\n",
    "        dict_corpus[id2word[idx]] = freq\n",
    "       \n",
    "  dict_df = pd.DataFrame.from_dict(dict_corpus, orient='index', columns=['freq'])\n",
    "\n",
    "  plt.figure(figsize=(8,6))\n",
    "  sns.histplot(dict_df['freq'], bins=50);\n",
    "  plt.show()\n",
    "  return dict_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 387
    },
    "id": "7TtijrqAR_BS",
    "outputId": "0222c469-c150-45e8-bc71-8ccc3bf4f98a"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dict_df = plot_word_freq(id2word=id2word, corpus=corpus)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Gdx5zQExSkS0",
    "outputId": "edb64ffa-f14a-476a-89d0-ea1bbe23f84d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "no          2790\n",
       "erp         1571\n",
       "password    1472\n",
       "user        1360\n",
       "tool        1311\n",
       "access      1308\n",
       "issue       1231\n",
       "work        1105\n",
       "company     1088\n",
       "error        986\n",
       "Name: freq, dtype: int64"
      ]
     },
     "execution_count": 142,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_df['freq'].sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "NqwQA70sSLNv",
    "outputId": "3fd03e90-6245-4531-ccd2-354a1b66d463"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dict_df_bigram = plot_word_freq(id2word=wordclouds_bigram.split(), corpus=corpus_bigram)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pmpR40Dd7vkT",
    "outputId": "0e319725-4f79-4618-e2fc-8644184f75d5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hr_tool',         2434\n",
       "'user',            2120\n",
       "'closing',         1876\n",
       "'no',              1502\n",
       "'log',             1345\n",
       "'check_caller',    1191\n",
       "'advise',          1158\n",
       "'use',             1124\n",
       "'sid',             1119\n",
       "'need',            1098\n",
       "Name: freq, dtype: int64"
      ]
     },
     "execution_count": 144,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_df_bigram['freq'].sort_values(ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xU47PWTymwDI"
   },
   "source": [
    "**Implementing top modelling with different models**\n",
    "\n",
    "For comparison of different topic models Coherence score will be used\n",
    "- Coherence score paper - http://svn.aksw.org/papers/2015/WSDM_Topic_Evaluation/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UmW3jwhUKoS-"
   },
   "source": [
    "## Bayesian LDA (Unigrams with BoW)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vRWgKWkLKnOo",
    "outputId": "5d6c6c20-8751-482e-d3e9-b15a9d80f0ea"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  LDA model has Coherence Value of 0.44\n"
     ]
    }
   ],
   "source": [
    "num_topics = 10\n",
    "model_Lda = LdaMulticore(corpus=corpus,\n",
    "                            id2word=id2word,\n",
    "                            num_topics=num_topics,\n",
    "                            workers=4,\n",
    "                            random_state=123,\n",
    "                            iterations=1000,\n",
    "                            per_word_topics=True)\n",
    "\n",
    "coherencemodel_cv_Lda = CoherenceModel(model=model_Lda, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "print(\"Num Topics =\", num_topics, \" LDA model has Coherence Value of\", round(coherencemodel_cv_Lda.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6E7EN2tJQtBG"
   },
   "source": [
    "## LDA Mallet (Unigrams with BoW)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "jDL_Tg88K-wT",
    "outputId": "e4bc6bdb-efca-4f66-a705-30968e53a588"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  LDA Mallet has Coherence Value of 0.5\n"
     ]
    }
   ],
   "source": [
    "num_topics = 10\n",
    "model_LdaM = gensim.models.wrappers.LdaMallet(mallet_path, \n",
    "                                                 corpus=corpus, \n",
    "                                                 num_topics=num_topics, \n",
    "                                                 id2word=id2word, \n",
    "                                                 random_seed=123,\n",
    "                                                 iterations=1000,\n",
    "                                                 )\n",
    "\n",
    "coherencemodel_cv_LdaM = CoherenceModel(model=model_LdaM, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "print(\"Num Topics =\", num_topics, \" LDA Mallet has Coherence Value of\", round(coherencemodel_cv_LdaM.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tsG10nyYR6Ys"
   },
   "source": [
    "## Word Cloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "O-KIID62STgB"
   },
   "outputs": [],
   "source": [
    "def topic_top_key_words(model, num_topics, topn=10):\n",
    "  # selecting Top 10 keywords\n",
    "  topics = [[(term, round(wt, 3)) for term, wt in model.show_topic(n, topn)] for n in range(0, num_topics)]\n",
    "\n",
    "  # set column width\n",
    "  pd.set_option('display.max_colwidth', None)\n",
    "  topics_df = pd.DataFrame([', '.join([term for term, wt in topic]) for topic in topics], columns = ['Terms per Topic'], \n",
    "                           index=['Topic'+str(t) for t in range(1, num_topics+1)] )\n",
    "  return topics_df\n",
    "  \n",
    "# import wordclouds\n",
    "from wordcloud import WordCloud\n",
    "def create_word_cloud(model, num_topics, topn=10):\n",
    "\n",
    "  topics_df = topic_top_key_words(model,num_topics, topn)\n",
    "  \n",
    "  # initiate wordcloud object\n",
    "  wc = WordCloud(background_color=\"white\", colormap=\"Dark2\", max_font_size=150, random_state=123)\n",
    "\n",
    "  # set the figure size\n",
    "  plt.rcParams['figure.figsize'] = [20, 15]\n",
    "\n",
    "  # Create subplots for each topic\n",
    "  for i in range(num_topics):\n",
    "    wc.generate(text=topics_df[\"Terms per Topic\"][i])\n",
    "    \n",
    "    plt.subplot(5, 4, i+1)\n",
    "    plt.imshow(wc, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(topics_df.index[i])\n",
    "\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "hlx6A2skSfCX",
    "outputId": "60b24564-be5b-4bed-eef6-89300ae10b26"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For Bayesian LDA\n",
    "create_word_cloud(model_Lda, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "joIotg1mTS-c",
    "outputId": "e85b31f5-beb3-4ce3-d5c6-bc9ee1f8d9ff"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABGoAAAHpCAYAAADaq9rXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9d3gc133v/TlTtu+iNwJEYVv2IoqkSPUuq1p2LFkuuffajh3HcZKb69eOHceOnXvtOM6b5MZJ3F47co8tJ7Ykq0uW1SixE+xLgqhEBxbA9t0p5/1jQJAgwKICEqTm8zx8iN2ZOWV25syZ7/kVIaXExcXFxcXFxcXFxcXFxcXFxeXCo1zoBri4uLi4uLi4uLi4uLi4uLi4OLhCjYuLi4uLi4uLi4uLi4uLi8sswRVqXFxcXFxcXFxcXFxcXFxcXGYJrlDj4uLi4uLi4uLi4uLi4uLiMktwhRoXFxcXFxcXFxcXFxcXFxeXWYIr1Li4uLi4uLi4uLi4uLi4uLjMElyhxmWCaDT6rWg0+lcXuh0uLi5vb9yxyMXFZTbgjkUuLi6zAXcsensipJQXug0ub4BoNJo66WMAyAPW+OePxWKxn8xg3fcBfwasBrbGYrHrZqouFxeX2c0FHov+HrgHqAa6ga/EYrEfzlR9Li4us5cLPBb9HfAAUASMAN+OxWJfman6XFxcZi8Xciw6qQ2lQAyIxWKxq2a6PpeZQbvQDXB5Y8RisdDxv6PRaDvwkVgs9ux5qj4O/BOwGLjhPNXp4uIyC7nAY1EauAs4DKwDnoxGoy2xWGzzearfxcVllnCBx6LvAV+KxWLpaDRaCzwdjUYPxWKx/zpP9bu4uMwSLvBYdJyvAQdxvWcualyh5hIjGo16cW7O+8a/+gXwmVgslo9Go9cBPwb+DfhzIAX85XFlNxqNPggci8Vinx//fA/wJWAeMAh8IhaLPXl8sIlGox85X/1ycXG5uDhPY9EXT6pySzQafQnYCLhCjYuLC3DexqLYKdXawIKZ7JeLi8vFxfkYi8a3bQKWA98BPnxeOucyI7gq26XHXwJX4LglrQLWA58/aXs1UA7UAv8N+E40Go2eWkg0Gl0P/BD4f4Bi4BqgfSYb7uLicklxXseiaDTqx7Gq2f9WdsLFxeWi57yMRdFo9C/GXR6OAUHgpzPQFxcXl4uXGR+LotGoCvwL8MeAG9/kIse1qLn0eD/wyVgsNgAQjUa/BHwbODkA1V/FYrE88EI0Gn0MR9n9m1PK+TDw/Vgs9sz45+6ZbbaLi8slxvkei74FNANPvUXtd3FxuTQ4L2NRLBb722g0+jWcl7B3AmNveU9cXFwuZs7HWPQnwJZYLLYjGo2umIlOuJw/XIuaS485QMdJnzvGvzvOSCwWS59h+3HmAkff+ua5uLi8TThvY1E0Gv06jpnvfbFYzF1BcnFxOZnzNhbFYjEZi8V2AVkctwQXFxeX48zoWBSNRufgCDV/+eab6jIbcIWaS48eoOGkz/Xj3x2nJBqNBs+w/ThdwPy3vnkuLi5vE87LWDS+IvUO4JZYLJZ44811cXG5RLkQ8yLtdezr4uLy9mCmx6L1QA1wIBqN9gH/F1gfjUb7xl2iXC4yXNenS4+fAZ+PRqPbcHwTv4ATnOpkvhSNRj8HbADuBL7IVL6Hk7XgN8DzODd+OBaLHRq/2XWc60eJRqM+wIrFYsaM9MjFxeVi5HyMRZ8F3gdcHYvFhmeoHy4uLhc3MzoW4WSd+wOcwKCjOLGyPgF89a3viouLy0XMTI9FTwCNJ+13P84c6Z5YLGadWojL7Me1qLn0+N/AdmAPsBfYOf7dcfqAERyF9ifAH8ZisUOnFhKLxbYC/wP4Rxw/6xc4oQJ/EMes95vA1eN/f3cG+uLi4nLxcj7Goq/grDi1RKPR1Pi/z81Md1xcXC5SzsdYdC+OK0IS58XrG+P/XFxcXI4zo2NRLBbLx2KxvuP/xrcZ43+7XIQIKV13/rcLx1O/xWKxugvdFhcXl7cv7ljk4uIyG3DHIhcXl9mAOxa5TIdrUePi4uLi4uLi4uLi4uLi4uIyS3CFGhcXFxcXFxcXFxcXFxcXF5dZguv65OLi4uLi4uLi4uLi4uLi4jJLcC1qXFxcXFxcXFxcXFxcXFxcXGYJrlDj4uLi4uLi4uLi4uLi4uLiMkvQzrL9vPlFtSWG+Lc9L/BizxFylgGAJW00oVATLObvrnwXy0vnIISYOCZrGvy6dTf/cWQ7bWNDFGwTiQQJpb4gH1q6iY8svWrimIFMgo//7qcoQuGv1t3O9w68wqt9raSNPAXboswX4v9efR/rqxonjilYJr9p38t3979Mb3oMAFvaBHQvdzWt5A+WXkVlIDypL8O5FL84soOfH9nOSD6DQGBLm6pAhPsXXs77o+vxax4A0kaeL219jFd6W/jTVTfwWPs+DsR7MWyLvGUS9nh5z4K1fHjplZT6gjP+O7ydkFmD1Pe34lldi/fKxgvdnJlGnH2XWY3ro+lywUkOtfPqz/+MfDrOpge+QdncVRe6SRcjb+uxKGekeebQd9je+RsKVpax7ABlwTr+5LofUhGqf6va+Kb50da/YFvHI9y94n9x0+IPX+jmXDJYgyniH/oFSshD8f99J2pl6E2VJ22J1T2GUuRDifjeola+bbjYxyJw50ZvCwzb4q+3/IaHWnYA8Gerb+RDSzbh0/Tz1oa8ZfKF1x7hJ4e3ogjBZy67lU+svO681f82YNrx6GxCzXnBsm2+d+AVft22m3uaVnPT3MUEdQ+JQo7YSD9DuRRlp4gUhmXxX0d38n+2P0FI9/KuBWtYWVaLrqgMZlMcHRtgdfncaevrTY/xtR1PoSkKf7TiWsp9IcYKOfozCepCJRMijWlb/PZYjL/Z+hi1oRL+dNUNzCsqZ6yQ5Yn2/fzw4KsYlsmn1txMyOM8IHOWwXf2vcwPD73Khuom/ue8myjxBuhOj/Dj2Fb+YfezhD0+fm/+ZajKCYOm/kyCf9j1LEtKa/js5bdR5gvSnRrlu/tf5t8PbmZOsJj3LVo3SahyeXNY3WPknz78pidKLi4ubw8SA0eId+0GIbDN/IVujstFiFcLcMuSj3HV/PcynD7Gj7Z+BlvaF7pZU6gI1VMRqqcs5GaKnc3Y8QyJLz9D4L5V+G5edKGb4+LiMgPkLYOWsQEyZgGAwyP9GLaFj/Mn1LhMJlnIsT/eQ1OknAp/CEXMjJPSrBBqspZBy+ggPlXnA9H1rK5wBBYpJTfNXULONAjp3kkiRU96lJ/EtqIrKp9acwt3NC4nMG6lYiPJGAV8mj6tsNGVGiFaUsXn191OfagUVVGwpSRvGXjUE6dkOJfmx7EtCCH49GW3sKlmHpqiIqVkeekcWsYGeax9H/fMW82airlIKWkZHeRXrbuoC5Xw2bXvYFFxJUIILNum3BfmM5v/i4eO7OCmuUsmiU85y6Q6WMRn197GguJKlPFjTGnz+dce5rW+Vu5fuBZNqDP1M7ytkLbE7BzFGkhd6Ka4uLhcJAx17kRKG+GOwy5vECEEXi2AVwugKjq66iNvZi50s6Zw7YIPsK7hbsK+8gvdFJczYHWMYLWPIA3rQjfFxcVlhvCpHlaV17F3uBsBrK6Yi1edFa/wb1sOjfTxl68+zLqqRj679jaKvP4ZqWdW/Mo+VaMuVMy2gXZ+fmQ7fk2nLlRCQPPgVbVpL8ZtA+20JYa4Ye5i3tGwjKDundimIgh7Tm8CqgrB/QsvpyFchjIu5ChCTLgjHedAvJe9w92sKq/jiuomNMWZnAshaIqUs7q8jl+17mZbfztrKuZiI9na38ZgNsU9TatYWFwxIRSpisJllfXMLyqnZWyI2Egfm2rmT6rvzsYVNBWVT7RJVRRWl9fhVTWGc2mypkHYc2FeENKjPRQyI9Nu84XK8YUrT2/tIyUyb2Ls6yP/UhtWxwgybyGKfGiNJfhuWog6rwyhCArbu0j/YAeeK+oJvv+yScXYo1mS//giQlMI/tGVqGWB8eIldm+C/MvtFHZ1Y8czCF1FrYmgr63Fs24uapkjilnDaXJPxDAP9mPs7UMm86R/sJ3ck7GJerRoBeFPXYsYt3iSUiKzBoVtXeRfbMXuSyJ8OvrKGrzXzUedW4xQnL7nXzhK7rctBB5YQ/63LRiHB/FePQ/frYsobO8i9+gBlJIA/nevQF9cCePnTFo2VtcY+d+1YOzpReZM1NoI3hsXoq+sQQlMvjbzr7SR/eUegh/diFIZJP9CK4XXOpDpAkpFEP/tS9Avq0NobhgqF5e3AsvIMdi+7UI3w8XlvOD3RPB7Ihe6GW850pbYgynssRxqbRFKcPKz1U7ksPqSKBEfanXYmV/EM8iRLOrcYpBgDaSQOQPhUVEqQojANIuCEqRpYQ+msdN5hKKglAXO6Kgiswb2SBY7XQBbIjwqosiHUuyfmGPAeLmjOeRYjvzmdux4BqsngXFwYGIfEfKg1hVNapeUEgrjbcoWQAiUiA+lNODOFVwuegoFiy2vdnD40CAbr2pk6bKqC92kt4zjHiC31i9FCEG0uGqSYYHL+acjGactMcSdTSvwaTP3W8yKX1kVCh9cfAUD2SS/bm3mld6jrKtq5Ma6xVxR3USR1496kkmRlJKu1Ahps8Dy0trX7aNX5PVTEyw6q3NqW2KIrGk4bkm7n0WcckRstA9L2vRlEhPtahkbBGBfvIev73xm0v55y6Q/kyRnGgzn0pO2aUKhPlyKdorplCoUdEXFkjb2BUylfvCFb9G2/RfTblt8zUdZftOfcTp3XzuRJ/Pz3WR+shNZsFDKAgifjmwZJP9iK0pVCH9TKSCwhzMUtnWiVk11R5KGhbG7BzwqwYLpfCcldm+SxJefpdDcg1oTQSn1Y6cKGPv7yb/USuQvb0K9usnZP5nHaosj8xboCggQAQ9KyQklVAl5J/VFJnKkf7ST7M93I0Je1Oow9lCG/JYOck8fJvKZ69GWVyMUgdWXIv/bFgDMo8PYg2mMXd3Y/UnyWzohbzpi1WCKov/zDpSQFyklhe3HSP3zS1ido47w49XI/e4ouedaCLx3NcEPrgWfNjHpsgZS5Dd34NnYiLGnl/yWDsc/3bQpNPeiRSvR19S+3p/5kkZKibRNbMtA2hbyuLuBEAihoigqiqojhDIhoL2esm2rMF62DUiEUBCKhqp5QChviduitC0ss4C0zfH2C+cFQNVPtP3NlH+8H6YxcX6EEG9JP46ff6f9FiCdFwWhoWgehKK+6XMkpQQktlnAts2J3wLERD8UVUMomnOHn2N9UkqSw+2kR7rfeNtsEyP+GlZ+AN+ce193X4/37XhfZhsT1+MsbNvFjkRiWnkGku20DG4nmRtC13zUFS9hXtkafHp4ynmXUpIujHJkYCv9yVbyZnr8GjpBRaie9Y33oKvOwlZnfB/N3c9g2c7zVREKq2pvpqFs5ZQ2GVaeHZ2PUbCyXF5/F6PZPo4O7mAs249H8zGnaDELKi7HqwVn1zWRM8n8dBfZRw5Q9NV34L2iYdLmwtZOEl9+Ft8dS4h85nqwJblHD5L5+W4if3E9xt4+cs8dcRaE/DqejY0E3rsKbdGJhTmkxE4XyD6yn+yv92P3JxFeDX1FDd6bF04ZdqRtYx4aJPPQHoz9fdiDaTAthF9HnV9G4L2r8W5sRIwv1JntI6S/+Srm4UGsviQya5D+zmtkHtw+UaZnQz1FX7/jxGKQlNh9STIP7SH/wlHs4QwoAq2hBO8ti/DftQwRnN4KfTZz/Jq+2Np9PpFSYpompmlOnC9FUdB1HVWdfvFXSkmhUEBKicfjQVFOP7ewbZt8Pj9pfBFC4PV6z3jcW420JQP9KVqODLF0+Vsr0kgpSSULjIxkqa2NoF4AYbPYG2BtZcPZd3Q5L+QtA0tK5gSL0ZVLXKgRQrC8bA5/u+lenuo4wGMde3mm8yBPdx7g8soGPrh4A1fPWYg+btEigZxpYktJ2ONFeZ3xwHRFRRNnfynImAVsadOZHOFXR3dPO6evCRZNuFxJnODApm2zb7iHtsTQtOXWBCMTfTm5TV5VO22bjk/RLxS2mccsTG+ebY8Hf54OaUtyjx8k/YPtqNVhQn9wBdriSoSuYGcNrI4R9KVVoLzBh6wtKWzrorCtC/+7lhP4wFpEQAfLWQUz2+LoK6ondlfrign92dXIgkX2F82k2uL471yC/53LT5SpKhO/tbQl2ccPkfnpLjxr6wh9fCNKeRBpWBRebiP17ddIfXMzkS/dOhHrRmYN7HiGoq/cjnGgj8SXnyHzX3sJ/eFGPOvmkvz67zAPDGD3JVEWeLGH0qS/9SpWb5LQn17tBDZWFayuUZJfe57MD7ajr6zBs+GUQJNSkvlFM2pthKIv3YrWUOKsFg6kUGrC4K6QTVDIJUkMHGGoYycjPfvIjPZi5ByBVdV9+EIVBEvrKK5eTHH1YkJlDei+yFnHCCklhcwI8e69DBx9ldH+GLnkILZl4fGFCFfMo3LeFZTNXUOotH7CSutMpEd7GOuPgZQEimspqnLiDuRTw/S3bqb/6GZSQ+0UsmMoqo4nWEpJzVIqmtZTPncNnkDRGcs3cimGu3ZhmQU8vghlDWtQFA0jn2K4q5mBo5uJd+8lnxpGAh5/EaGyeiobN1A5fyP+cOU59eNkzEKGsf7D9B/dzHBXM9lEP5aRQ/P4CRTPobx+LZVN64lULXIEoTeAbVtkRrsZ6d7HUMcOkkPt5FKDWGYeRdXRfRGCxXMIlTdSMmcZkYoFBIpqUE6zKiVtCyOXJJsaIpccoO/IS+RSzpgupWSocyeFXPK07fEGSiirX32SeCax84PY2Z7X3TcpJXZ+CDvXjRZZDmJWPLonkFJijOxAC81HeEovdHMuOQpmht8d/iGvtv0nyfwwuurFsk2EUFhRcz23LPkYVZF5k46JZ7p5eM/fE+vfTMBTjKrojGS6SeVH8Kh+6kqWYEtrUnycVD5Oy+A2MoUEw+lj5MwUpcHaaYUa0yqwo/MxBlPtmFaB19r/k0R2CATkjBS66mPTvPu4ZclHCXqKZ/wcnSsSiTQsZNYAe+qsSlqOBS2FE65E0rSwB1KkvvkqaArea+YhAh6M3d3kHt2P3Zcg8je3OVa+QiBNm9yjB0j962bUyhC+u5aiBD0Ye3pJf3cLVn8Kbd7J94nA6ktg7DqGWl+C98pGhF/HbBki/2Irqd4kSmkAz4oaAJSID+8NC/Bc0UD+pVbyL7biu2MpnpU1EyUqVaFJQrQ9kCL5zy+Tf+EonvX1+G5ahMwZ5F9pI/WNV8CyCbx3DWgXl+AhC1lyrVvQqxailcx504sVlxq2bdPd3c2WLVvo6uoinU6jaRpFRUVcc801LFu2bNrjMpkMjzzyCCMjI9x9993U1Z0+VtXw8DA/+clPGBsbm/iupKSEBx54gIqKire8TxcC25bs2d3DwQMDvO+Daybe+97OvN3F0RJvEJ+qU7AsR6ScofMxa2Z7qlCYEyzmvy/dyDvnryY20s9j7Xv4VWsze4e7+dZ172NtZYOzKgoEdA+qEIzkMljSRn1dmcbFOZ3PsO5DFQo3zo3yRyuunWJRc5wSX2C8VIh4/Pg1nQ9GN3BX09TJDThuVtWnvkxdote7PZQm+/B+sCXhP78Wz6aGE+5ggL7gTfq/S7BTTlBPtSaCWhOZWHVSq8OOCHQSQlMQYS/SsBA+Z1Vd+PXTZkuwh9PkHjmA8KiE/vAKtCUnXLzUdy7H6k2S+fEO8i+24n/3CucgReBZXYtWX4zwayhlQYRPw3tlI2p1BC1aQWHHMexkHmnZFLZ0UmjuIfC+NfjvXorwOLelWhHEf98qkn/3PLlHD0wVagAKJuE/uQptXtmJQWLu7JkUX2gss8Bg+1YOv/LvDHXuJJ8aPssRgkBRNUuv/2MWXPGBs5bdd+Qljmx+kMGO7Zj59JR9Btq20Lr9ISIV81i48fdpvOxdaJ4zrzD3HX6B7Q//FbZZoGHV3ax7998y2LaVQy/9fwy2bcW2ClOO6T30W/TNYaoXXs2KW/6cSOWC005Y0yPH2PzTT5LPxIlULuC6D/8I2zTY99w/0XPwtxSyo1OO6W+Btu0PUTp3NdErP0TdsltQ1LNbMkppk+hv4eCL36L38IvkkgNTd+rYQWfzbwgUz6F+5R1Er/ow/kj1OU8CpJRkkwO0bvsPuvY8TmKw5YziMYCqeamafyXr3vUVAsVzJm2zbYveQ8/TvutXZBN9ZJOD5JIDk4VqabP78a+csY6Kpg1c/5GfTqy8CUXHV3vvOfVpOgoDz2CM7SO0ZBFiBldv3giyECd95B8JRT+N4go1bym2bfFK60M8fuBfqCtewj0rP0VpsBbDzLLr2JO80voQyfwwH1z/NULeUoQQFMwsLxz5Mbu6nuLmxR9hfeM78WlBOkf288jevyeZi/N7qz9PU9lqlJMWjaJVm2gqW0PByvLwnq+zteORs7ZvMNXFUwe/xWVz38Gqulvw62EGkm08eeCbvNjyY2oiC9jQ+PotyGYbMmsgMwWKvnYH+hJnXmGPZkn872fJPXeE/AtH8d+73IlJ2D1G5j92o4Q8ziLKuMWtPZIl9c3NZA5NHgeFIvCsr6f4G/eiVoUn5jB2pkD6m6+S/tEOCpvbJ4QatTKE/44lyLyJPZR2tq2rw3/7kunbbkuyD+8n/+wRAg+sJvjxTSh+HSklvtsXk/jCU2R+vBPP5XMdl+yLCDufYvSZf8HOJfA2Xk5w5a1461agBEpe94LCpUhPTw8/+tGPOHbsGGVlZUQiESzLoq+vD8s6fVyjTCbDkSNHSCaTDA0NnVGo8fv9rFixguHhYeLxOAcOHKBQKGCa5kx06YJgWTaHDw+RThdm1LshWcjRl0k4GYzPQEDzUBMompSU5kzYUjKSS7N76Bi7h7roSMbJmgWCmpeFxZVsqpnH/KJKwqfEgz0TmlCwbJvBbJLNfa3sGOhgOJdGEQoN4VLWVzVyWUU9EY/voh//p2NVeR3zi8rZ0t/G7Y3LKPPNTGKa2TXbAwSCEm+ADVWNLCutQVNUfnjoNbb0t7Omsh513LS6MVxKSPeye6iLjFlAfwvM5k9lYXElQd1LPJehMVKOXz2zWagiFJaUVGPYFmmzwILiyimWM28npJTYQ2nMo8NoSyrRl1aeVux6w6gCPVqBCHrIPLQHadn4bliIWlcEnjd3TUy0v20YfUkVal3x5PI8Kp7Lakn/YDvG/n78d45PkoRAKXdi4gi/jtAV1PIgwqs5rlY+zVnJs2wwbIy9vQiPir6oAmyQ+RMPN7WhBOHVMFuGnRU+7+RbVl9Rg1pbNGNK7sWMWcjStfdx9j77j6RHuuD4w3Xc1cn5LQUgkbaNlI47jm2bBEunzxh3HMvMc2zfUzQ/+TXSo8ecsoVAUTQU1XHjscy846Jkm4z1H2bPU39PLjXEok3/A0+g+JyuzdRIF72xF9jz9N+THGoFhOPmpHkQioZl5JCW46Zk5JMc2/8ktm1w2V1/TbCk7qx1FLIJBtu20n3wWbr2Po607XH3IB1V82Add4Madxkbat9ONtGHN1hC5byNZyxfSpvR3oPsfPTLDLZvHXd3EiiqNu6q5cEyc9iWc44yo90cfuVBcqkhVtz85wRL5p6TRVNisIX9z/0zx/Y/hWXkJrYJoY5P1Md/Yymd31hKLDOPL1yO5p3mwWpbDHZso2vfE3ByNh4hTlxD4LiBnaFtjiuX00Yr00m+59dIaaOFFuKtueOEG2O2FyP+GlpkKcbITuxCHC28CL1sE4oWxMp0URh+jWzHT5B2gczRf0UoOp6K69CLVjnTOStDIb4FM3EIoYXwlG1CDc1DCAVpG+T7n0UNNICdpRDfjhAKnqqbUP1zMUZ2gDRA0TFGmxFCRS+9Ai2yGCHUcWueAQqDv8POD6H6a/FUXIfQi8AuYMS3kh98AWNkJ9nOn1IY/B1CL8U/9z0IdWaC672dGMv182rrQ4S9Zdyz8lMsqFiPIhSklFQXLWAsO8ienmeJDbzKZXNvRyDIFBK0Du0k4i/n8oa7qArPQwhBwFNM2/Bunj74bUayvcxX1k6qS1U0/J4wfsKOO9U5PK9NO09T2WpuX/YnhLxO1sza4sVkCmP8bPsXaBvezbqGu1DFRZ6dRBHoa+vQTlpcEkU+vDctJL+5ncJrnfjvWgYeMA8NYPUk8F4/H21p1UR8GVHsw3vdfLKPHphafMg77nZ9AuHX8aybS/rft2EPZ5BSvqE5jUzkKGxuR/h1fO9YjOJ3fgshHNcnz8YG0g9ux9jbixatuKheqtRQGRUf+CeyB54nc+gFhn75efTyRgJLb8QfvRq9rAHOYK1+KSOl5ODBg3R3dxONRnnXu95FaakjpGezWcLh8GmPLS4u5rbbbiOdTjN//vzT7gcQDAa59tprsW2b/v5+Ojs739J+nMpxFyvLkuP3BOfkYuXMARzrmJNd5hTFWbyfzn30+P7xeJbB/hQer4pp2hgnBe8WQqCqU91+X299AK/0HuXTr/zXWYWaDVVNfP2qd1PiDZy134ZtsWOgg+8f2Mzm3qNkzAKGbSORKAh0VeWHh0LcOHcxH112NQ3h0nO6X3RV5eXeFr67/2W2D3SQNQ0saSMATVH5SWwrdzQu56PLr6YxXHbJ3YPVwQgfXnol/7r3BX7ZspMHFq0joHnP+DqmvAH38Fkh1ORMg/5sgjJfiKDmcaxmhMCragQ1LwKBqkyeFF9e2ciCokq29LXxUMtO7luwdiLisi0lY4UsUkpKT0nr/XqIllSzobqJl7qP8Ouju7mzaQURj1OHlJJEIcdIPkNNsMhxWwLWVzXSEC7l6c4DXF8XZVP1vImAT5ZtM5LPkDUNakPFE0GDL2XssRwyXXCEiojvLbccEkKgr6wh9KdXkf15M+nvbCH7q33oq+fgv2MpnstqHWHkDZ5rO1VAJvJOML/A5ImmEAJR5EMEdOyhFDJ3QmARPu34ToBwBJbj7l0TflXjQYR7k8i0QerfNpP+4fZJdciciT2WQykLILOGI/achFIVAtVdNToV27boaH6EvU//v2QTfc6XQiFc1khF0zpK5iwnUFSFonooZBMkBloY6dlHYvAoxdWLKa1beXo3RBQSzZcAACAASURBVNumN/Y7mp/6O0cAAjyBEuqW3kJN9DpCZfUIoVLIjjLQuoXOPb8hOXiUQnaU2Mvfw7Ytlt/wSVT99AHPj5MYaKH5ib8lFe/AGyildtnN1C6+kUBxLULVyKeG6G95hbad/0k20Y+UNr2HX6R953+y9PpPIM5i9VLIjLLv2X8iPdqDonmpbFpP3dJbKJmzHFX3YhpZhtq309H8KCPde5HSJh3v4tCL36W0dgW67/QTveRgG7sf/woDbVtA2mjeEDWLrmHu8tsJlTWgah6MfIr4sT207/o1I937sK0Cnc2PompeVt/+OTz+M7txZUZ7aH78b+mJ/XZcCALdF6Zs7mrK6tcQqZiPx1+EbZlkxnoY6d7PWP9hcqlB5iy+AX26FRBFpbJxw5Svx/qP0HPouXGxRtCw6m4CxTVTjx8nVFo/YdV0PEtUof8ZjPhWvDW3c3wwtLJdpA59DcVfjeKtBmmQaf8+gaaPEJj3UWwziZ3vwy7EQfUgzRRS6GA7VkPSSpM+/A8Uhl5BC83Hzg+T7foZkZV/jxZZCrZBtvNHCOFBqD6E6sfKD6IVrUD1zaEw8Dy53kdQA/Uo3kqs9FGyHT+m6LJvokUWY2e7Se77LNLMoPhqyPU8Sn7geUJLP49QA1j5fuz8ANLKIc0MtpFCUXyTRS2XN0xnfD+DqU5W191CXfHSiRSgQgiCnhKW197Avt7fcaD3RVbV3oyierGlScHKoKs+vFrgpKQGGgFPBFuaGFbuTNXyepytV9fdStB7QnxWhUZ1ZAGaqpPOxzGsAqpykQs1HhWtrhihn1h8E0KgzS9DBDyYHSNI00J4VMy2OEiJNr98UpBeIYQTwPg0FrzStLGH006g4JwBpo3ZHnfcqSz7eIiq1409nMbqTiBCHqyOEexE/qSNEpk1oWBh9SXBtEG/eBYYhaKil85Fu/KDhNbeixHvJLP/ORKbf8ToM9/Av+R6Qpfdja/pchTvG38fuBgxTZN4PI5pmixbtoyamhq08aCnweCZz4Wu66xfv/6c6hFCTJTr8Xhm/IU8nzc5emSYPc29xIczeH0a8+eXsWR51aSg2ydjGBa9PQna20bo6hxhdCSHlJJw2EvjvFIWL6mksio0qe2JsTx7mnvo6hylvy/JyEgGRRF8/ztbUdUT+1VVh7nvgdWTXjMKBYvenjFaj8bpPjbG2Kgz3obDXprmO/WVV0y1rtYVlZDHi2FZGLbzz7QtDNvGsK0JASdp5KbEHJsOy7Z5on0fX9/1NO0Jx5094vFR7w/jUTVypkFfJkF3epSfxLbQOjbIlzbczcLx7MNn4mC8j38/sJn2xDDFXj9ziorRFIVEIUtfOkE8n+Znh7cxkE3yxfV3Uh++tKxtx/JZ6sOlXFkzn+/sf5mXelq4vLKBYq//tKm6r69dxNzXeR5mhVDTlxnjLzb/Cl3RWFhcQYU/jC0lR8cGeb47Rm2omKtqFkxa3akORPiTVdfzV1se5R92PcNvjx0iWlw1kSHpWGqU6+sW8bHl17zhdpV4A/zxyus4lhrhqzue5LGOfSwat5IZzWfpSA6jKyp/u+le6kLOSlJTUTl/suoG/nH3s3zq5V+yobqJmnE3p4Fsks5knKWlNXxx/Z1vj9Rqx33AFfHmRRrLdtTzU74WHg3/vSvwXtlEYTzAb+GVdvLPH8V/9zKCH14/ET/mdTNhhcFp2y9g6pz21IfFmQY8SyJ0BW1eKUr5NO28rM4Jrjzd5MkVaaYgpWS09wD7n/vnCZFG94WpX3UXi6/6COGKedO6BdmWQWq4AxBnFAhSI53sf+6fScedVaNgSR0rb/00c1fcPiW+SuW8jdQtv419z/4T3fufwsglObL5B5TNXU3tkhvP6k9v5JIYuSThinmsvPlT1C67ZUodVfM3UVq3kh2PfJFsoh/bzNO170ma1v4ewZLTmys7fS6QHGpD8wRYesMnWbDhfXgDJZP2KZu7hrplt/LqL/4nQ+2OkDjUuZOhzp3ULLxm2mvbLGQ59NJ36D/6KkgbX7iSZTf8MfMuvx9Vn2wGW9G4jjlLbqL5ia9ybN9T2JZBx+5HqGhaT+Oad5120mdbBrGXv3dCpBGC4urFLL3+E8xZfCOaJzDlWCklhewYqeEOwhVN055/RVGZs+QG5iy5YdL37bt+RW/seaS0EIrCwis+QEXTuU1k1UAdgXl/iLSyGKPNU/uSH8Tf8H4C8z4GKCT3fY7CwHP4596PHlmKFl6MmTiI0CMEo59B0U6sohnx7eR6HqFo1T/gKb8a2xhlbOfHyXb+mPDSLzj9NtPYRi/F63+AGqhH2qbzu40HjbULIxSt/S5aZClW+iij2/47heHNqKF5ZLt+jl2IU7z+Ryh6CcZYM6PbPzzevvfir/s91EADxsgOAvM+gl68+pzOicvZkVIyku0jZ6aoDDehq6dYXAhBRagerxagP9GKLR2x0qeHmVMUpbn7GVqHdhLwFKEpOvF0L0cGthD2llERajxL7edo/q54KAvWTZqfOavGKopwEiGcbXV4VnGalx+hCPBNnbMpAQ9CVSDviB0EnAUeABHxTtlf+DUnkcHJVdoSqz1O5j92Y+ztRaYLSMMeF1EMx/r2zXQpZ2JnnEWnsS8+Pe2YLY6LR9PE7bkokDbSzGOl4pjxLoTmQyutQxpZhn/11/gXbKT0zs+i+E+/uHApYFkWmUwG0zTJZrMkEk4svkKhwPDw8MQz0ePxEIlEJlmi2LbN6OjoJJclRVGIRCJ4PDMXk8U0TTKZDIZhIKVE13UCgQC6PlnclRIKBZPnnj7Cllc7EQKKS/yYps3ml9s5eGAAr296kXEknuUXP2tmbDSHP6ATDHoQAo51jXHo4AA7tx/j/vetoWbOicDsmUyB3p4EhmHh9WrjljMKRcU+tJME2HB4qvA6NJjm5z9tJpXM4/frBMbr6+wc4eCBfnbv7OG+B1ZRVT35etxQ3cSDN/438rZJwTLJWyYFy6Jgm2ztb+fBg5vJWefmUmZLyZ7hY3x1x5N0pUbwqhq3Nyzn3vlrWFBUgV/TSRl59g/38O8HX2XHYAev9B7lqzue4H9fcQ91oZIzlv3r1l0oQuHdC9bwngVraQiXoasqw9kUz3Qd5EexLfSmx3iu6xD14VI+u/a2SypT1TNdB/mbbY+RLOSxpE1/JsHvug+f8Zjv3fj7F6dQE9J9NITLeLWvlV2DnRi2jSIEYY+XNRX13LdgLdGSqkmTbkURXD1nIV9cfwe/bNnJnqFudgx0Oj63mk5jpIyKNzkgK0KwuKSaL2+4mwcPbmbXYBc7BjqwbBufplMXKub62iihk1ODC4V3NCyjyOPnx7EtvNbXRqqQQwIh3Ut9uJQVZbWobwNrGnBSROJRsRM5ZMZAhKZOXKZjOqVYZk3IT3X/AWcSpVSF8N25FM9VTZh7+0h99zWyD+9Daywh8MCaN9R+JehBBD1OPJmciQideAhIKZ0JVdZAKfbBG0idLhSBUuoHv47v7mV4r2o6TUMEwn+Rr0ieJ6Rt0dn8G9IjxwAQQqFh1T0sv+lPz5hGXlF1IpULzlp+z6HnGe07BDixTuavfx91y2+bNgiuEILi6ijLbvhjRnv2k4p3YuQStG1/iKr5m9DPYYVP1bws3PjfmLP0punrUFSqF15NTfR6Wrf9HJCk4h1kE/1nFWrGC6B64dUs2PA+PP6p8Y2EEARL65m/7gGGO3Y6blbZMcb6j1C94KoJa5HjSCkZGzhCz6HfjgsCCo1r7qVxzbvQPNO7woRK64le9WGGu5rJjHZjFtJ0Nv+GuctvP+0xicGjdB94esKSJlhcy8pbP03NomtPGyBYCIE3UIw3MLviOAm9CL3kchCOe60aaMBMHEDaU+MRnYo5tgesHIX4VszUEaQ0kVbGOd7KIxQnW5dWvBLF71wPx2PcSJwJnxZejBZscqwE9SJUbzW2MYY00xhje5C2Qa77VwDYxhjYBczEoRk6Gy4nY49neNMUfVpXJE1xrhnjpGvFr4dY13A3LYNbeWTvP9AyuI2gt4S24d20De1iQ+M7qS+ZPojo60VVdJQZcD2/YBSs6cUaW4IxNaaHNGxnf0VMBPCfsKKZZn9sOWVhx+5Pkvynlyhs7cR73Xy8VzSg1hYhgh7MQwOMfeGpN9cnRUGoCkpDMcH3X4YITv/Src0vu+iSEEhpYyUGyBx4nvTuRykMHMVbt4Kiaz+Ef8EmhC9EoXs/Q//5BfJdzfgXXXWhmzyj9Pf38/DDDzM2NkYikSCZdALeP/PMM7zwwgsT+82bN4/3v//9hEInFgfT6TQPPvgg/f39E99FIhHe+973ntX96Y2STqfZsWMHzc3NDA0NYds2ZWVlRKNRNm7cSFHRySnmJe1tI2zb2oWqKtx060KWLa9GUQS9vUmefeowrS3TxyEMR7ysWjMHv1+naV4p4bAXBAwNpHn8Nwc51jXG3uZeqmvCEzpmZVWIO+9ZhpSSjrY4v/zFHsJhH3ffu4xA4MQ9pCpT454Wl/hYtXoOkSIvDY0lhMJekDDQn+KxRw/SfWyMfXv7pgg1Id3LopLpM1ZZ0ubHsS1wjkJNxizw49hWjqVGUITgxrrFfO7yd1AViExYy5T7Q9SHS6kPl/LlbY/xWl8br/a28uvWZv5oxbVntKrJmAbvWbCWT192C9WBE8k3Kvwh5oZL8ak6f7fzKXKWyVMdB7h/4eUsLqk+bXkXG9WBCNfVLnpdx9QEIq+7nlkh1JT7Q3xh/R0MZVMkjRyGbSEQBHUPVYEIId035WIRCDyqxi1zl7Kpej792STpQh4biVfVKPUGpgT2KfEG+erGe8nbJg3nqGipQmFNxVyixfcykE2SKGSxpFNHiTdAmS84RSH0ax5uqItyeWUD/dkEWdNRif2ah1JfgFJfcCLduE/T+cTK63hg0TrmF00NrNtUVM7Pbv0wfs0zSRC6GBBCoFaE0BpLMWODmC3D6KtqzjihEyGPY+Y7nEFatrNShbPiZLbGsYfTqNOsUh2vD1WglgVRrp1HUEpGP/lrjIMDEzFETuwMaArSlsi8Oa3vtxACpTKEtqAcszWOdWwMcbL/tmFhNPcgAW1J1RsTUjwq+uo5ZB87iHlwAN8NCyaCCbu8MTJjPY6LyvhsOFK5gCXX/uEZRZpzxcil6Nr7+ESw2kjlAidA8BncmIRQKJmzjPqVd3Hgd/8KwGDHduLHmqmav+msdUaqFtKw8s4z1qF5Q1Q0rqOz+VHMQhrLyJOKd1HesPa0xxzH4wszf/1US5rJfRCUzV2NL1JFdqzXcYEa6cIy82ieyT7S0rboOfgc2YQz2QsU1dC45t4zukkJISiZs4zKpvW073IEgZGe/SQGWyitXTFlf8ss0Hv4RVLjYhxCYcEVH6R64dWnFWlmM0LxIpSTLI2EiuMbefbVbdtKI+0CZjKGUJ3fQg00oYWjjkiD43ql6EWnteBS9DCcvE0ozgq1tMDKII0Exuieic2eqpvRSy57Y511OWeEEPg9YTTFSzo/OmExczLp/BiWbTjxYcaFHCEUopUbuXbBB3ny4DdpG96NrvooC9Zy32VfYFXdLRMpuU/PuVtWvOWx52YQIYQzr7Cl4+ZzClZPAmlNs1BkWFgDKaQtJ7lXWL1jyJyJOq9swi1KrXEm41Z3Ysrcwo5nkRkDTprHFLZ2UdjSifeaeUQ+d+OEa5SU0nFHOpOVixOC64w/l1Lsc7JV5k08Vzai1Z9+rL/YsJJDDPzwk1iZOMHlt1By+/+DpzqK8Pgnzruv4TL0iiasVPwCt3bmUVWVkpISIpEItm1z9OhRent7qa2tpbr6RJD+qqqqCXel43i9Xq655hoGBwcZHR1l27ZtjI2NzVhQ4OHhYR599FF27dpFSUkJZWVlAAwNDfH444/T0tLCe97zHqqqnIV6y5Ls2tFNPmdyxZWNbNhYj6Y591w44kVKyUM/ayaTmbrA4ffr3HDTgvH4MCfux3DYyxVXNvLIr/bR0R4fXyQed+FUFQIB57no9WkT8WX8fsci50wEAh5uunXh1PoiXtZfUc9jjx6go23kDcedOhd2D3bxQvdhJFAbKOLjK66lJjjZWlwgUIWTefkPl1/DwXgvY4UcD7c2c0/TKurCxacd3yv9YT4QXT9JpDleZkj38nsLLuOJjn1sG+igKzXC5t6jzC+quGRit149ZwGbal6fgKmexYp+OmbNjDaoewm+ASFCCEHY4yPsOXu8B11VT6tUno2A7qFRL3td7Sry+ifi5pwOdTw69umEo4DmYVX5mQObzmaUyhC+26Kkv7eV1D+/ROgTVzoBclVlIuWl8OuojaUIRaDWFaNWhijs6aWwtdPJriAEZluc7C92T4oDA07azMK2Y4iQZ1LGJ5k3Mfb0gkdFnTONgqkoqONKtrGzG+va+Y5VjA0oAiXsXItKWRDfnUtI/csrpB/cRujjm1BK/GDa5Ld2OvFwllY56TrfyGCrCLybGtGXVpF9ZD9qVRjvjeNijZTY6QJmyxBaQylqU8mls2o5Q0gpiR/bS2b0RArkOYtvIFh69sC050JisIXkUNvE56r5V+ILnT1zmRAKNYuvJ/bK97GMLPl0nMH27VQ0rjtr9qSKhnV4z1KHEAJ/UTWax49ZSAOOi8+5EKlcSHHN4rPup/tC+ELlZMd6Accty55mZcc0MvS1vHyi/Ip541moznz+FdVDad3KCaEmlxokNdxByZzlU441C2kGWjZPBPsNFtdSu+TGc8pENSs5l0tT8Yxb2Ex+udRCi1C8ZQQX/pkTkwbg+Au9UMHKvo5KTqlSDaCGFiAUH5GVXwNl/BktjXExabzk8b/PxQLI5fVRE1lExFdGe7yZdGEMj3ZiTmFLi454M1kjRVPZKtSTsoH1JY6yue2XbGx6D3cs+yQ+ffLC1dnHw0v0WaMrjmiRMzDb4ng2NiD08aDZ8QyF1zqmFXCwJMauHuzeBOqcIhDOPCP/Uht2Mo/38roJaxR9WTUi7KWw8xh2bxKlxnGnkAWTwq5u7HgGtfrE72Enc2DaKJUhhM8Zw6SUyFSe/Iutp++LIhABD9KwsOOTF7cm7VYRxLO2jux/7SX/u1bU+1dNJFuQUjouVjnTyYR5kblTK94QxTd+HO/clSghZ44+5dpWNYqu+RB62cU7lz5XKisruf/++wHH3emhhx6it7eXDRs2sGnTpjMG3dV1nbVrncWddDrNkSNHSKVSM9JOwzB45pln2L59O1deeSW33XbbhPXM0NAQTz75JK+++irPPvss7373u/H7/WQzBbqPjeLz6yyKlqOqk+M/1dUVUV4RpLNj+ueQojhB2At5E9O0xoP8gq4pqIpCLme+paHVFEVB2jZ5w8I0LWdhWILHo6IIQS5nTFlDfquwbJuXe1sYzDoWVRtr5rOw+PQZ3RShsKGqiQVFlewY7OTwaD97h49RGyo+bfvqw6UsKTn94nuJN8CVNfPZNdiFKW0297Zy38K1l4xQowhlSpSLmWDWCDUulyZCU/DfswyrN0HusYOMfvo3qHOLUQIe7NEs1kCK4P9YR6C+GBQVtTKE7/bFpL+7hcSXnhkXasBoGUKrLUKtP8VlwbTJPR0j/2Ibal2RI74IsHuTGIcH8ayuxXvDgikjoRCgL61CX1JF/sVWrKG0kz0pb6I2lBD+06ud/RSB77Yo1rFRsr/ej9UaR20oQWYKGPv7ET7NiYFT8/rN2Zx2CJSqMMGPbCD1jZdJfuNlso/sRykNIAsmVl8KOZYl8te3oDZdOqtgM4a0ScU7MArjqbKFoLxx3Vsi0kgpyYz2UsicSF9dXBNFOcdUyf5wJf5IpRMHR9okB49iFjJnCZgrKKpadE7tV8ezTR1nujTe0xEua5w++9GpLVHUSUKIbRWQcuoLTS4xcFIabkGorHFal62p5SuTBClpW2QTA0jbQpxiJWPkkiTj7ROfQ6VznQDLs1DIPJ41yc4PYuX6kcYYVjKG0MIovnM1AxZooQVku35Bof9ZFG8ZanCek4GpdD1ZbzXplm/gr3s3CA0r04VWtBS9+E1avah+fNW3k9j3OdKt30YvWuW4PWU68VXfhhpwXKkUbzkoGvnex8EugOJFL16NuNgDyM4CaooWMK98LQf6XmRH52+4ZuEH8Kg+pJR0jexn17En8ekhllRfjSJO3Ce9iRZGMj0U+csnUnDPxvvjvKMq6EsqEWEv2YedZ602vww7mSf/fAtm1+j0GpUiMDvipL+/Fd/tSxA+DWNPL7knDqFWBPFc1TQRm05tKMZ7ZRPZxw+S/t4WfLdFEX4PxsEBco8dnFK+1lCCCHoobOmksLUTtbYImcyRf7GNwpbO07tVawpaQzHCq5F79sjEHEgaFsKvoy+sAEBoKv67l1LY3U36B9uQeQN9aTXCpyEzBlZvAqt7jMDvr0Utu7gC7gqPH/+S67HTcYze2HhmvxPb9bK5KP4I/gVXXLhGnkemsww/+e8zWrSfsu9MIaVkaGiIPXv2UFJSwrXXXktx8Ylg5OXl5WzcuJHm5mYOHjzI6Ogofr+fVKpAoWCh6yrFxf4pbVQ1hUjRaQJ1S8noSJbWo3E6O0cYHsqQyxoUChbZrEEmY1Bc4j+nAL3n2sd4PMvRI0McOzZG/Hh9hkUmY5DPmzMauStt5mkdG8KSEl1RWVRcSfAs87CQ7qTq3jnYiSVtDsT7uLl+KYqYfvypDRXj107/jBdCsKS0Bk1RMC2bzlScrGkQOodEGi4ncIUalxlHqQ4T/tR1eK9sJP9CK2bXKPZwBlHkw7emFu+GehhX+YVfJ/D+y1CrI+SePYzVl0REvATevRLfTQvJ/KLZMQU+HlhXVwncuwLh0zFbh7E6RkCAUhog9LEr8N0SRamexuVCCJQ5ESJfvJnsowcw9vVhtcdRiv0oFZNfWtXSAKE/vgp95Rzyzx3B6kkgfBr+e5fju2kh2uLKiVUopcTvfB63yBGKcIIE10QmAv8qZUEnBea4j6tQBN6rm9AaS8g/f5TCti7seAZ0Fc/KGvSV1eir50w+p8VOPWpFaGbk+IsUy8yTGe2dcBnx+IrOLU7LOeAIB/0TAoii6gSK5pzz+dd9IfzhqvGAxZAe7cYsZM8s1AgIFM85/fZT9p3c4HObBvgilWjauT04J02MTlN8ZqwPM5+e2Knn0G957tv3n1P5+fRk03Qjl3Bi0Jwi1GTH+ifqEEIhWFo/xQVr9iDJtj+IMboLuzAMdoHkgS+hBuoJLvpfCDWAFopOSmWteMtRgwsmCR2+ut/Dyh4j0/4gQvURmP9HqP5aFH8dkZV/R7brZ6Rb/s053leNXrIGECAEanAeim+aDFVCoPiqUK3MhOuTENr4/o65uV6+ifDy/0O28ycUBn6LUDxoRavgpLYp/lpCi/6cbOd/YIzuRitagRZZ6go10zCY7KA/2UqmkGA0209qPCvSto6HKQ3W4ddCVIQbqI7MRxEqHtXPO5Z9guF0N4/v/xcO9W+mOjKfbCHBkcGt5IwUNy/+KI2lqybdn1XhJiK+Sp46+G12dj2BpngRgK75mBNZxOUNd1FXvGTCCidnpGiP7yGdHyFnpDg2cgBLmsT6X0URKl4tSMRXTkPpSjznOF7MRoQQ6KvmEPz9tWT+YzeJrzyHEvQ4lrRVIUIf20jqX16Zepxfx3/HUszWYcY++zjSkshMAbWuiOCH1qMtLJ84/0rYS/CjG5A5g+yTMXLPHEH4dURAx//O5c5cwDzhxqavqSVw/2oyDzUz9rknEGEnxatSESL4BxtI//u20/fl8rn437mc3JOHGPv8k049qoLn6iaKPn/TxL7a0ioiX7iZ9LdeI/PDHY4LlxDO/6pAX1Vzcc4lbIvMgeeIP/51pPH/s/fe4XVd553uu3Y5veOg90KABexFpApFdUuWZMu27DieJHacxFMyiXOTmdy0m8lMEifXmSTjyeSmZ+zrmTiyrEi2LMmiRHVRIsUKdvReDoDT6z577/njACBBFAIkoELjfR4+D3HOPmuXs87ea33r+36/7JzJe/DxP7zpdWk+igwODjIxMcG6detIpVJzLL3T6TQ2m41oNMr4+Djl5eVomoGhm8iyhGWe4KUQAqt17uumYdLTPcmz3z/P2GgCr89GeYWHsjI3drtKJJLmxPHBFTs3wzDp7JjguR+cZzyUxOe3U17hprzCjc2mMjmZ4uQK7m8+4rksg8nCoqJDsUxlxiz++xZC0OAJIhCYmLRHx9ANY94MGIGgwuG9ZpuVTj+ykIE88VyGiUzyhvVjP6xouk5G1zBME6dqRVmCZfxSWAvUrLHqCCEQbivWe5ux3tV0ud5aUFiBkmdbrwunBdsjG7E9uH5KW4bCwEYSuH7xtsJrU4EaIQmUzWW4N5bMFum74jML3UiEECgtxbib7gD9ymOSrt4QyWnB9kALtnvWXZ4AyxLIs9u33tOE9c6Gy4J8NgXvHz5YGABNvWZ/ZCP2h9bPcnESsoRc68fx0ztxfGH75fOQxMy/WfvZ34D11rqZY1ijgKFraJnYzN+qzYWsrIy2k2nq5K5oW1KsSIp1yStPkqzOEsbV0rEZrZuFEUsSHL4RFNU+KxPnRtEyMfQrsnlSkUFSkesblBhGnvkiQrlMbKbsSkgyVseHuSxQ4Gz+6kyZ1mUkkFQkazHenX89K/Bhq/gktopHQRReE0IgWUtxb/ovl8uapMvvya4mXOt/E8ypUjQhwXR2hWTD3fr7zJsmIFTstT8FGJf3pfpwt/7nwvFNHacleAeWor2Xz0Eoc0qfrOWPYC39GGBO7X8tSDMfx/uf57WO/5+8nsPEnNGdeeXSNwtaAEKwu+YRPrHl17AohVXjSu96/tWer3G09xnODb/OQOQcqmSlyr+BPbWfYGP5nSjy5dXSVC5KX7gNq+JAN3Lk9Rz6lChxJD1Cx9hRzo28zud2/CeaSwuZBuOJfp488fvEMiEwC2VVNsXF+ZE3uTj6jlWZGQAAIABJREFUdiE70VnNz+77c4KuQimpTXXhsvpnZfJMIwsFp9WPTXV+6DRshFXB+cXdWHbXkO8cL2jMFLtQNpchuSygSPNmySoNAZw/dwu5Y4XFFMllRd1eWRD+vbJkSAjkah+e37mX3LFB9OEYwqKgbi5DaQgg1/kx49mCJh+FMY/zZ3ej7qpC75rAzBvIpW7ULWVIXjvCqhRMB+b7CTtUXL98O9YDDeS6J8ilskheG/bWylnZAUKWUFvL8H7tQbS24YJ+TlpDOC3I5W6UDaWFsu6PGEYqQuSl/4G1ajOubQ8jVNus62RZQlnvGu8vpmkSCoUA6Ozs5Bvf+Ma82+i6jqqqpNOF8l1FkZCkQrlefr7yRNMkn587XkilNV5+qYPhoRg7dlVy1z1NeH12ROF2y6WL45xpG1mx84vHsrx8sJ2x0Ti37Kvl9v31eLy2mf2dOzNK2+nhFdvffGiGTkLLAqBI0pKzWDxW+4zuVTSbWjDrR8CS5EpsioJVlknmIW8YpLSbqzzaNE3C2VRBhHmki7F0HIsk86vb76POUyjFjOcyDCUjeC12Sq/S81kKa4GaNd43hCRgCRNCIUThLjBfuu/VFtViagioXN9EUwhR+OwSfglCEtd0dhKyNMsyWwgBV4kDC0Wa11lhWgx5KZbbV+9njQKmaWIYl1cqJVlFrFBUG9OccRiCQoBgOQEOIaQZtx1g6jivnfUillhadb0ISVrRlVTDyINxeRBV+A6u7xwW0pwxZwVwxJJKqz4oCvezawxorrZdnud6FdpRgbnXpPCewoI3MjH/9bn8uatfs8z+e5E2Lm8nzTmPNeZya8PjbKm8d1HLaofqQbniWhaCNS2UbPol9jd9AU3PIAkZh8WLw+JDukKg0DRN3u56koMX/obdtY9ya8NnsSp2pkffuqFxuPt7/Oj8X3Fq8KWZQE2Jp56fv/Uv0OcRLJ5GkVR89oLOn0Wx89jWXyenpwg4KudsW+XbwC8f+BZWxTlLV+fDgrAqWHZUYtkx99gdn5orYD69QCOXurA/tOHa7QuB8Nqx3T3XSdB2Z+OcbbGrheziW2rmbG//+ML7E0IgXFaym4s4ZQxw/vx5/JKfB2tbiE1MEA6Hqa+vR1EKYqjCY8N6W/01j/+jgpnPYWSTeG77Kay12z/EAfs1riSXK0zYi4uLaWlpWfB7k2WZ4uJCCZ/TaUG1yKRSGtFoZo5jkm6YxOOZOW1MjKcYG4njclnYe2stgSLHrP1l0hrGPALis1l6vwqFEoTGEng8NvbeWoM/MLtMK5XWMBcTCF8BDNMkPzVelYRAWaKI7ZXZM1l98THqUoRxJcTM88nERDMWfr581DBNk7F0nD8+9iMODVxkIpPABHwWOz+/6XIW30AizH9463tsDFTw+3sfXbZF+VqgZo011rhpEELMcv3R89lZwZUba1xCvmIFwdQ1zCXaJEIhMHOlboysWBZ04Zm932Ud5QeOJClcdhASNOz+HDVbHr6utpz+KiR5boBAkpWZ4JJpGuS1uYOzNdb4MOK2FeG2Ld2YYBohBBbFTpGyeClnNp/i9NBLSELmtobPUu5dN2eblpJ9vHDuL8lo8ZnXLLKNUk/Dko9HEjIB58JlmRbFTplnbpDiI83qzq2um3Q6zXPPPUd/fz/FxcX09fWhaRqJRILnn3+eL3zhCzOOOjcbQrWhFtWgx0YLGX8L6Gms8eHCbi8EbysrK/nsZz+Lql47A9PpUikrd3O2bZSOS+M0NhXNCAqbpkloLEFoLDnnc9PCwYoqY5tyb5r+jKYZtF8cJ5tdfCynKBKSEORyebTc4mNKTSvsT5IlrNbZ+8vldDoujpO7Rhs3iiJJM/oxumGSXeJYNZO/nOXtVC0sNgBdSpu6aaAZhe0kIWFbRNPmo0bO0PmL06/wdNcpGr1BPtmwlSOjvfTFZ1vEB+0u3KqNd0a6GEiEafAWL2s/a4GaNdZY46ZBklUstssp61omjr5Ck3hJUmZZWOv5LFouuWR7RSOfQ8tcdlCwOHwfXZeiRVBtHmTFwvTj3urwL8mGfHn78CJJ0+4oBtnk5KraXK6xxkcFSUiokpWcnmYs0UPQVTMVEDYxTINEZoJ3e5/GItup9K2VhdwMRCIRBgYG+NSnPoUsyzzzzDMAuN1uDMMgk7l5A9nCYsdavYXJ5/+E3NB5ZF/5rGCNvfk2VP/crKk1PjiEEJSWliJJEuPj4yQSiVliwgshyxKbt5Rz4dwYp04OUVXjo7kliCRJTE6keOO1bpKJuaU1Xp8Nu8NCNJLm4vkQLrcVWZbIZXVOHB/kwvmxa4oIe702HA6VcDjNmbYRdu6uKliDmyaGac4KyPj9dux2lWQiy6WL42zeWo4sC9JpjRPHBuloH19Rd6n5sMoKnqlS+5yRJ5pLX+MTBSYyyZlj81udSAt8JyYmsSW0GdMyaFMZ1qok4boOd+cPKx2RMV7qv8Cuklp+Z89DrPOW8NvvPDMnUONWbdR5ijg5PsBYOr4WqFljjTV+fJEVK3bvlCiiaaJlEyQn+/FXbLrxxmcssJ3kc0lMQyc52Y9pGjP2xIuhZeKkY6Mzfzt9VcgfWgHc68fhK0exOiExDpjEx3tWPIhi95QU9gFgGiTDA+SzCVTbzSVSp+sGw0MxUqn5tYyEgMoqLw7Hh7f0a433F1W2saPmIQYi53ji2O+xruQWvPYSDNMgkhpmKNrOZHKQ7dUPsq36gQ/6cNdYAfL5PLIs4/f7SSYvZxQUSoHn0fK4iTBzKbKDZzEySeJHnpzSqLn8rFEDlWuBmg8hlZWVlJWVMTQ0xNmzZ7n11lvnjBGmdWpkWZ56T9C8vpjtOys5cWyQp59sI1jsRJYlYrEMLpeVja2lnLlK/8XrtbFtRwWHDnZw8MVLnD83is1WEBGOxbJs21HBubOjLIbLbWXL9goOHWznpR+1c+rEEDabSjabp7TMxac/u2Vm20DAwdZtFbz2aicv/PACp04OYbUqhCdTJJM5tu+qpO3k6mrUuC02at0Bjoz2kM5r9CfC6KaxaLmSYZp0RUMzZbnNvhLkBQM1MJCMYJjmgsEcgL74JPqUtp3f6sRvvXnGvJciY0xkkvy7LQfY6C9HlqR5r4VVVvBbHaTyOZLXodHzvgVqDENHz6XIaxmMfLagz2AagEBIMrJiQVZtKBbHR3KV2TQNdC1DPpdC17KYU8J9CIEQBVtbRbUhq3YkxfK+rvzq+Rz5bBI9n8HIT1vqTl131Yqi2lEszmtoeXywK9WmaWLqGlouha5lMHRtqqSlIFwpSQqSYpk6l6n604/Q6rppGui5DHltsf5jR1Zt73v/+SghJBlv6TosNg+5dBRMk6FLr1K58b4bFswVQuAJNmD3lhEPdQIQ6n2P+p2fQbJcW4MhFuogHR+dOk4FX8UG1JsxUOMpwx2sn3G3io5eJB0bweGdx3XoOrHYvfjKWma+h1iok1iok0DV1lX8bQhm7oPm+1MFkcvq/PD75+nsmJj3fUkS/Py/2Utj081Z1rDG8hFCsKf2E/jtZZwceJH+8Fl6Jk4hhITL6qcusJkHN/5bNpbvx67OFcxd4yokge2edSh1AZTm5a2Evl84nU4URaGtrY3i4mJ0XScWi9He3o7D4cDlcl27kY8oksNH8LNfgwVKnCWH730+oo8mhTIgjXw+j2EYJBIJdF3HMAySySTxeBxZlpEkCYvFgiRdLjnK5XIz2yYSiZngYCKRIJFIIEkSsiyjqiqSJCGEIBAIcODAAZ599lm+//3vE41GaWlpwe12o2kak5OTdHV14fP5uO2221BVFSHAblf52MfXU1vnp+3UMOFwGqtVoXVLObv2VBEaTTA6EsduvzyPlGWZ2+6ox+m0cO7sKJHJNKmURlHQyYG7G6mtD2CaEAmnF9HKkbjtjjqcTgsXzo0xOZkip+k4HRaKS2b/vlSLwv67GnB7rJw7M0o0kkFVZUpK3WzZVk5VlZdcRidzjXKrG8Euq2wNVvFsTxvpvMaJUB/hTIqgfeF7wUgqyrlwQVTZrhQ+v1hgpy82QSgdp9Qx/3NENw3eG+2d0aXZGCi/qUqfElPZ+iV2N/Ii82dz6t/1TktXLVBTSCMz0TIJwkNniAyfJzbWSSLcTyYeIp9LoudzSJKMrNqxuYtxeMvxljYTqGzFV74BqzMALOzas1LkUhEGzr6Inp+dHuoK1FDSsG+WLsXV52gaeeITvUz0nSAycoHERDepyDD5qaCUJCnIqg2bswiHrwKnvxJvWQveknW4iuqm2l7Zc5xO4culwoSHzjLRd5LIyHlS0WGyyUl0LYOQZBSLE7unBFdRLYHKLQSqNuMpWVcQ/7zqeKRVFjRd+DxMUtERJgdOExtrJzraTio6RDYZRtfSGIaOLKuoNjc2VzHOQDW+8vX4Stfjq9g4Y9m7mn0omwozcOZHs/RHAFxFtZQ07F3Qdcg0TQxdIzE51X+Gz5OY6CUVvar/WOzYnIGp/lOFt7QFb+k6XEW1U22v/m/ko4SvbAN2b3khUAOMdR4mFurCU9J0w9fJ4avAV76BeKgLMJnsP0lisg9vafOibRt6nqELh2b0cmyuIEVVW5emUfMRQ1KtlDXdzvDFVwFITPYz2vk2tVs/MUs/6EZQLA6K6/fQf+YFMA0y8RBD5w/hK9uw4P36RpFkBSFJmEbBAawQ9F4rt1rjw4cqW1lfdjsNwZ1oembKWUogSzKKZCm4SSGt9d0lIIRAqQ+g1Ac+6ENZEK/Xy+7du3n11VcxTZPJyUmeeOIJDMPgvvvuw+2+uTINr0RIMrIriJGYINN1lHxsDMnmxFq9BbW4AbFCz5ybnVwux+HDh+nr6yObzZJKpQiHw+i6zosvvsiRI0ew2Ww4HA7uu+8+/P5CGXg6nea1115jbGyMbDZLPB4nHi9oXz3zzDO43W5sNht+v5+77rprpi9KksTu3bvRNI2DBw/ywgsvcOjQIRRFwTAMdF0nn89zxx13zClLcjhUtu+sZGNrKXreREhgsSioqoTPZ6e6xofVdvl7FwJsNoXde6rZsq0cPW8U3BKVaQ0ZuO9jzVPW3wu5xILNprLrijZAIEkC1SLN2dZuV9mzt4at2ysw9ML+FEXCYlUQwEOPbMAwzVVbTxZCsK+skSqXn/bIGCdDA5waH+DuqvmFmzVD582hTvrjkwC0+Mpo8Zcuuo/BZISToX7urdkwJ6BjmiZDiQjHQn0YpokiJPaU1mFd5blkoa8YrFhtmRCwwLPSqVoRFFydFsssSmpZBhMRXKoV9xLdt65kVa6YoeeJj3fTf+Y5hi+9TjzUSS4VmcrkmJ/YWHvhP0Jgsftw+quo2ngfNVsexhWoRVrFKFw6EeLk839INjk56/XSptvxV7bOHfibJno+x0T/SXpOPMVo52FS0WGMfHbBfcRon/m/rNqxuYpwFdVRvfkh6nd8aiagcKOYpkEmPs7A2RfoPv4U8fFucqkIC63/RkcvQvsbSLIFm7uYkvo9NO75SQJVm2cdk2JbXYvgKzFNEz2fITzQRv/ZHzHS/jrJ8CD5bJKluuRYnX48JU3UbX+M0sbbcPorV21SnI6NceK530dLx2a9Xt58J4HKzXMDNaaJns8y0X+SrmNPEuo+Qio6hJFfOCXuypYL/SeIO1hH9eaPU7fjMRT1w+eq8UFh95RStemBQt82TeITvZx75S/YfN+v4gpUXzOkPT0omO/GLMkq9Ts+zcil19AycRKT/XS882023/+rWBdYuTOMPKMdbzF4/uWZ10ob9+Er3/iRyvpaKkLIlK+/m44j/5t4qAtdS3Pxjb/H6a+muHbXkly49KnMP2WBh5qQFMrW7cddVEd8vBA06zz6HdzFDVRvfmhJLlCLfc/zYbF7kVXbzO80MnyO0sZ9a+KVa3wokYSETXViU9+/Z/caHwyyLLNr1y6qqqpob28nHo/jdrtpbm6mrKxsJvvhZsQ0DbThi4w/+dvkI8MgSYVJmiTjvfPLePZ94cc2WCNJEsXFxTQ2NuLxLJ49ZxgGoVCIkZHLNtVVVZeFy2OxGLFYDFVVZxyboFB2Nzo6ytjY2MxrNTU1M21Go1Gi0SiZTAZNm13C63A4OHDgAE1NTbS1tTE4OEgymcRisRAIBGhsbKS5uXmO0LAQAlkW85b8qqqMerU77BSyIuFYYGxwZQbOYiiKhLJEl8nFtrU7Vj+zpM5TxGcad/AnJw4Szib5xqlDlDo8bPCXzcoA0Qyd1wYv8ddnXieta3gsNj7duJ1iu3vR8VFcy/K3Z9+k1OFhc7ByVrBmIpPkH88fpiNS6Bct/lL2lNYtmnmyEhjpQWKn/i/0VN+KtCfZSvFs/iMUz1znvWZfKX6rg5cHLnJbeSNlTu+cbXTD4PBIF2+NdFLvDlLjXn7Af0XvXqZpkAwP0nvyabre+y6JiZ7raYRcKlzIBhk8Q8+Jf6FmyyM03vKTOLxl7+sKdCYewsjPvrGYpkEqMkT7O9+m68g/kU2Fl92urqVJhgdIhgfANKjd8jDcYKBmOjtj+OIrXHzzHwj1HJ2ysF0ahp4jFRmk58S/MNz+BjWbH2L9/l/A6a8uuE3YfUzbe64mhp4nFuqk/fC36D/97HVdX9PIk4mHyMRDhLqP4C1tofm2L1Gz+SEUq+t9W0VMx0MY+tz+k5wcoOOdb9P53nemgmjLo9B/+kmG+wGo3frIfI69P7YISaZh52cYvvgKkwNtYBr0nvoBqegI6/f/AkXVWwvlcVJB/M00dHQ9h57LkIwMMNF3kqLqbQRrd8zbfknDLdRu+wRdR/8ZQ9foOvYEQpJpue1nsXtKkaYfzKZBLhNn+OKrnHvlf5CJFx5YDl8l6279GeTriKx/FCiUiNXTvO9naDv4Z+TSEcJDZznyvV9nw53/mvLmO1Ft7pnMPdM0MHQNPZ8ll4oy0X+SUPcRKtbfRdWm+TU0hBB4ihto3PN52g7+KbqWJh0b4cQP/wuxsQ7qdjyGzRVEVqwISZ7JftS1DLlMnMmB0+SzCWq2PLxkXRtXUR12V/FMQLb7+PcI1u3GX75xphzRNE0wjYJFucmqZfesscYaa0xjmibZbBYhBNXV1TNB6FQqRXd3N1VVVdhsN+fzxsgkCL/4DdSyZop/4uvInhKMbJLUuZeJvv732Br2YK24tp36zYiqqtx///3cf//9M6+ZZsEiWTcNJCFhnQpi2e12Hn/88WXvw+Px8MUvfvG6j1FRFOrq6qirq7vuNtaYH6us8Pnm3ZwY7+elvvMcC/Xx71//Dg/UbGR7sBq3xUYkm+bd0W5+0H2asXQcVZJ5rGEbjzVuW1R7RhKCWneA98Z6+eobT/Bo/Va2BquwKyoDiTDP957ljaF28qaBx2Ljp9fvpdrlX7C9lcI0smjR0+iJ9mtvvAQkezVmfq6TGBQ0fD5W18o/XTyKZuT5TNNOwtkUhmkylIyS0LK8M9rNP196j7SW49NN2ymxLz+7ccUCNaZpEh48w+kX/yuh7iPkc/Of2DJbJT7ezYU3/obo6CVa7/0qvrL1S1qRXQm0bJy8lpr1Wny8h9Mvfp2h84fQtaWpaC9GsHYn8hL0La6FoWv0nfo+bQf/lGRk8IbSvrKJcTqPfIdUdITtH/8tXEV1WOxzI4UrTaE85GXOv/bXTA6cmhPkuB5MQycyfI5Tz3+N+Hg36/b9NE7fwpaiK4mWiZPPXd1/ujn1/B8xfOn1les/N+mE/3oRQuD0V7F+/1c49cIfk5zswzTyjHW/SyzUgb98E97SdVhdQYQkkc8mSUWHiYe6SIT7wTTZ+uBvLBioUSxOmm/9IvHxHkY73kTPpel8938RGTpLSeNtuItqELJKLh1hvOcYI+1vkEmMA2Cx+2je9zP4K1pv6rIDIcnUbH2UxGQf7e98GyOfJR7q5OQPf5/uY0/iL99YCGrJCnktQzYxTiLcTzzUTSY5jq5lrykALYRE3fZPEh46S3/bDzF0jUw8xIU3/obB8wfxV2zCGahGtbgwdI1scoLEZC+xUDeZeIji+t1UbrwPlaU9OB2+coK1u4hN6eJERy5x7OnfoXLTfbiDDUiSjK7n0NJxsqkwDm85DbuWP/BdY4011lgOyWSSp59+mqGhIazW2cFhRVF4/PHHb9pAjZlNooW6CX7mD1CK6xFCINlcOLd+nMTxZ8hP9P3YBmquxDRNwtkUx8Z6uRQZI5bL0OIv5VON24GCkGxSy5I3DdyqDeUmzsL6ccJvdfArW+8hq+d5Y7Cd9sgYvbFJnKoFRZLIGwYJLYtm6ChC4sHaTXyldT/ea8xLyx1e/sOO+/m7s29xcryfv2x7FYdqRUaQNfIkclkMTGyyymcad/Cx2ptvzKtKMl9av4/e2ASvDlzinZFuMrpGNp/nNw4/DZjEc1kkIfiJ5l08XLfluq7BigRqDF1j6MIrnP7R1wvlBiuMrmUYOPsjEpO9tN77K1RuuHfFtA4Ww8jnyMTH8RQ3YpoG8fEe3nv6txntfHtKCPnGkFU7xXW7keQbc+zIaxm6jv4zZ17+c7KJ+UUnl4uh5xg8/xK6lmLrg7+JzVW0qgk1+VyK7mPf48xLfzYzqV1JsslJLr7xt0RHL7Hj4d/BVVS36jcNI58lkxjHHawv9J9QF0ef/m3GOg+zEhdStjgortuD+AD0gz7sCEmmuvVjWGxuTv/o64SHzmGaOpl4iOH4qwxfenXBz6o2z6KBTiEEnpImdj76e5x87g8Y6XgLPZ9lrPtdxrrfBSEhhDQno83hq2DjXb9I3fZPLqk056OOzRmg9Z6votrctB/+FtlkmFw6Sqj7XULd7y76WUm2LOkeb3eXsO2h38DmDtL13nfR0lF0LUNk+DyR4fOLftZcQHxywWOSFFpu/1nCw2dn+tPk4GkmB09PZWdJl0XAEVRvfnAtULPGGjAjSJpMJpmYmGB0dJRwOEwsFiOVSqFpGrquT5U0yFitVhwOB263m0AgQFFRET6fD6fTicPhwGL58AjqTzvTRKNRIpEIIyMjjI2NEQ6HSafT5HIFLStVVXE4HHi9XoqLi6msrMTr9eL1eqeEUq//fKLRKCMjIzz88MOUlJTMaksIcc2ylxvBNE2SyeTMuY+MjDAxMUEqlSKbzWKaJhaLBavVis/nIxgMzvxzu93Y7fYbK80SAiQZ46qFL1PPYeoa4iNoTrLSGKbJuyPd/EXbq7w32kNyqnz3kbotVwRqDL554R0O9p3jd/Z8nJ3FNR+a39ga148Qgo2Bcr5+26d5qvMET3eeZDgVJZ7LoJsGiiTjsdio9wT5eN1mPtW4nYDVMX/pP4Iql58tRZXsKa3jrsoWNvrL+V+XjvBi33nG0jGy+TxCFFynKp0+frJlD59s2IrvJnJ7mkYIQY0nwB/d+hiHBi7yTNdJBhIRslNJBnbFyqZABY837eSuqhY8lusLlt/wDM8wdPrbnuf0j75OYrJ30W0l2YJsKbjyWGweZMWKYWjk0jHy2QR6PouuZZl/EmsSGT7P8R/8HkKSqGi5e9WDNYaukUmEME2TxGQ/p57/I0Y73pr/+ISEJKsFwclpzQLTwDD0KYeiuWVIrqLaGxY4NQ2d/tPPcvbQf79mkEZSLCgWB6rNg2or1B7msym0TIy8lkbXMrMnL6bBaMdhTj7/Neq3fwqBmLFtW0nyuRSdR/+ZMy/9OblFSp2EkJAtdmTFhmpzo06VMeW1NLmpCVo+l16w5MvQNYbOv4wQEjsf/T0cvopVfRDpukYmMY5pmsQnejj53NcWDtIICVlWEcvoP+5gHe7ihrWH6QJIskpZ836cgRq63vsuwxdfIRnuR9eyU6UpU8HWadcwWUW1uShp2Ie3rGXRtoWQ8JQ0sftTf0zP8e/Re/r7JCZ6pxy7dEwzjxASkmLBYvcSrN3Jur0/RXHD3muWb8qqDZsrWNBCmTq2pZ6v1RnANPSCwOICKyJClrG6AjOZiUvVxxJCwmL3YnMFAWbuIYt8ANXuYeOBf0egeit9p37AaMdb5NKxq1zbppzNlIKzmTvYQGnTbZQ07FvKQWH3lLHl/l8jWLOT3pNPM953Ai0Tn70PBEKavkdbcAWqqWi5e9naYN6yFnY/9odcevubjFx6jVwmjjn1+yyo+stIihVZsaBab16nlTWuzeDgIO+8884cXYZpAoEA99xzD7K8OhpHmqbx8ssvE4nMX15rtVq55ZZbqKhYnQxT0zRJp9MMDQ1x7tw5urq6GBkZIRaLzbjCXC0SejXT9xchBA6Hg2AwSHFxMdXV1TQ2NlJSUoLD4bjCvvf9Y9rhpr29nUuXLtHZ2cnY2BiaphVKLRc4t+njVFWVQCBAQ0MDGzdupKmpCY/HM+OKsxz8fj9NTU1cvHiRRCKBolx+ZkiSRHNz86zXpjl27BgdHR1zjtXlcnHHHXfg9S6cSZ3P5wmHw5w8eZLz588zMDBAPB5f0rlLkoTX66WiooLKykrWr19PbW0tDsf8E8TFkOxe7OtuJfz8n6JHhlD8VRjpKMkzBwtl+5Ubl9XezYZpmvTExvm9I8/SGQux3l9GucPLK4OzF9VlIVHqcNMeHeONoXa2BatQ1vTXbgqEEJTa3Xyl9Q4+2bCVS+FRhlJRcrqOXVGpcvrYGCjHY7UjLWJOokgS/3bznfzrzfsRCGQhcHmL+c1dD/IT63ZzITxCNJdGQlDmLGjhlDu9iA/YNXg1EQhK7G4+t24Xn2zYynAySjRXMCbyWx2UOTxYZOWGrsANRTpM0yA8eIYzh75BYnJh4R5ZtRGo2kpx3W6K63bh9Fcjq7bCRGFKWDUVGWJy8AxjXYcZ7z2GlonP21YqMkjbi39acE2p3r6qD2dDz5NJTJDPJbn45t9NuZjMfgApVieeYCPesmbcwXrs3jIsNi9CSORzKTLJCZKTfcTGu4mHukhFhgruQELgLWnC7llcVXsxTNMkNt7NhTf+bkb/Yj4kWSVQtYXSptsobbgVh698ygIgAD3kAAAgAElEQVRdYBp5cpkYkeELhHqOMtb1zpStrjm1D52xzsNkYmPXHFRd3zkYU+VO/9+CQRohJNzFDRTVbKe0YR/e0mZUu3dmAmuaOlo2QTzURajnKKMdbxELdS6wYm4yfPFVLr7597Te+1Us9tVbaTJ0jex0/3n9bxluf52r+49qdeEubsBb2oI7WI/DW4Zq8xQCULkUmcQEyXAfsdBU/4kOT/UfCW9JM3b3h9Mu9MOCEBLuYD2t9/wSjbs/x+RgG9GRC6Rjo2jZJEKSkFU7UmQEb+0OghvvxeWvQl1CqZ8QAoenhJbbv0xV68cY7z1GZOQ8mXgI09BRbW7cwXqCtbtwB+uxOv1L0tiqWH8PgaqtTPcVp69ySefqK9vA7T/1N1NBPTHlmjcXV6CG/T/zD5hm4fex0HZXY3H42PXJP5hxx1OtrmsGI4QQyKqVipa7CNbsJB7qYqL/BInJPjKJSTB1JMWGzRnAGSg4mrmL6rA6/UgLuKXNtw/F4qC69WOUNOwlPt7NRP9JkpP9ZFOTGHoeSVFnROo9xY14S9dhcxcjK8tb4RBCIlC1hR2P/C7hwTYm+k6SjAygZRIgCsErh6ccV7CWoqqty2p7jZuL8fFxXn/9dTKZzLzv19TUcODAgVUL1OTzeY4cOcLg4OC87zudTpqamlYlUJPL5ejs7OTtt9+mo6ODaDSKri8vgw0uB3JM05yx+u3p6eHkyZM4nU6Ki4vZvHkzzc3NlJeXv2/lPclkkkuXLvHWW2/R3d1NKpWaCT5dixlXzlyOkZERRkdHOXXqFJWVldx+++20trYuO2ChaRqDg4NMTk4yNDQ0q08pikJVVRUOx9yg9KVLl3j11VfnvO73+9m0adO8gZrpDJojR45w9OhRBgYGZonLLsb0ueu6zuTkJJOTk5w7d47Dhw9z5513cv/992OxLC/bVKg2vHd8CT0xQfjgf8fUMghZRS2ux//AryB7SpbV3s2Gbhq81H+BzliIx5t28gub7iChZXlvbPbCuhCCdd4SnIqV85Mj6Ka5erbAa9wwy535CiGQEVQ4fVQ4r8+yXohCcObqJ5YqZFr8pdd0iXo/EIoLa+l95J0NmHoSM58CPYWRT2DqqcLfxvzP5OvepyiEouyKhQbvys/Jbuh3mIoMc/pHXyc2emne94Uk4yvbwPr9P0/Zuv2LTlQ8xY2UNt1O095/RajrXTqP/hPDF1+bY3kMEBk+z6nn/5jdn/oanuKGGzmFRTF0jXR8lN6T36f7ve/Osu+2OgJUbrqP6s0fx1e2Hru7ZFHtnLyWJhUeIj7exeCFl5noP0lZ851TAZPrI59NcPGNv1s0xd/mKmb9/l+gbvtj2NzBBa9/oHIzddsfIx7qpP3db9N36gczLlimkV+VkjbTNAkPnaPtxT8lHR2ZZwuBzVVE494vUL/9Uzj9VYteL3/5RqpbHyQx2Ud/23NcOvwt0tHhOdsZeo6u957AHayj6ZYvIKTVGSgbeo50fIyeE0/Tffx7V7iCCaxOP1WbHpjqPy3YXMWL959cmmRkkPh4N0PnX2Jy4DTlzftvqP/8uFCYyNsLGUjBOtj6yKz3TdMg/NyfYK1oxVm1ZbmNI6tWPMUNK3Yvstg9Sw4gGtkkmCaSzVU4x6Laa35GVqyF67BMJEnB6V9a0OhqhJCwOnxYa3csqP1zowhJxuYqwuYqorhu16rsAy6fS9m6Oyhbd8eq7WeNNT5qmKbJ8PAwhw4d4sSJEyQSiVXZj6ZpRCIRIpEI7e3teDwe1q9fz6c//Wl8vuubhCwFXdfp7e3lhRde4OLFiwsG4ZbDdODj0qVL9PT0sH79eu655x7WrVu35CBeMpkkm83y2c9+lsrKyjlBnuUGsDRNIxaLzXndMAwGBwf5wQ9+wNmzZ8nnl25YsRDTZXFut3verJ9rIYRA8VdQ/PjX0Cb7MNIxhGpDCVQjXSvr88eAnK7z5nAH5Q4vX954G3WeInpiE/MKxZY6PNgUhZFUDGMVFmbXuDFSWm7me3EolkXFfm+EycEz9J36AS23fxn7CgQ687k0p1/8OjVbHiZYc+3xXy4d49Jb/0BsrAOrK8jme7+KZQFX1auRbaV4tv03MLKY+RSmnsY0Mlf8P42pJTC1CEYuTD7RQbr3m5j5+ZNDPgxcd6Amr2Xoeu8JQt1H5n1fSDKVG+9j093/Hn/5xindhsU7lRACi81NxYa7CVRt5uyh/07nke/ME6wxGe89Rsc732brg78+1/54hTAMjdGOt8mlI5dFYYVEoHIz6/f/AhXr7yq4xyxhlVxR7biLG3AX11O67g7S0ZEbEug1TZNQz1EGzx9kIb0Tp7+K1vt+hdotj864kiyGJCt4SpvZ8sB/xFvaTNuLf0o2uTKaN/OhZWJcevt/Egt1zfu+t3Qdm+7+91RueqDg3rKEm5KQZFxFdbTc8fM4/VWc+OEfkI7NDQJpmRgd73ybsnX7cRXVrsrD3NA1RtrfJJucQNcKAzohJIqqt9Fyx89R3jLdf669b8Vix1PciKe4gbJ1txf6zxJvXGtcC4Hv/l9atYDdamGaJsm2FxCyFdf2hz/ow1ljjTV+jNF1nZ6eHp588kl6e3uvK4PmeonFYiQSiWVnYyyHbDbLqVOnePbZZxkbW50M41wuR1tbG8PDwzz88MPs2LFjSfo1TqeTQCDAiRMnGB4enlP6tGXLFlyupZdiapo2K8g2Xc507tw5nn32WXp6elb0/N1uNzU116eJYpomGHm0iT7yk/2YeiF4lJ8sZJJZa7eh/Bhn1RiYTGSSFNlcFNmci24rKJRyrEbf1jMj5OMXwbwc3FPc65FsqytBcLOgGwbnwsNoU5UC5U4f6iqNWXOpMBMDp8ivgOEJFBb7J/pPUrqUcnYK5fjVmx+iv+05xrrfRZ8nYWMxhJBAtiPk+cv/C/3bANMkH79IZvCpawZqeuMTvNB7dlnHMR8P1GyizlO0rM9cd6AmOnyB7uPfm5VlciXB2l1se/A3pibByxMKE0LC7ill0z2/TC4To//0D+c4ABl6jt5Tz1C16QGK63evjm23aTLRf3KWsGhJ/S1se+g38Ve2Ii3zR1K4GQkU1XZdK9pXomXj9J76/oLCu7LFwfr9X6Fmy8PLsoidDpY17HycTGKCsy9/Y1k230vFNA2GL73O0PmXmC/QZHMVs+WB/0DF+ruXnTUihEBWLFS3Pkg6NsqZl//bvKV00bF2Bs6+QMvtX14dwTnTZLzv+Oz+07CP7Q//Nt6y9QgBphYBxYmQrj3AvNx/7LiD9St/vDchpq6RGzpfEBvMxFGDdWijHSj+StRgHfn4OLmBNkxDx1KxATVQdfmzho4W6iY/WXCCUvyVqCUNmHoebeQSir+S3FgXZjaBWtKAGqyb+kwX+fE+hMWOpXIj8lRAzTR0tPFe8hN9YOrIvgosJU0gK+jxcbSRi5i6hlpcjxKoQUgSRi6FNtpBPhZCyAqWig3I7mLMbJJs/2kSR7+H7C5ByAqyqwhL9RakNUvoNdZY433ENE26u7t54okn6O1dXKtwNbBYLLS2tmK337iD5nxks1leeeUVDh06RDQaXZV9TGOaJqFQiKeeeopkMsntt98+x8npajRNwzAMxsfHCYfDhVT8qcmvLMs0NzcvO1AzrTcz3U5HRwdPPvkkIyMjKz6RDwaDlJeXX9+EXc+TOP40k8//CUJW55grBD/z+z/WgRpBIfsioWXJX6M8byQVI53XaPQWI61g7MQ0DTKDz5C48IezAjXuLf8v9urPs/xCnpuPvGEgCZDmmcvqhsGR0R5e7DuHZuhYJJntxdXYFpm3mIZOMjJYcAE2DKzOAK6iOpQrtAszyUkSEz1omQSq1YkrUINtSk5BIMgmJ0jHRjB1HXdxPXZP6cxc29DzxMe7ScdGUCxOvGUtsxaec5k4sbEOdC2DzR2cmeaZpkky3E8+l8ZT0ogkKehahsmB03jLWrDYvUiygre0mcjIRcZ7j809N9NEy8SJjl5C1zI4fBW4i+pmqhKyqQipyCDOQDXxUDdaJo7DV467qB4xowEmgwAhLW3u1xEJ8bVjP1rStgshAY3e4vcnUGPoGp3vfYdUZP7aZ7unlC33/+oNTybt7mJa7/kq6dgYY51vz3k/Ew/ReeSf8JVvWD2tkRl3J4GvfAM7HvldfOUbPvAIcHTkEiOXXl/Qnaa8+U7qd34GRb2+gYukWFm3918x1vXOirkUXUkmMUHXe0/MlFddiZAV1u37aSo23LNkIdX5kBQL9Ts/Q3joLD0n/mXO+6ah03vq+9RseRinv2qeFlaAK/qPv3ITOx79XbylLQgh0DMjxM/8FrK9CteG31pSsGaN5WFkk4T++T9iKWshO3AGtbgODB0QFP/kn2FqKXKjHURf/3t8d/1rvPu/BIBpGCSOP0P09X9ADVQVat5LGvHe+WX0VITQd38Ta1Urpq6BoWNv2Y/iryJ56odE3/gmaqASPR1Dtnsoeux3kZxFJE89R+SVv0bxVyCpNhR/JcpdX0GPhZj8/h8URHUtNvTYOL77fhHH+jvJDZ4l+urfI2xO9MgwwuKg+Cf/K2YuTabnONpYJ0Y2Rab7PdTiOiwVG2AtULPGGmu8j4yNjfHUU08tOUhjsViwWCyoqjpLCNg0TQzDQNM0NE0jl8stSfuluLiYTZs2rcq4LJvNcujQIZ5//nmy2ew1t5ckCZvNhsViQVGUmWOaPq9cLjfjhrQY0WiUZ599Fl3XufvuuxctCyoqKuJLX/rSnNdN0ySbzS4708gwDOLxOLquI0kSfX19fPe732V4eG4p+dUoijIjiDztiHWt7KqWlpbrzobSU2Gir/0d7p2P4dz2MOIqR0XFtzpi2R8VVElma7CK73Yc493Rbj5Ws2ne7eK5DE93nSScTbG7tBZ5BYWETS2GNv4mRnpg9uv5lcnYuBl4d7SbJzuOU+cposrpx2e1o0gSkWyaE6F+Dvafozc+iQB2ldSyv2Id8iJyCSMdb3Hxzb/D6vBjGgaGnmPz/b+Gt3RdQd90rIO2l/4MXUtjtfvI59LU7fgUVZvuByCXjnL+tb9CsTjJJicRQmLbQ7+Bt7QZXcvQc+Jf6G97DovDTzYVxluyjs33/QqqzU0uHeXMS39OZPgCDl9FQUZkqrLBNHX6235IfKKP7R//LSSri0xykqP/8lvs/vQfUVy785rXKh0b4cxLf04mMYGs2simwjTf+kUqWu5CkhWiIxc59+pf4q/YRCYeIq+lCVS20nzbl5Cl6xsfV7p8fKF5z6zXhCiUFr7cf4FkPkutO0C9J4jHYkcSgnA2RW98gp7YBPWeIJ9v3sWW4PLnmsueBZumSWKil7HOw/OKtUqySlXrxyiq3rbsg5kPV1ENjbt/gsn+k5fLj65grOsw4aGzlDTsXdXgicXhpeX2n8VXtv4DD9KYpslox5tkU/O7OSgWBw07H1+2o8mVCCGwOouo3foo4cG2BcWdr5fwQBsTfcfnfc9bvI7abY/eUJBmGovDR/XmjzN47iW07NxzSEz0Euo9hsM3t657JbE6/bTc/nN4S5ovD9xyYbJjh7CVPQRiTWtmtRCSgmv3Z1ACVWijnfge/DXGv/ub6MkJ1OJ6vPu/ROr8K7M+Y6SjxN74n7j3PI5rxydmVumE1QGpCGYuhez047373xRKpmQFPTFO7K1v4drxCdy7P42RiTP27V8idf41HJvvJ/rGP+La/gjuPZ+dyeASVgfRQ3+FUC0UPfafEBYHsTe/SezNb2Fv2oelchNFn/4vCFkhHxkm9J1fIz/eh6VyE559P0m2/xS2mm147vzyVLrnWj9aY4013j8Mw+Dw4cP09PQsup0sywSDQRobG6mqqiIQCOD1erHb7ahq4b6l6zqZTIZ4PE44HJ6x8h4dHSUUCs04Kl2JEIKNGzfi9/tX/Nzy+TzHjx/n5ZdfvmaQxmazUVtbS11dHZWVlQQCAVwuF6qqYpomuVyOaDTKxMQEvb29tLe3EwqFFg1ipFIpXn75ZcrKyti0adOCmjULjV1yuRzvvvsumzZtorh4eSKXiUSCfD5PMpnk+eefp7+/f97tFEWhqKiIkpISgsEgHo8Hm82GoihomkYmkyEWizE5OcnY2BgTExPk8/mZ71FRFBoabsC9Ui84ODq2fAxL5eoE6z7KqJLMPdXrearzBH/Z9hqGaVLq8GCYJoZpEMmm6E+Eeba7jSc7jlPicHOgshl5Ba+jkZtAi55asfZuRsZSMZ7qPI4iySiSPHP9DdMkq+fRDB1ZCFp8ZfzS1rspti+eITfS8SauQA2b7v4lZNVGPpfE6ijcI01Dp/PI/0ax2Nn2sV/H6ixC13OzZERy6QiNjT9B7bZHyWXivPvdX2Os6x28pc3EQl10H3uS9fu/QknjPlKRIY5879cJ9RylvOUuwoNnCPUcZfvHfxtfxSZGO95ktPOtFblOhq7Rf+Z5sslJdn7iP6NaXfQc/x6X3vpHiqq2zmjqxMe7KW26jfV3/FzBTReBJF//Yvg6bwm/tevBWa/lTZ2/PvMGNkXh51tv55G6LXgsthntIMM0iWkZnu48yXc7jiEJiaBt+W6g1xGo0Qn1vLegy5PdU0bd9seQ1ZVR35ckhfKWA/jKNzLe+96c99PxMYYuHCJYuxNZWb2MhIqWu6nccO+igq/vF/lcirGudxcsSQpUbaWoZtsNP7CEEJStuwN3sJ7JgdM31NaVGIZO/9kX0LLJOe9JsoXKjffi9FevyL6EkAjW7sRVVEN4aG59oZZJMN5zlKqN989KCVxpKjfcS8X6u2f3HzMPhobsWB2NnDUKCIsdxVuG7CrCyKaQHb5CcMXITwU3pDm/63xkGFPLYGu4ZaZ0aVabqg1b415kx2WdqXw6Tj48hK1+J5LNVSh9KmshN3wea+VGzEwCe9M+ZOfsCUVu6DzW2u3I3kLqt7VmG6kzB9GTYfTkJImj30NPTGDmUuQjwxi5VCF9U7EUrNxlFWmF7rdrrLHGGsthbGyM48ePLxpwKC4u5sCBA7S2thIIBJacPWGaJplMhmQyyeTkJBcvXqSrq4uhoSGi0SimaeJyuWhtbV1xfRrTNGlvb+e5554jHl94ocpms7Fu3ToOHDhATU0NLpcLaYFxYmVlJaZpsnfvXiYmJjh79iyvvfYao6OjC7YfiUR47rnnKCoqorJyeWLu+Xyenp4eGhqWL3Qfj8dJJpO89NJLnDlzZk6AzOv10tDQwO7du6mursbpdGK322eVXU0zHYBLpVKMjIzQ1dXFhQsXGB4exu/3U1ZWdt1jIGGxowbr0ca6sFa2grzmVXQlQgh2Ftfwldb9/M3ZN/i/3/4XfFY7k5kkbw538vjzf0M0l2EsHaPU7uEXNx+g2Ve6omPSfPwCemr+QN8aBfxWB/WeIJFsmoSWJW0UgpmKJONSrRTb3dxZuY7PNu1c0vcTqGzl0lv/SOfRf6Jy4314gg0z8/J8NsnEwCk27P8KzkBBG+rqJT6bK0hxwy1Y7F5Uuxebq4hMoqBZOtF/EkPXMI08kaGzhXuDaRIZuUDZujuYHGzDVVSHt7QFi81Ncf0ebK7gilwnLRNnvOc9rM4Ayak4hCSrJMP9pGMjM4Ea1eqktGEfFod/RfqyLEk4rqp6ODsxxDNdp3i0fis/3bIXhzr3GeS22PiZ9XvpjIb49oV3ubOimWr38hYVln1H03Nphi++uoD1MZQ27sNbsm65zS6K1eGjatP9TPQdxzRnp8Gahs5o51tk4j+zauUrFruX2m2fwOJY+RWb6yEx0Ut8onve9yTFQmnjrUu23L0WNlcRpY23rmigJhUZKtQdmnNTmq2uIspbDiCt4MPW5gzgK1s/b6AGTCYH28imwqsWqLE4fNRu++Qc8WihuJHtVRi5cUzTWB2dpTUoFKJOyeQtMdAqTfUFMzO7Tv9ykwJxlYi5kFWEYsWYzj4zDfR0FIunGGF1ghAY6dic9oTNjZGOgaFjSnLh/7KCmUsx+f0/wFK5Ef8Dv4yRSZL7X7886xgKQkfvn2jnGmusscY0hmHQ2dlJKBRacJvy8nI+//nP09zcvOwBsxACu92O3W4nGAzS3NyMpmkMDQ3R3t7O+fPnsdvt1NfXr+jE0jRNIpEIP/zhDxkbG1twu0AgwEMPPcTOnTvntb+eDyEEqqpSVlZGaWkpTU1NPPPMM1y4cGHBYFdvby8HDx7kc5/73IwOTzgc5sSJE+zdu5dsNsvrr78+p0wsl8stmAlzLSKRCEePHuXw4cOz3J1UVaW1tZV77rmHurq6mWyoxZBlGafTOctS/d5776Wrq4tcLrdspy49FSH29rcx0nEwDUw9x8RT/w+pMwdR/BVwRTa2e/ensZQ1L6v9mw2LrPDFDftY7y/ln9vf49hYHx6LDd00GUnFcCgWHqpt5ada9rKrpBZlBUVqTdMkF3odU18rc1qM2yqa+NZ9X2IsHSecSZHWCw5PVknBZ3NQ4/JT7vQt2empatMDWB1++s88z3tP/w7Bmh2s3/8L2N3FBZFg00RdxBVNtjgKgZ0p62mExLQEhpaOkk2G6T31g5ksHHewfkbuRMsmUK0OxFQGoCxbFk/eMM05c/uFMPQ8uXSMZHiQTu07M6+XNx9AsV4Wy1YsziWbtVwv58MjTGSSbAlWYlcWvg86LVZa/KW80HeWnvjE6gdqMsmJBa2ahSQTrNuNfAMlNwsRrN2FYnXOW4KTGO8hER5YtUCNw1dFoGrLhyLrwTRNUpHBmcjm1ahWN4GqzSs26ZdVG77yDUiyOkfQ+XoolM71zGubDeD0VeAqqrvh/cxCCNwlTQu+nQwPoKWjsEq1zE5/NYHK1jn9R7aVYi29n9z4GxjpQSR71Yeij/3YYBY0bIxMHCObQk+FycfGkB0+ZF85SnE90Te/iUfPIRQbpq5hrdm6YHOyuwhb4y3ED/9vhKSQj46QG76I59YvoPjKUcuaib75LUzTRLI6MLUs1pptODfdQ/T1fyDZ9gKyw0/i+NPYarcjrE7MXBrJ6sTIJkm3v4WeuKzpJGQVyeEh23eabP9phNWJWlSzOsLYa6yxxhpXkcvl6OvrW1BHxmq1cvvtt9PU1LRizzZVVampqaGyspI9e/agadqKZ9MYhsHJkyfp7p5/QQwKTksPP/wwe/bsuS5baSgEbWpqavjkJz/JE088QXt7+4LH09bWxr59+2hpaQEK2TITExPouk4sFuPYsWOUlZXNOpZ8Pr8kXZ35GBsb4+DBg6TTlyfYNpuNffv2cf/99+P339hKtdPppLW1FcMwFsxAWghTy5LtO40+baZhmihFNWiT/eSjI1MLMwUcm+657mO8mbDKCrdXNLE1WMVAIsJgIkxC+z/svWeAXOd93vt7T5s+O7O9Y7HoZUEABAmAJEiwUxIpUpRsFZfYTuJIsRPHdmTf+NrXJYlv4sg19k1sK4wdVzVKosUCUqLYQYAEiI5dlF2U7X16OeW9Hwa7BLgzswUzwALY3xeJOGfPObN7zpn3fd7n//wzeHWDJl+Y1kB4OlujpNhJzMgRkFc/f7iZ0RWV1kAlrYHSLLKrmou6lXdT1bKZkfMHOPHqf2ek+11ab3sCzeVDCIVMYnxBi8SuQA3eUAMdD/8inmDdFecUiobLGyYydBrHyv3NLTN9WXSJQAg1N5+8ZNIzM3HsOXaYUjQDd6CayuZNrLvvX324QShXZrJeg6lU2jYxHQtzlgwuKSFjW2Rsi6w9/+Y88/52mRzozBsAC+DyVRGqWz3vbkhzwRdqIlDdznjvzDpHy0wzduEgde07Sn5egKqW23D5FoebRjoW0ZFuHCv/l6/LF6airnSrB0Io+CuXYXhDpGOFV83minQsJgZOYmbiebeHGtahl0Ho84WayD25MwP8zHScxGQ/oYZ1JT8vQFXL5vyt2IWGu+lJrMRZJg/8LJ6Wz6H5V12xGjSFFlyPos2/tvFWRygqRt1KhO5GDdYAMhcMXLcKVI3Y+8+S6nwdmU2SOvUW5kAXFQ9+CVfLbVR98teJvvkMk6/+OUJRca/ciat5I0I1MBrWoHyk1lRx+Qk/+otE3/5rJl75E4TuIfzoL+Bu24ZQNSof/7+IvvlXRF7/KkIouNq2YjRvxNvxGNK2iB/8LtgmrpbbCNz946jeMKFHf4Ho239Dtr8TV9vt+Lc8juLKnVeoOsGdP07kjf/F+Iu/j2fFdoJ3/+SSULPEEktcEyzLYnBwsOD2UCjEpk2bCmarLBQhBJqmEQyWp4nE8PAwb7zxxhVOkstxu908/PDDbN++fcEizRRCCJqbm3niiSd45plnmJzMnz0Yj8d58803WbFixXQuzJNPPomu64yPj9PW1sanPvWpK5w9iUSCZ599dkHXNRXoPIVhGHz84x9n165dc3YPzYYQYkH3hhqopubz/w2c2ZtcKK7iLalvJVShEHJ5Cbm8bKy6NiHLVuIcdjy/ALlE+Rg9fxDN8FxylnhQNBfOpUoYzfDSsPo+eg58C3egBm9FA1YmiWZ48Ve1znrsmrY7OH/ou/R3vkrzhkcByCQm8FU24wnUUr1sGz0Hn2Xw1BtUtWxm4PTrZC6ZC4QQ+CpbOX/4OcZ7D+MO1nHu4LNkL5kwpJQ4tomViWOmY9hWlkxiAlVzobv8GO4ADWvup3v/PzAxcAJvRSO2mcY2U4Tq113T0sc6TxBD1dhz4QRba1tp8oVmiNdSSs5GRnij7zR+3UXYNf9357w+kZSS2Gh33mwRyNW0ecPzq6GdK4a34lJWykyhRjo2kwMn85colIDK5g4WS/s428oSGztXcLu/chm6q7QTek9FHYanoiRCjW1miAzmd2QBBKraUMqQNWTkyRmZQkpnOpG8HFQ2dVyxwjOFnThH5NC/w0lexE4Pkh1+9ZK9cOa+Vff9EKNqe9mu8WZFuPxUfeY/AQLtsndT9Y/8Z0Cg1ywnuPPHPvJDuRp7rbKZyif/n/X86JMAACAASURBVA87q021O3X5qPn87zPj7yQEakUd4Y//Su5ncn7R6XeSFmqk8olfm3E8AP8dn8F/x6dzOuKlfxdC4Fm9C8/qey77d/nheYXAaN5IzRf+4LJ/XhzvqSWWWOLmx3EcEon840GAYDCIz3djTZQty+K9994rmhvT0dHBPffcc9UizRSKorBy5Uq2bt3Ka6+9VtChdPr0afr6+mhtbUVRlGknUTgc5q677iIQCFxxTVJKamtr51SeNNv17dy5k927d5fcvbQQhKKiXrb4JW0Lc6SbdPd+7NgIwuXD1bIJV9NGRJGShFsBRzqMpOIEDDceVb+mrm0pHaxYF3ayd/adlygpw93vMnjmTRRFQygaNW130LD6XiC3AL9yx4/jOBYnXv0zEDk3TNvWT+OvakXRDFze8BWmC8NTgXZpbukPt3Dbo1/m1Dt/zeCZtxFCwROoYf0DPw9AqGEtq3b+JD0Hv8X5w89RUbuSmuXbUXQXIKhdvp2Rnv0c/f4fobv8hBrXUbPsdlRVByTjFw9zZv/fk4oMkI6PcvSVP8AbrGfd/f8ab7CO5g2PYGUSdL7+F0jHRigK9at2XYpdcaFoOi5vJaLMos2WmhY2VTXz4vnjjGcSfHL5JtaFGwheik4YzyQ4OT7At88e4oPRizzUso5Vodp5n2d+Qo1jk4wM4tjZvNsNT8V0qnSpUXV3zmIllDzZJpJkZADbTJclZ6RUwbalQDoWqUhhUcEbaij5irrhCV1VB6nLcews8bHCLTxjY+e4ePSFS4JF6SgmDiEdsqloSc93Ob7K/PePUN3ooa0Q3DjrMRTX/Do2LJFDXMqmybPlw/8tMG6ZHtDkHdjk/6FiP1P8ePmvZfr6xWX7FN2+xBJLLHFtmGqnXYh8XZoWO5FIhGPHjhXMi/F6vezYsaPkApSqqmzdupX9+/cTj+d3HEciEbq7u2lubr7CiRIIBKZLoi7HMAweeOAB3O6rC5tvaGhg9+7duFwLa21bTqRjkzr9DmPP/gbScXJlxVaWyA//gsAdP0LokX87nTl3K5KyTH5r3z/R5A9zd8MKNlU3UbWAzjMLwsliTh5YKnu6Dqza+RMs2/xJHMdGUXVc3hDqpdIgIQSGN8y6+75IJjmJY5uomoHhyS1oVzZtYusTv4nbXzV9vI0P/bvp7FChKISbNrLl8V+fjiPRDN/0griquWjb8hQNq+/FsS0MTwWOlblUciUwvCE2PvTvyKYi0/9tZRKXKg8EoYa1bHzw317xeYSiTusLquZm+e2foXHt/ThWFqFqGJ7QdOxKqGE9tz/52yULMC5EpdvHlzruZSgZ5Z2Bbg6N9OLXXWiXSjlNxyZuZkhbJrfVNPMvN9yDX5//O3ReQo1tpqftSzMReIK1KGWy3Quh4AnWoWoGtpmesd1MxcimIiUXalTdg+GpWDTZIdKxSSdGC273BOtKGsQLOZuc7gqU5FiWmSIdL+zMOfPu33Lm3b8tybnmikTOuT5yvkzdP3m3eVuo2PLHZTnvEkssFCklqaRJIpFlbCzJ8FCcyGSKWCxDNmNjWTaKqmAYKj6fQWWll+paH9XVPgJBFx7PtV21KzVSSkzTIRpJMzGeZHg4zshwgmQySyZjY1sOmqZguFT8fhehsIfqah+VVR68PgOf10BRZ3Y+WWKJmw1FUYqKANFolNHRUfz+G6ds98yZMwwM5M/QA2hra2PVqlXzzlWZC/X19bS1tXHs2LG826WUdHZ2cscdd8zpd6ooylX/7l0uF7t27aK+vv6qjlMunOQkEy//Ed4NDxPY8TkUTxBppkn3HGDixa/gWbcbz4pb2408ko7zwvnj/F3XPlaGarmvaTW7GlayKlRL2FW+wFVpJ8iOlqYt8xLzQ3cH0N2F521CCDTDm3cRPlcydeVc2hO4crFYCAWXN1zQnKFqLrwVDQXPbXiCGJ4PS1cvrwSZy7WrmlHw+JruRiuwrZQoQnBP40r+x/1f4KXzx/lhbxej6TjmpRIzj6bTGqjk4ZZ1fLytgxb/wnK95ifUWBmyqUj+jZdUsXJieIIoqp5XqLGyyZyyV1HaLxNVd5Vc+LgabNvMG6g8heEO5lr2lhAhRNGHZj5kkxPYBfJ1rhsylyReDlTdvajun1sVx5Gc6xmn82T+Dh4NDUE6bmtA0+Y/+JZSMjQY44MDfXkSkD5kw4Y6WtsW9qK2LIdTncOcOzeRd3vHpgaaWxYuKEspsUyHsbEEZ06Pcfb0KIODMaKRDLbjIB3yroznGk8JFFXg97tobqlgeXslq1bXUF3jQ73GgsVAf5RjRwYxrZmr4Zu3NNLYlF80BZCOJJky6Tk7RlfnCOe6x5mYSGHbDo4jyWcMEAKEIlCEwOvTqanx09RcwbK2MK3LQgSCbhTlxhNspJRMTqT44GA/6XTh1VAhBPX1AdZvrMPlWnrP3WqoqkpVVRVnz57Nu30q5LahoWFRujE+iuM4HD9+/IpslssRQrBhw4aylf/4fD5aWlo4fvx4QSdSb28v0Wj0CgFmcnKSU6dOsXnz5it+z8lkkmPHjrF+/foFCzYNDQ1s2rSpLMJUKZBWBplJ4Nv8OHrtiunvG9UXJrb/azgFMjVvFdyqzq9sfZQf9naxd7CbU5NDHB8b4P+c3MvttcvY3bSa7fXLaQ1U4lb1koYJW7Ez2IlzJTveEkssNlShsCZUx8qKGn5m/V0MJqMkzAwgqDA81Hj8eDQdVSgLHgvPs/TJyiuSQM55rxvlrUXWDC+iQFCxY2cLlmRdDYqilVz4uBocK4MskjA9leZdakrlVDLT8aLXf/0ojz07d//M4e8hJdLJ4Jg5IVTRAgjVU6RMZon5IARMTqR444fdOHkCCJe3V7J2fe2ChBrHkZzqHOGHP8g/WZnez5a0ti2sNDSbtTj4fh9HDs9c6VVVwfL2hXcKcByHocE4Hxzo48TxISbGU5jm3J5RKafKH3IT+8mJFF0nR9i39wJbtjaxYVM9tbX+ayZWDA/FefP1btLpmcJrKOQpKNSYps25nnHeefMc585NkIjP7btESpC2xEESjWSIRjJ0nx3j/f06bcsr+cxnN+EPLP4J6uVIKYlMptnzYheHDvbnfV6maGgMsmpV9YKemyVufAzDoKmpcC6hZVns27ePpqYmtm3bVrJMl3IRjUbp7+8vKJIYhkF7e3vZxGdFUaipqcHlcpFO5x9rp9NphoaGaGz8MAw2Go1y6NAh1q9ff4VQk06nee+992hqalqwULNu3bqyhTaXAmF40WtXYI1fwNWyCYTILTxEhnLdoMqUm3mjoCoKd9a1cVt1Mz+R3s7RsX5evnCCI6O9vN53mrcHzlLnDXJXfTsPtaxjfWUDDb4gylXOI6SUmJOHkNmbXyiT0sbJjCHNcZzsRK4VuWMipY1QdFAMFL0CoYdRXbUI7cYpxZN2GiczipMdR1pRpJ1GOjkhWyg6QvUi9CCKqxrFqEbkaYZysyOEQBMqQcMznU9TSuYp1DhFWjSLsoTAXo6i6gjyvzwcxy5J++i8LKK5smObSArXhCuqXpbJfalK2mwri5yRMXQTM0vAq5QSJz1I6uLXyI68ipMeBiTCqMRVcx/u1s+jelrKIr7dSgghqKry4fUZxGMzHV3RaJp4LIPHM//73LIcLlzI36njcnp7IziORFXn/3xmMjbDw/lzCwIBF6GQZ96TBykl0UiaA+/18v7+XkZHC4eCzgfTtBkeivPyS10cfL+Xu3a1seX2Zjwe7bqWA0Um8098IpMp3n7zHO+/15v33pgvUkIyaYJgQffT9URKyehIghef7+TEsaGCIo0Q0NRcwZNPb6R12cxOB0vcGqiqysqVKwkEAsRi+Z2+kUiEb3zjGwwNDXHnnXdSW1tb8i5QpUBKyfDwMKOjhUvLa2trCYXK6xyvrKzEMIyCQk0mk5nutOU4Dtlslkwmg23bpNPpK8SwaDR6RXvt+WIYBqtWrVrUAptQNbRQA2Pf/i3iB59DDdTgpGNkzh8EoRB99x8Q+78OQGD7Z3E1d1znK74+uFSNRl+IRl+IB5vXMpiMcHi0l+9fPMmh0V6e6znMt7sP0Rao4mNtG/j5jvvR5/GcSukg7QTSjCGtGFaih0z/d5F24XGFk+7Hih6HAvO6+SBUN6qv7ZosrEvpIM1JrPhpzLF9ZMf3YcfP4pgTONkJsJM5MUM6oGgIxZUTM/RKVE8jengbevVd6BWbUFy1i0rckI6Jkx7Cip0kO/I65uQR7HRfToiyokg7A44JSFAMhOpB0StQXNWo/pXooS0Ytfej+VYg9ODS3KUEzPPukMiizoMyD9aEUvgUuaXd8p5/ESAdp6j5o1wPRSEn03yRjl1UaKJg+Gv5EIpyXZwrUkrs1EXix3+TdP9zCNWL6q4DwIqewBx/l+z4ewQ2/A5acP3SZOgqCYXd+Hx63sl4JmMxPp6kpnb+q47plMnwUH4R5XKikTSRSJrKyvkHc0cn0yQS+V0ewQo3gXm6NhwnNyHf82InnSdG5uygmQ9SwshIgpde6GJ4KM6u+9qpqi5fPfxsRKNXTnyklEQiaV56voujh/sxzdIJyIoiaFteiaLeOIOUKSfNS893cvL4cFEnTdvySh792BpaWpdEmluZqdbS7e3tHD48syPnFPF4nFdeeYWjR4+yY8cONm/eTCgUQlXVRXP/SCkZHR0tKmyEw2E8nvKuhnu93qLCiGVZRCKRXBfWWIw33niD/v5++vr6+N73vndFh6fR0VF8Ph+BwMJK1ysqKqiqqlo0f6N8SMvESccx6tcisymsiT6QDnrVMlA0rPG+6X2dTPI6XuniQVMUmnwhGn0V7G5azVAyxt7Bbt7sP807A2d5+cJJvrjxPnSuHPfnnGYSpA3SRtoJ7MR5rEQ3dvICdvw0VjxX7uRkRpF28d93ousrJM7899J8puB6Ku/6LsIoj5A69dmd7BjZkddJ932b7MgbOOYE2BkoNK9xskgni7RiOKk+rOhRMiM/RHT70UNbcTc/javuUVRvC7Dw8pirQUoJ0sJO9ZLu+zaZ/n/CjB5HWjFwiriLnTTSSWObE9jJc5gTB0n3fQf17J9h1OzG1fhJXLUPIjT/LS/YjKcTvDNwli01rTT553ePzk+oUZQieRsSxylPzsf0GWyroCVVKGrZW3EtBhRVKyoqSMfmiha+iwyhqAVdUYqqU7/6XjzBaxtaJxSFqubbruk5AXAypLr/kszQy/hW/SLuxsdR9FxpjGPFyAy+SOL0H5M4/cdUbP4j0ErTeetWxR9wEaxwMzQ4U1TJpC3GxxY2iBsZTsypVCaRyDI2kliQUDM8HMfM5hdTQuFciO1ccRzJue5x9rzYxbme8bLr25m0xf53LzAykuCJJ9dT3xC4LoORaDSNlHL63BPjKfa82MXhQ/04dml/CS6XxvL2yhumclFKyfh4ij0vdHK8iJMGcmWCTz69gfqG4A2Zv7NEaXG73dx777309PQQjRbunmiaJhcvXmRwcJC9e/eyYcMGNm/eTGNjIy6X67qLAZZlTTtVChEMBsuetWMYRtE8GCkl8Xgc27bxer1s2LCBTCbDwMAAbrd7WqgRQtDR0cGGDRsWXPYUDAapqCic67UYULwVVD3567lFzNn2LVH30psBIQRSQtzMMJSK0p+Y5HxsnKQ1VZkw8zvAjp/GnPwAK3ocM3IMO3kemR3HMSNIK54TcOaBtBNQxHEzr2OZkbzXXDLsFJnRN0ic+iPMifeRZv68wDnhZJHZcbLD38cc20sq+AzeFT+Hu+kphBa4pgvHUkqczDCpC39H6sI/5BxOzkKdxQ44aezkBVLn/4b0wPdw1T6Eb8WX0Cu3I9Qbqwy8lJyPjfFfD+7hN+98vLxCjaJoqFr+hH8J2NnyqtWWmbokRMxEUbWydZxaTCiqXlSZtK1Mbim7xM95qcrKVN2dc7DkQVF1Vt/10zSsvrck51rs2OkB0oMv4Gp4HP+aL1/xElMBLbAaJz1MeuA57OQFtODa63exNwGqqtDYGOR010xru2k6jI0msW0HdR4uCCkl/f1RUqnZn48p582KVdXzmuBKKRkaipHNI9RomkJD49wnzFJKus+O8Z1vHZuTCwhyGTiGoaHrCoqqIETuFePYDpblkMlY2LMIHbYtOXNqlG9/8yhPfbqD+obANZ/kJxMmZtbGcGlEo2lefL6TY0cGZhVpFEVMhyJLcllDjuMUFbgam4KEK2+MOnQpJSPDCZ5/7gRdnSMFRRpFEbSvrOLJT22gts5/3SfWSywe1qxZw4MPPsiePXtIJouPA03TpLe3l97eXt555x3a29tZv34969atIxQKYRjGdbm3bNtmeDh/2PwUp06d4qtf/WpZryOTyRQsI5sim81i2zYul4v29nZ8Ph+KovDII4+UtMOW3++/6tbe5UYIBTQXmQuHSJ18DSkdKu75ZyjuANbkAHr1MkSZYxluFKSU2FIykUnQEx3lBxe7eHvgLGciw5iOTa0nwCOt6/jk8tsw8pTjJM78Gcnu/wmyvIvyiwkpJXaim8SZ/07qwt8js4U6Hy/w+HYCc+J9oh/8HNnh7+Nd9Qvooc3XpoTLyWKOv0fs5H8iO/zDErdRl8jsOOner5Mdextv20/jXfFzKK6aW3LsEDczxM0M9gJWRucn1KhG4e4/UpJNFV5NKQVWOoYs4NpRdXfeNmM3G4rmQi3ypWNmEkjpICjtQ25lS9O+Wnf5C9Zj2lYW28pcsep9MyOtBE5mFD20Ja/SLBQDPbyF1IW/xbGKD9yWmBt19YFpoeGjTEwkyWQsvN65D+os02FkOI5lzb6aJyUMDcfJZi3c7rmLypblMDGeyjuBVlWFurq5DcyllIyPJXn5xa45iTQul0ZzSwWtbWFqa/2EKz14vTqqqmDbklQqS2QyzcBAjL6Lk/RejOSyWYpw/twEr+w5xeOfXEdl1bUtgzJNm1TKRNUU3nv3AsePDRYUmLxendo6P+Gwl0CFC5/XQNMUHClJpy1SSZOJ8SQTEynGx5JXiGhCQGNTBb553EfXCykl0WiGPS92caqrsEgjBKxaU82jH1u7JNIsMQNN07j77rtJJBK89tprZLNzC+OOxWIcPnyYzs5OampqWL9+PatXr2bFihXTJUbX6l5zHGdWgWR4eHhWMedaYNs2zmUOklAoxJ133llSt48QAp/Pt+ifdenYJLveZPSb/zdCVXHScfybH0eaaca+8ztUPfUbGPWrr/dlXjemqhBMx6EnOsr+oR5+0NvFsbE+xtNJdEVhbWUD9zWu4oHmNbQFqwgYbpR8q73zdMzc6EjpYMdOET36H8gMvwJ2aeZBec9lJ0ld/DpWoodgx39Fr9pRtnKhqVKndP9zxDv/C9bkYQqWbpUAJ9VH4tQf4mQn8K3+ZVRv66J/r3yUQtU8cyVlmdhzcP3lY15Cjaq7cfsKdReRpGPDOZGgDDeXlJJ0Ygzbyj8A0AwfunvxJtOXCkXVMAr0rQfIJMZxHLuk7iIpZeG27PPE5QsX7CAlHYtMYiwXwLWIOm2VDaEghJpLiC+AtJIg1EXVeexGpq4+gG6oZDMzBxxjo0ky6fkJNclklsGBmYN7VVOw84g3A31RMun5CTXJS6JAPjwebc65OrFohpdfOsX5Ai2+p3C5NNZvrOP2O5ppagri9RVf4b5NSlKX3EL79l6g88RwwTwdKaHzxBAut8aTT23AfQ0DhrMZi3gsS29vhLfePIf1kUwaXVdobgmxoaOe9hWVVIQ8eDx63hbjUkoyGYtk0iQymaane5yzZ0YZ7I/hOJK25WHURd4JKZfJkWDP810cPzpYRKQRrFtfyxOfWk9l5fXLGFpi8SKEwO/384lPfIJwOMyrr77K6OjonAe3mUxm2mXz1ltv0dDQMF22U19fj67rZb/vLMsiHp+by/B6k3P0ffi7dblcNDc3l/QcQohF76YBcJKTRH745wR3fgHP2nsZ+Yd/D0jUQDXSymCOXbilhRpbOuy5cIJnz37AyfEBBpJRDFWl2R/m8bYOHl22gRXBGqo9vqvu9HQzIaWDOXGQ2JEvkx19k7KWVU2f1MQce4fIwS8S3PQVjNr7c12jynCe1MWvEzvyKziZodIfP98p7QTJ7r/ATvUS7PgvaIEb65kcSEZ4q794Z9diHBq9SGqBlSnzdNToeEONKKqetxQmkxgnm4ri8pY+zMmxTZKRgYKOGre/urDb5yZCUTQ8wdqC25ORAaRtgl66L1jbTGGmS+PoUHU3nooGosNn8m6Pj13AsU3UEoUXL2YUvRLVv5LMwPO4m55C9bYgRO6RlNLGSfWTHngO1dOM4ir8N19i7vj8BpWV3rziyuREimTSJDyPTtexWIaRkZmD+1WrqhnojxKJXBlgOz6WJBJJUxGaW1mMlJJkIsvkRH4xr7rWj8c7+xe5ZTns23uBY0cGi5bsVFV7uf/BlWzZ2oRuzO0ZFELg9Rq0La+kqbmCzpPD/ODl0/T35XdY2rbk8MF+mpsr2Hn3sgV1wVoImazNmTOjHP5g4IpMIaEIGhsDbN+5jE2bG/B4Zp8U5iYxOm63TmWll+Xtley6dzkD/VH6B6JX1S79WpDrcBPnuW8f5+zpsYIijaYpbNhYxyc+uZ5Q+MYo5Vri+jA1sd+9ezcrV67k9ddf59ChQyQSiXmtRiaTSc6ePcvZs2d59dVXWb9+PVu2bGHFihX4/eVzc6XTaSzr1inpmAuLsTvXR5FmBjsxjnftfaihhssc2wKhKMgCi7u3CmnL5I8O/YBzsTHqPEE+s3IrDzavZXN1M3Xe4LyeJ6F6EHrF3EqfpMwtQhYrp1E9CKU0zlOhBShZ5oOUWJOHiX7wbzAn3mNWkUZxo7iq0Hwr0ILrUDyNKKofhIK0UziZUazEGazoSZz0UC6kt8gxrehxIod+geCm38PV8PGSLtRKJ0u691liR351DiKNQGh+FFcNWkUHmm95rkuV6gHp4FjxXEBy4ixWrBMnMwZO/m51uZObZPqfI+qYBLf86Q3lrDkxPsAvvfWN63LueQk1Qgj8lcvQDG9eh0UmOUkqOlQWocZMx0hO9he4LgV/1TKUW2ByL1QNX6ip4PbExMWStynPJCawsqUJ/FJVg2D1coZOv5l3e3TkLLaVRS2h0LRYUVzVuJs+RezEbxM9/Eu4Gz6B4smtijnpITID38Mc349v9S+huK9twPLNisejE6705BVqTNNmfDxJU/PcwxOHh+J53Tlt7ZXTXYUuJ2vaDA3GaV1W2BX3UWKxTEGHSnW1D5er+GtcSsnwUIwD7/cW7e4UrvTw6MfXsHFjPZq+sHeprqus31CH263z7W8eZXQk/3vDth32v3uBlauqqW+4NgJ7OmXxxmvdM4KfV62u5uFHV9PUXIF2FS4Y3VBpWRaiqaViUYfsTt2Xe17oKirSKIqgY1MDDz+2morQzf8+XqI0KIpCS0sLTz/9NGvWrGHfvn2cOnVqzuVQlxONRtm3bx/Hjx9nzZo13HXXXaxYsaIsTg/btq/a3n6zcUNMojQdxe0nO3wGT0WuayYSzPGL2IkJtEDN9b2+64yiKGyvX85nVm7l7oYVtAaq8OsulAX8bd3Nn0Gr2MRcymSknSZ14W8wx/YW3MfT/FmMml2UQmBRjDBCK81igpMdJ971e5iTByneZldF86/B3fwpXPWfyC22an6E4rqsKsBBOibSTiIzY2TH3ibd+y2yY+9cEmzyY8dPE+/8f9ECq1H9q0v2LJrj+4l3/R5OpnhwOoobo+Ze3I1PYlTvQnXXXiasXRonSRvppJF2Cjtxnszg82QG92BOflCkTE6SGX6F5Jk/xb/u1xDG3MfC1xtNKKyrbKDBN/+A9cFEhBPjAws773x/IFS/BsMbyivUpOMjxMfOUVFXuptq+tiJ0YIuDKFoVDZ3lPR8ixVFNQhUt5N7sc18gSQn+0lFh3EVLFGbP8nIANnkZEmOpehuwo0bcq3W5cyX/eRAJ6noEIbn5i9jE4qGp/XHkE6G5Jk/IzL0yrRyLqWN6m7Et+ZX8bb9VMFcnyXmh9utUVPjp1MZQX5kgmrbkqHBGB2bGuZ0LCklF85PYttX3sduj0ZjU5B02qSrc+SKbWbWpq83wrY7m+f8jhwaiOV1wSiKoK7OjzGL88VxJPv2Xija1crt0Xj0Y2vo2NQwrzDlfKiqwoqVVXziiXV899vHC7qBhgZj7Nt7nsc+sXZWsakUSCmJRT/sZqAogjVra3jy6Y2EKz0l+c4SQlwzh9BCyIl2cfa80MWJ44W7O2mawuatjXzs8XX4/dcn3HWJG5epfJM77riDDRs2cPbsWd555x16enqmW0vPlak21O+//z4nT55k1apVPPjggyxfvvyKVtRXi2UV7iq6xOJF9YYI7vgCEy/9IfED38UcPsv4i7+PNdGLq/U2jOYN1/sSryseVefXtn0Mj3r15YNG1XaMqu1z2tcxY2TH3ikq1OhVO/Es+8npuAzTNOnp6eHo0aMMDg5i2zbV1dWsXbuWdevW4Xa7pz+DlJLe3l6+9rWv0dzczCc/+VBOILmM0dFRvv3tbwPw6U9/msrK2edF0kqS6P5z0v3fKeocUowavCu+iKf1C6j+FUVdL0IxQPOBqwYtuBZ346fIjPyQRNd/xZwoJAZJzPH9xI7/NhVb/hjhujrBUUqJk+4ndvy3sCJHi+ypoFV04Fv5b3A3PYnQw0XuGy2Xr6lXoLrr0Su34V3+L0me+98ku/8cJ11ADHJMkj1fRXHX4lv1CyVzVZUbv+HiSxvv5ZFl6+f9sy9fOMGvvfOdBZ133qNjT6iRUP1a4mPnZ2yzzTSj5w9Qv+regjkkC2Wy7zip2EjebS5fJeGGW+NlLIRCoLoNwxPMK5ZlU1HG+45SUb+mJINr6TjExnrIlEioEUIh1LAOt7+adGxmKF86PsJwzz6CtStvicmB0AL4Vvwcrur7MCfew07lXGOKux6jU1jp9QAAIABJREFUagdacOOtkddzjRBCUFvnx2WopNNXfgk7lyaxcw2zzmZtBvOIKH6/i6pqL/FYBk1TrggadhzJyHA8l1PjmcMkQ8JAHvcP5NxB1TXFwx6llAwOxDh5vLDFVVEEm25rZOOm+pI5QRRFsHpNDTvvXsYrL53KG7YsJRw7OsjGTfWsWFldkvPOh2VtYR77xNqSiTTXAyHmvhY51d3pu88eo/vseEGRxjBUbr+jmYceWb0k0ixxVeTKIr10dHSwZs0aLl68yKFDhzhy5AgTExPzdtkkEgkOHTpET08P9913Hzt37iQcLjaRmN+1zobL5SqpOLRQLp+w3vIoGv7bn0K4fCSOvojR0gFIAnf+CP5tTyP0W7tkUwiB9wboepVMJnnrrbf4/ve/j2VZeL25PLRz586xf/9+tm/fzmOPPUYoFJq+95PJJKdPnwZyjriPks1m6enpmf7/syGlJDv6Bqmer4JTeH/F00Jgw+/gafksKPP/jlSMMO6mT6EF1hI98stkh18rUCImyQw+T/LCnfjav3R17a2dLKnzf3Mpb6eQI0pg1NxH8LavoAU3znuBWAgV1dOMf82vogXXEz/+W1ixk3n3lVaUxNn/D6Pqbozqu+b3Wa4ThqJR6fbhXkAGbIXhQVtg1c+8hRpNd1PbvoPeE6/kdUQMnd3Lyh0/gb+yZUEXlA/Htujveq1ga+5w4/qiuS03E0IIfOFmPMG6vEKNmYkzeuEAyzZ/ElW7+g4AlplkvPdIwWyg+SKEIFC9nEB1W16hxsokGDz1OstuewLDM3972Y2GEAKEjh7eghba/OHLWmhlS3y/1ampzblQPirUIGFyIk02a8/J4RGNpIlGZtbj+v0GwYCbyiovbo9GPHblF/7ERIp4PDsnoca2c4Gv+XB7NCqri3e6s22HU10jM0qwLqci5OaOO1swjNK6WjRd4bYtjRz+oL9gXk0smuH40UGWt1dd03Ihj1fn7nuXX+oCduNOeBRVQZmDg0dKyeRkmhe/d5KzZ8dnuMmm0DSFbXe28MBDK/EHlkSaGxlngR0mSs3UPeRyuVixYgUtLS3s3LmTrq4ujhw5woULF0gk5ldaHYlE2LNnD729vTz11FPU1tZe9b2qacWDzQ3D4IEHHmDr1q1XdZ5S4Ha7S9rh6UZGCAGage+2j+Fdey9ONoVQdRR3AKEuOZHngy0dzkfHGE7FuKO2DVW5NmNQx3E4ePAgr7zyCtXV1Tz88MM0NTUhhKC/v59XXnmFvXv3EggEePTRR8smlkpzkmTPM9jJiwX3UYxq/Gu+jKflRxcunAiBQKAF1xHc+LtEj/x7siOv578mK06q53/jqn0QvWLhlSNWrJPk+b8p4hISaIG1BDr+M1rFpoXPP4RAqC7cDU8AEP3g3+Bk8nfKc5IXSXb/OXp4K0Jd3OXVVW4/uxpXUu9bWLWHRzPQFvg8zfstJhSNuhV34ws1kpjonbE9OnyGvhMvs/qun0KUIDNGSslE/zGGu98lnz1MNbw0rNmNUYZcnMWKp6KBcONGIsOnZ/YZlg5DZ94mPnaeirqrT9VOTvQzdOadqz7O5RjuIE3rH2Hswgd58nQkg2feZvDM27Rs/NhNPVGQ0kHaKYTiQiiXBoli8a983OhUVXnxB1xELyuDmSIezxCNpqmpKd5JSUrJ2FiSaPRKAUQIqK7xYbhUqqt9+HzGDKFmciJFJJKiqnr2DjqRSIp4nusECIU8VFQU/3KLRTOcODZUMEBYCNjYUU9DU+lLDYUQhMMetm5rKijUOI7kVNcoE+NJKqt8XKvHfe26Wtauq13UWTJzQdeUWUvVplxVL73QSeeJ4YL3gtutceeOVh58ZBVu97XrxrVEefhoC+fFgBACl8tFU1MTTU1N7Nixg/7+frq6ujh8+DDDw8OkUnNrgZvJZDh48CDJZJLPf/7z1NXVXdU9q+s6yiwDab/fT2tr64LPsUT5EEJBuAMol5qKSMcm3fM+iq8So7b9Ol/djYFp23zz7Af8sLeLZz/+r/Bco5KUyclJXnvtNQCefvppVq780FFfU1ODy+XiL//yL3n33XfZtm0b9fXlyWzMjr5BZmgPBR0nQsPb/rN42v5ZSYQFIRS00GYCG/4jk/t/Ajs5s1IFciJL6txfoXX8lwV1gXKsJKnzf4sdzx8fAjkXv3/Db6KH7yjJIrFQXbgbn8SKnSLe+bsFWptL0oMv4hl5A6PuoUW9OH1bdRP/7e5PL9gV0+wP8WNr7mRZYP6xJPP+rQghCNQsp7Y9f493K5ug5+CzeUWchWCmo/Qc+BapaH7rfqBqGfUr71nUf+BSoygq9avvLeiYSYxfpPf4HmQex9N8kI5N38mXS/a3nEYIGtfsxlfAdWVl4px6+xmSkf6bumZcZidInPoDUuf/GumUNgB6icIYhkptXX4hJhHPEo9mZr3vHEcyPBgjm73S5SeEmHZp+PwGoTzdnSzLYWgwf+7MR5mcSJFK5b836uoDs07SB/qjebtSTeH1GaxeU4Oul+/9uXJVDcFg4ZWnsdHEJSHn2jzruq6y5famsn7ma4Wmq0UDkKWUjI4k+N53T9DVOVJUpLl713Luf2jlkkhzk5DNZhedUPNRvF4vK1as4NFHH+WLX/win/vc59i2bRt+v39W0WSKU6dO8eKLLxKLXV1nSpfLVdSlYts2qVTqph6T3FQ4NomjL5HtP3G9r+SGwZGSuJnGucq5w3wZGhqiv7+furo6qqqqSKfTpFIpUqkU6XSaiooKgsEgExMTjI2NleUapJMldf7vkVbh8ZIW3ICn7acRqq9k5xVCQa/cjqf1CxQsZJYW6YHnseOnF/T+sRNnSQ88V9RN427+DK66R0o6lxaKjnfZj2NU7ii4j8yOkbr4j0hzZoXIYkIRCoaqLSiEG6DeW8HPdexmVWj+1T8L8gWqmovlWz/NwKk38pavTA6c4PS7f0PHI7+MdhX1oY5tcfHYi1w8+jz5BvFCKLR2fKLghP9mpmbZ7QRrVzLRd2zGNikdeg4+S+PaBwk1rFvQoFtKSXSkm3MffAfbnNsK13zwVy2jddMTnHz9f+DkaZ84ev4gJ1//n6y//+fxButKfn5g+oV3vSYlTnaU1Pn/g1FzL562n74u13AroulqwU5D6bRZtExoCtO06cvjElFVQX197thCCBoagzMChQH6eqOX7r/i+TITEynS6fxCTUNj8daaUkrO9UyQSRfp9BT20NRcUbZnQAhBZZWHxqYKotH89lfblpzrGWfdhlo0rfx5TPUNARpn+d3dKGiaUjC8WErJ2GiS7z13kjOnRwuKNIZLZdfudu65dzmeueQmLXFDcKO0mxZCoGkalZWVbN++nY6ODi5cuMB7773HiRMnmJiYKPrzjuNw+PBh2tra2L1794Kfa1VVCQYLOwtt2yYWi805w2yJ8iGtDNmhM0Vbb0vbxBw6g6t50zW8shsbB4eEee3bmU8FB1+8eJE//dM/nfF82bbN6OjodLB4ObBinZdacRdA6HhafgTV11by518oGu6Wz5G6+I/YiZ68+9iJbjIjb+D1rwIxv+/p7PAPsJOFF9wVdyOe1i8gtNI7qxVPE57WL2BOHEBa+Z3V2ZHXsGKdGFU7S37+xYIiBMYCSzEXXMBZ1bqF5bd/mq43/xeOfeWDLR2bM/v+Dre/mvY7PovLO//2W45t0nfiFY6+/Aek46N59wk3bmDZlqdQ1FuvXMQbaqR10+NEh05jWzNLI2Ij3Rx9+Svc9rH/MO9gXikl6dgwx77/R0SGTpXysqdRNRft236EkZ79DHfPTIWXjsXZ/f9IJj7Gxod/kWB1e2lK6RyHbCpCdLSbkZ79NG94lGDN9bHFSieLtJNo/lW3lCPseqOqgrq6wIygX8hVEg4PxbEsB71Ii+p0yspbzuP1GYQrc+K0EBRs9T3QHyWbtfF4Cv/dLcthZDiObc+cYedcQcVLhTIZi76+yIyuVJfTuiw8t1Djq8Dl0mhpDXHm9GjeUGGAnu4JMhm77EKNoghaWkP4AzdHvkOh0icpJf39UV78p05OnyrspPH7DXbtbufuXW0lzyha4voSj8cxzRvLqTnVLWrdunWsWrWKixcv8vrrr3P06FHi8cIr3alUirfffptNmzZRWVm5oImUqqpUVVUV3WdiYoJMJoPHc2sH1F5vrMgQQ8/8LNLKFBwXSimxxnvx3/70Nb6668v7w+d5b+g89zauZENVI6Zj82pvF5FM4a6PU6Rtk1OThRsPlItkMndtuq7j9+d3OweDQRRFKbg9H3N1n0jHJDvyOnaqsJih+pbhanyybGN1LbAaV/1jJLv/Mr/zRdqk+57F0/wZhGvuzRccM0Z64EVwCi9AGjX3oIe2lEWAFkLFVf8YWs9XMcf35d3HTg+Q7n8OvXL7DT0XshybhJkl69gIwFA1vFeRTTPFgkdmqu6hfduPMtK9j9ELB2dstzIJTrz2P0jFRlhzzz/HW1EPiFlXgAHMVITeE69w/Ad/Qiqav72X7g6yYseP4QvNvc3tzYSiaDRveIwLR55noi9fqzXJwOk3ANj02K9SUbeKOf3+pSQydIrOt75K74mXy3Pxl/CGmlhzz88QGewkk5y5auZYGS4ee4lUbJjVd/0Ute07c6KfKP454PIXtERKiW2miA6dYWLgBENn3mLk/AGkY1G7/M4yfLK5IVQ3ilGFtNNLq3TXECEEFRVuvF49b07N6EgC2y4u1IyOJkgmZq48VVZ6cbs/FD4qq7y43BqZjwQXx+NZJsaTeJoKB2Znszajo/kHV8GgG7/fVfSeSSZMopPF3UENjcGy57QIIahvCGAYakGhJhHPMDmRwucrr+iuGyqNTeX/zNcKVVNQP1L6NJWf9OI/dXLmTGEnjderc/9DK9lWhiDpJa4vUkqi0ei8uyotJjRNo62tjZqaGtrb23n++eeZnCzcfXJgYICLFy/OqQVvPlRVnTX7Ynx8nGQyuSTUXG8cG8XtJ/Tgr6IG87ctllaWyGt/cY0v7Prz1yf38vKFE1yMj/O7O58iY1v82ZHX6JqLACMladtibbg8LvZCaFru+6etrY2f/MmfRFULj70MY+5jBMdxcBxn1jJKacXJjr0LsrD72KjcjuopX/WGEDqu2gdIXfw6Mpu/vMuKncKKn8aYo1AjpcROnseOny52Zlx1jy0o+2auKEYVRs3ugkINThZz4n1kdgLhKi6WLzaklFjSoTsywmt9pzgxPsBEJolAUOMJsDZcx+6m1SwPVqPMYe6ajwWPzoQQBKqWs/GhX2TfN7+cV1DJJic49c5fMXruPZbf/hmq27bhCzWhuwKIyx4cKSVWNkk6PspE3zG63/86o+cPYKbz26QU1aB924/S2vH4Fce5pRACf2Urq+/6KQ589zewsjMndI6Vpa/zB8Qnelm5/ceobd+BL9yMZnwYYiqlREqHbGqSVGSQwdNv0n3gm8RGzl7WZUvg8lWSSZS2NlRRVBpW72b13T/DyTf+HCszc8VMOhYjPfuZHOikom4VjWsfpHrZVtz+GnR3AFUzcisqUuJIB8fKYptprGySbHKS6MhZIkOnmOg7SiLSTyYxPl1qpV/nrlKKuwGj5n6y4/uQ2VEwqpfEmmtERdhTMFB4ZCSBmXVwF8iKk1LS3xfNW5JUXeObdqgIIfD7DcJhD4MfabGdTGYZGU4ULV/KZCxGhvOvIofC7qKuECkhkcgWLePSNIXqau81CfCtqfWjGyok86/wp9MmY6OJgg6kUqHrSsF8ohsRXVfR1Cu/SycnUrzw3MmiThqvV+eRj63hjjtbcn+XJUqOmGVQNjWJKAc5sW6MTCZ/EPmNQu4d6ueuu+5C13W+9rWvFQwbtiyLU6dOsXHjxumJ33yYEmp0XS/oRBoZGWFycnJW580S5UVoBu72O/CsuQfVl1+Yk1aG5MnXru2FLQI2VjVyMT7B2vAl0VFKklYWj6rTXlGNWsSxYEuHs5GZpdrlpro6JzxMdX/z+eaWATMlwDiOM8M9I6UkmUySSqVmPZ6TGcacmGk4mEKoXvSqHQitjGMHIdBDt6N6WrAKCDVOdhRzfB965Y45zhUkVqwTO9VXcA/FXYceLnMnO8XAqN5F4vSfgFPg/R05hp3qRRgLc0ReDySSlG3y9137+buu/XRHR3Gkg6YoSAmWdNCEwj+efp+f3bCLTy7fhFubvyB2VctoQlGoW3UPHY/8Ekdf/oO8Yo20TcYuHmKs9zCeQC3B2pV4Kxpx+cKomhvHscimIqQiA8THLhAbO1e0FbRQNJZt/iTrdn8Jw1P6erobCUXVaOn4OGMXDtJ94Bt5s16QkshgJwee+028FQ2E6tfgDTWiuytQFAUrmyKTGCcx2UtstId0bJQr84AElc0drLjj8xx47jdnlLldLaruYs09P4Njm5x6568KinNmOsro+QOMnj+Aohq4A9W4fVVoLh9C0QCJY1vYZgozHSebmiSbihRs6b4YEKoHb9tPEe/8XaJHvoyn9cdQfe0gZj6Wqrt+4a0Al5iBz2cQrvTmLV9KxDNMTqYIFAjAtSyHgf4opnnlJEtVBdU1vitCan1+F5VV3hlCTTZjMzgYY4Ndj6bl/1KKTKaJxWZOtBRFUF3jx+0u9vqWJOLZmS3IL8PrM/D4rk0LZo9HIxBwESng8MlkbCYmUmV3lrkMjWBwcbeBnA+afqWjJjKZ5sXvdXLieOFOX+FKDw8+vIqt25qLBhEvcXXMJhbYtk0mk8FdSBG+CtLpNP39N08Yv6Zp3H777Zw5c4a9e/di2/m/13t7e7Fte0FCjRCC2tpaKisrGRrK7z7IZDJ0dnbS3t5+w0wmbkbUigYqn/g1RLEMTEUncMenUbzXd0HuWvMv1t/DF1bfiVe/0nnycOs6fuvOx/HphceRsWyaX3/3u3RO5K9kKBfNzc1UV1fT19fHmTNn2Lx58wwXTG5RWU4L4EIIDMPA5XIRi8VIJpMEAoHp59KyLLq7u0mn07MKNVb0BE4BcQRAGGH0is1lf+aFEUYPb8WKHMq/g53CnDyc66CkeWc/oJPFmjxUJEQYtMBaVHd5umhNIYRA87ejepsLunuczDBWrAut4sbJlHIcyTfOHOArH7yCX3fx2VXb2FzdTNBwI4HRVJxDoxd5ve80//n9FxACPr1i67wDia/a76woKq2bnsA2Mxz7/h+SSYzn31FKUtGhS92bBEJRL9WiSRzHhjmkjAtFpWH1fWx44N/i9s+9Ru9mRje8rNn1L0hM9OZKnQoNzKRDcrKP5GRfro2hogIi1yK6iDDmr2xh3X1foqJuFW5/FcnIQMk/g+bys+aef47E4dRbz+R1B12OY2dJTvaTnOwv+bVcS5xUH4kzf4IVP4MVO0VmcA9C9YCYucId3vF19PCW63CVNyeKIqir83PyuMBxrnxmslmb8fEkLa2hvD+bSpqMjiZm/Lvh0qiqurLltq4rVFV5UZSZ5xkZjpPJWGhafivv6GgCy5z5XtQ05VI+TfGXfTxefDXd7dZwXSM3haop+P2FB4iOI0kmTKSkrA4fj1cvGL57I6JdllGTyVi8+Xo3x48NzbjXpggEXDzysTV0dNQviTRlxjCKi6CmaZJMJqmoKP1EMpFI0Ntb4m6N1xnDMNi0aRMffPDB9Mr7R4nH41iWVbR7UzHC4TB1dXUFhRqAzs5OHnzwwbIIbEvMDaEoCKP4RFUoCq7mjdfoihYPqqIQMGbemwHdjTJL/ociBN4C45FyUllZyZYtW3jttdd4+eWXcblcLF++HI/HMx3iPTiYE49WrVo1LcT6/X6qq6sZHBzk8OHD7N69G8MwsCyLkydPsn///jmd34qfKdA+Ooeih1B9bVf9OWdDqG60wJqi+9iJ8zhWFHUOQo10TKxZyp5U7zKEXn4xU3HVobrripZhWdGTZb+OUjKUivG1U+9T4/bzK7c/yn1Nq/HrBuJSkxBbSj5lbuF7547w+x+8wjfOHOTB5rVUuufXNawkhem6y8eKOz+H21/FkZe/Qmz03CzCi0Q61ryaseruAO3bfpTV9/xz/OHmq7zimwghCFS3s/WJ3+LQC79Lf9ers7pIpHSQRQJGp/BXLWPLJ36dxrUPkElO4gs3l0WoEUJgeENsuP/n8YWa6HrrGaIjZ+ck3t3ISMfEyU6iuOsxZlO01aVBYalpbA4iFAEfmdRmMjajw4mC7o5YLJO3JMnt1qipvdIaO9X5yTDUGe6WwYEYqZSZN5dFSsnQYAzLmvks67pKQ2NxN6GU5HXjXI5hqNes7EVRFLy+4pbPRCKDZdoYrvLlpRgu7abJpwHQNBVVFWTSFm+/dY5337mAaRZ+/++8exmbtzTO2tZ9iavH5/Oh64Xv+WQyydjYGA0NDSU/d3d3d9na2F5PGhoacLlcBYUa27avqtOVruts3LiRkydPFix/unjxIl1dXXR0dMy5hfgS5cUx06S63iBxdA9ISfixX0RxBzCHuzGa1qPot+74SVEUNlY1sjZcP2uoqSIE/iKOm3Kh6zoPPfQQlmWxd+9ennnmGcLhMC6XC9u2SafTRKNRNm/eTHt7+7RQEwqF2LlzJy+99BIvvPACR44cwe/3k0gkGB8fp6WlZdZ3gpQOdvwssohQo3paEFr+TqElReiovuU5V30BF4yd7EGakzAXF4yTxoqdKbxdMXJdrMqYTzOF0IMo7kZynU7zz/6t6LFL226MMdqR0V56omP86477eKR1Pa6PdHXShCDk8vB0+xaOjPby0vkTdEdHr49QA7ncmJaOj+MNNXF67/+h78QrBctY5nVczUWwup219/5LWjZ+DHUWFf1WRAhBoKadbU/9R46/WsuFoy+QzRPOO1cUzSDcuJFNj/wydSvvBgSGO4g31AQUaV93FQgh0Awv7Xd8lqqWzZx656/pPb4HMxVBlliwEYqK4amgetk23IH597QvFaqvnfDOb8xt5zwumyWujppL5UOJ+JXlfLbtMDaWwLYctDyBwkODMdKpmV+iwaCbioqZA8L6hgCGS5sh1MSiGcbHklRXz3xpW5ZzKdR45heaP+AiHJ7tPSjJZopPWD6ab1JOFEXgmkWAyWZt7AJOkFKhqqK8lp1rjKGr2LZk/74LvP7Ds0VFGoCTJ4bpuK2B2jr/UulGmTEMg2AwSCQSybs9lUrR29vL2rVrF1SqU4hMJsMHH3xwQwcJF0JRlKLiiKIoRYNI58K6deuora2lry9/rkMqleLNN9+kpaVlwcHFS5QOaWWJv/ctJl76ffTqNrIj3VTc+9PgSMa+89tUP/0fcbXeOOUUpcaj6vz+3Z/JlQvNsq+mqOyobydoeIpm2ZSDiooKnnrqKdrb2zl8+DADAwOMjY2haRoVFRVs2LCB22677QrxW1VVdu3aRTAYZP/+/QwODjIxMUFVVRUPPPAAW7du5Vvf+hajo6OF3wt2GjszQiHxAED1tiCuwRhcCIFiVCG0ANLMP4dzMmM45txalDvZiYItsQGE4kL1NC3oWueLEAqqp/mSCJVfBLdT/TmBStwYnZxH03Fs6bAqVItRpCuxR9NZUVFLyj5EJFNYECxEyUYHuUGfoKrlNgJVv0Ht8jvpOfBNJvpPYGXzr34UP56Cv3o5LRsfo6XjE4Tq1yAUbWlwWQAhBJ6KBjoe/TJVrVs5u//vGe89gmPPrz2np6KeZZueYPm2H73U1jv3slY0A1+4CaFoRUulrpb/n703j47rPM88f99dqm6tqAVbYScAggR3UhQlUhJpLbQky0psOVZiKx67M/FJek62zmQymenOySTdTndPJ51MZzl9knSSEydpO46keBG12ZJsWitFkRQJgjuIfSsstW/33m/+KAAiiCoAJAGSkvA7h0c6qFt3q6p7v++57/s8iqIRiGxix6f+byId++k/9QJjl94imxi74XVrDjfeUDOVzXdQ1/kgofott7SFTghR0o9mjZuDy6UTDLoWCDUA09NZsjkTbwmhZnAgVtL7obrGi6YvHNz4fE4CAYP4Vca+pmkxMhSnY8PC1IpMurBg+VmqqjxLih5IyiYszaIoolhRdBMQgiWrOCxLrrqnxtJD1Q8PQoDuUOjuGuVHr14iU8ao+UoGBmK88v0LPPrYRgLBteSa1cTpdBIOh+nv7y/5upSSc+fOsXfv3hVrf5JScvnyZS5cuPCR8ae5kqWSrAzDuGHRKxgMsmXLFkZGRsp64Zw/f563336bgwcPrqjItsa1Y2fiJI78M4GDv4yrfS9jX/9lAFRvCKEbmPFRPs7ufkII1GXOmzShcF9dO3sjreiLTDxXAyEEhmGwe/duNm3aRC6Xw7IshBDouo7L5SrZTjr7ns7OTnK5HFJKHA4HHo8HTdP4/Oc/j2maBAKlW9mlnUEWSovpc/vmCMNNEq6E7kOorrJCjZQF7Fx0Weuy8xNIexHBXtFRHMHr2c3rQnHOnMdyDh1mEllIfGiSn7SZ30h+iTmxBHJWAYFAvY4qzBW/wwih4PSEaL3zZ6jrfIjYSDeD3a8Q7T1KNhmlkEtiFTJIy0JKa8YvRUPVDTSHC6c7RLB+M9Wte6lq2Y0n1ISyyhcMVXNSUbuBfHrhj9XpDqJqH47LvBACwxNi3R0/RW3HfYxfeovhsz9kYvAk+dQkZj6NZeaLrVFCoKgaqu5Cd3rxhpuoadtH3YYHqKjdgHpVn6oQglD9NsKNOxZ4yLhWuCpFCIHTHaBx62PUbXyQ+PgFopePMn75CLGxc+TTMaxCBrOQLbbQ2TYg575LiuZA1ZxoDhcOVwBvuJlw4w5CDdvwhhpxVdSiKCv31Vc1J4HajRSyC9thnJ7QgnO5xu2By61TVe1loH/h735yIk0mU1jgq1IoWAwOxEtaQTU2BUr6fjgNjbp6P32986NlTdNmcDCGbcsF7TjJZK5sYlNtnQ+nsfg1UcKS1SniJheXLNVyZFt2WYutNUozOBDn/LnoouleVyJtyftVga8nAAAgAElEQVQnhtE0hcd+ohOXS197+LFKGIZBQ0MDJ06cKCua9PT0cPr0ae6+e7kpHuWRUjI5OclLL71EIrG8J643ur1ZbsZ3yLZtTp8+XTb1CaC2tvaGK2p0XWfv3r10dXWV9fnJZrO8/PLLhEIh7rjjjpsi1sye77Xf63ykmcfOJnE270LxhK6oPp75ft7GgRK3G0IIHKrGrRyxKoqC1+vF611+wpKqqvj9pdvBywk0s0grhzRLp2vO7ZMjeNOq2hXVU/SqLIeUixofz1u0EAO7/AMcITSEvvj5WUmEI7ToeZR2DtuMFwWdDwHNvhBuzcHhoQvcE2kjbJT+zg6npnl7pIew4SHivvYQpFW7uwghcPmqMLyVVK27GzOXIjU1QGpqgGwyilXIYFsFhKqj6QZOTxiXvxpvqBmHqwJF1UAoJW9KsmCR++FFCqfKG77N4rizEce+5kVvbp5gAwe+8jclB1NCCFTtw9XfKoTA7a+ladtP0LD5UbLJKPHoRbLxMXLpaWwzj1AUNIcHwxvGE2zAG25Bc7gWrVqq33SQyIYDC86TouqsRk9hsR3KxensKaZ8k2x68H9hl7uF5GQf2WSUXHICs5DBNguARCgamsOFbvhwuoMYvmrcgQiaPnNciroqgxxvqIlP/NzfXfP3R9p5rFQPwhFCWYvmvuk4HCqVVZ6SRr+JeI50qgBXFbtMT2eIxRZOFGb9aUp9hg6HSm3EjxDzvb6lhIlomnQ6P08QklISj+dKVvpomkJVlXfJ6hQBqEsII1KW9x5fDcoZ3M6iqMpHqStp1ZEShgZj1/wZWqbN8fcGCVd6uO/AOvQSVWNr3DiqqtLU1ITL5SKdLm2Qn06nee2112htbaW6uvq67wHFa0acF154gbNnz97Ibi8b27Y5efIkuq6zbt06nE4nilJ6zHajSCkZHBzkyJEjZb1jAFpaWm5YqAGoqqrinnvu4emnny7rb5FKpXj22WexbZsdO3ZgGMaKH7uUkkKhQDQapaenhy1btqyK+fSHGaEbaP4qshfexL3lIFJa2PkM2d5j2OlptGDdrd7FNW5npLV41QlFk9+b5puiOJastF/MT2f+cjmQiwiVQp05tpuDUAwEonyTmbRgic/idmJTMML2ygYOXT6FW3PwhY47afAEUISCRGLaNpcTE/xt95u8O9bH4+u20ey7dhFq1R8DFCeqDlTNgdMTJNSw9cZXatrkfniJzNMnl7W4Y1/zEvuooH0EvW+EoqAqTjzBejzBG+9DVFStKKDdZN7qeZb+qVNUuGtoq70Ll7/mpu/DYhRFr2v//tjZMeIn/ndUdxP+HX/8oenL/KggRDFO2+nUyGTmD/5nfWqaWz4oC5USpiYzJQUUf4VBIFB6oD63HUNb4G0Ti2VJxHNXCTUwEU2VFDZcbp3QVclSZQ4OTVt8wmLbErnKnjCzSCmxljAwV1WxJlZeI+VEGsOlYZmyrGdNoWDz+uEeQmE3W7fVrpkLrwJCCJqamgiHw2WFGoC+vj6ee+45PvOZzxAMBq/5NyClZGJigkOHDi0pZKwktm1z/Phxurq6WLduHVu3bmXdunVUV1ej6ytXqWXbNsPDw3z7299eNI2poqKClpaWFdmuqqrs3r2brq4uurq6ylZETU1N8cwzz9DX18eBAweorq6+YYPh4rXSYnJykqGhIbq7uzlz5gy5XI7m5uY1oeYqFJcf/76fZeK7v0/q+PcojJxj8jtfw0pEcW85iF67eIrORx0pJfF8FomkwuFau8dehZRWWc+UOVawAn9JxGwicjkk2IsHRcwtKQtIFhl33WT7hSVNi5chmt1O+B0Gv7DlPi69Mc7fn32bH/SfodkXIuB0YyMZTycYSE0znklwR1UTP7dpH4Z27cbNH87mWgHCpSM8DmTBAtNekNyyxhq3O3YhRmH6BJp/M0JZE2luBTU1PgzXQqFGSsnYyPxyWNsuGvxebQoMEAq5SxoJw4xQU+nB63UuEGoS8RzTUxlqI765AZSUkpHh0q0LHo+DcOXyREGnsfjlvVCwlvSxWSlsG3IlztuVOBwfrUSmW4HTqdLWXsld+5rpuTTBmz/uJVfGVDoRz/HioTM4dIWNm2rWzv0q4Pf72blzJwMDA2Un+7Ztc+TIEaanp7n//vvp6OjA7V5cjJVSYpom09PTdHV18eabb9Lb27uw2lVRsO3V+43btk08HufEiRO8//77BINBGhoaaGtro7W1lcrKSgzDwDCMaxIwpJRks1lisRjHjh3jnXfeYXh4uOw5VBSFTZs2EYlEVmQiKoTA7/fz6U9/mkQiQW9vb9ll4/E4r776KqdPn2br1q1s2bKF2trasp4aVx6jbdsUCgVyuRy5XI7x8XH6+vro6+tjaGiIiYmJOeHN7f7oPUxcCYSq4d76MKqvivTpH6BVNqO4/Lja9+Hu/ATKLUgxup0o2Bb/cPZtDg9f5Be23Mcn6jtu9S7dZgiWrJa57aaXH+V79Yfn2IQQ3FW7jj+670n+4ew7vDF8kaPjfRRm2i0NVSfkdPOVjXv52Y13XVc1DXxYhRpdxXisE219JXY8h0zmkMk8dixDoWsUq2fyVu/hhx4pJRSK3i8oCqKE98YaK4BQUJy3ztD4405FwMDnczI1Ob+UVEoYH58f0W2aNmOjC3uZFUVQU+tDXeQ34q8w8PsNouPzjdVtWzI6kqRjY1UxkWjmbxPR0gbsgaALt3tpUU8I8PoWXy6ftyiUiP9eDWzbXiCGXY3LrZf0+FljaYQofjf23dvCjl31+HxO6hv8pJJ5jr47gF0iPQyKrXfff+k8obCHmtq1JKiVRlEUduzYwZtvvsn4+HjZ5Wzb5ty5cwwNDbFx40bWr19PJBIhGAzOiRyWZZHL5YjH44yPjzM0NMTZs2cZGhoqabBbX1+P3++nu7t7NQ9xjlmPnMnJSbq7u3E4HFRVVRGJRKipqSEcDuP3+/F6vbjdbjRNm2tTsiyLfD5PKpWaO77BwUEuXbrE+Pj4klVC4XCYffv2LRqHfj00NTXx6U9/mm984xuLxp1LKRkZGWF8fJw333yTuro6IpEI4XAYn8+H0+lEVdW5apl8Pk8mkyGVShGLxZiYmGBiYoJEIkGhUMCyrI+kGfRqIKUEoeBctxtn0zakZRZtEzQnYi0+HdO2eWu0h7NTI2g3Ocnpw4AQCixV6WEX7RVuCtIsVvmURSCU5YmPQnEgUBZpNbIX9bBZaZaslhHqTYkKX0lUobCrqomNgRrOTY9xdnqUWD6DgqDK5WNDsIZ1/jCGev1Vph9KoUaoCo7tdTi2F3tPpZRgS2QiR/LP3iC9JtTcMPZEmuR//SHWeArjYAfuJ7ff6l36yKE4AmieVqx074yx9ppXxM1G1xRqan0LjH4BYtMZCnkLx0zCUiFvMTKysNJF0xQaGisWvQhrmkKk3s+liwsH+0ODMSxLMmutkEkXiMdLl7bW1fuX7ePi9xkLfHGuJJspkMveHKHGMm0SifLluooi8Hj0taqO68Dp1OjcVM2++1pobAzMCYY+n5OHPrmeRDzHme7yqXkDAzFefP4sP/nZzVQEXGs+QSuIEILa2lruvfdeDh06RC5X/jcgpSSRSHDkyBGOHTuGx+PBMAxUteitNltFk8/nSafTi6YfBQIBHnvsMUzTvGlCzZUUCgUKhQKpVIrLly8XTUodjrl/uq7P87OZFTBmq0uy2WzZxKWrcblcPPTQQ6xbt27FhUZVVdm8eTNPPPEETz/9NJOTi48tLcsimUxy7tw5zp07BxTNiVVVRVEUpJRzx2qa5poYswJIM0d++CyO2g4UhwsxE/4hbYv88BnUQATV9fFtF7ORTGZTeHQn6/xrDwUXILQlK9qLnjA36bdq54sR1YuxmNnwFQjFWNwEWdpIa3lBBCuBtDJLtGKpsEwR6nZCEQKvw2BXdRO7qptWfP0fSqHmaoQQoApwarBmjHjDSCkxz4yRffUiMpVH61gYH3wj2NImU0iQK6SwpDljfOrAqbkxdA9KyQvLTLWBtMjk42TNNLa00BQHbt2HQytfKv7B9pJY0kJVNFy6D0PzzPWCSimJZ6PkrTQVRg2OGQNgW9okslFyZhpD9+Jzhue2ky0kSeYmcel+3I7FJ+qlUJw1uFq+QvryX5Mf/xF6aA9CXYb/yBorhqop1NWXdmHPpAskEjnCM0JNIpFjamKh14TLrVNT61tyW01NAV4v8ffR0SS5nInDUfzeT01lSrZXAdTXL2/AKYTA43XgdjtIpUpP6NLpApl0fl7V0GqRyZiLCjUOh0pFxc3rn89n4vQc/Rbx8YsEI5tovfOnZ0zRP1wIAQcf6eCuu5sWtLoJIQgEXXzq8U6SydxMrHyJlUjoPj2K263z8Kc24Pd/uMzzb3dUVeXee+9lamqKw4cPL0uAME2TWCxGLLZ4bGwp3G43jz76KNu2baOvrw/DMMhmb95gvBRSyrn2npXEMAwefvhh9u7du+LVNLOoqsquXbtwOp0899xz9Pb2XlM72axotcbqYCWiTDz921Q/9cco1a1zf5eFLJPP/b/49j6FZ/ODt3APby0KgoDTTTyfXXZM98cJoboQ2uLjKrswWaw+uQnYZmpxs2AhUJeZiiQcoaI5cRmkNLHLxICvBjK/+HkUioGiLT2WvhVYtk3WKmCo+nVFbN8IHwmhZo0VxpKYFyaQiRys8BPuvJnlzOjrHO1/jsHpM6TzcRSh4jNCRPzr2VS7n631D+DUrurHntmN08M/4q3LzzIUO0vOTOM3Kmmv2sN9bV+gytu0wIQrb2Y4O/YmR/ueo3+qi2whhccZoDW8k12Nn6KtajfqjFHYi91/zvuDP+CpO3+fztp7AcgWEvzTe7/LhfF32Vr3AF+882uImZ05Mfgyz536bxzc+FX2tT6Jeq2mXLKA6m5CdTUQP/HrOGsfQfO0lizDdNZ+CtVY2Rj0NYqVHOFKD5qmLPBryWZNUqk84UoPANFoilx+oYBSWenB7V56klBZ5cHhUMnn50/UMuk801MZfL7ik4REPEu+hK+IYWgEQ8t7kgLgduv4/M6yQo1p2kxNZZBy9WO6JyZSZY1tARzOazu2G0VzuKhpu4dscoKJ/uOs2/35G16ntC1S04MY3io0x805FiEE9Q1+HM7SDyiEEFTXeHnw4Hq+953TTERLm9raluT948OEQm4OPNC21oK2wng8Hg4ePMjU1BQnTpxYte24XC4OHDjA3XffjaZpeDwefD7fLRdqVgOfz8f+/fvZv38/DsfqerzNeuD4fD6ee+45Tp06tareP2usDLKQBXNlxcEPG7qisqOyke6pYXriE9R6Pr7VRaUQqgvFsYRQk5u4aUKNNBOLVrkIoSEcyxNqFGcYoS5SoWIXsPM3rwPFzk8smkIlNDdCvz2FmrFMgn849w67qhrZX7ceTVGJ5TJM59LUuP3XZRK8XNaEmjUWIJM58ieGigbNKyjUmHaeV8//LS93/wUAYU8D1d5m8laGVG6a9/oPkcxN0ll77wKhRkqb7pHD9E6eRFOc+I1KDM1DNNnP5YkTDEx18cU7v0aVt3lmeUnOTHGo609549I/YUuLKm8zYW+QVG6aty4/w7GBF/mJrb/OXS2fRVMd+I1q4tkoA9On54SaeDZKz8Rx4tkolyeOk8nH8TgD2NJicPosE6kBAq6aMlVAS5yP1GXix34ZOzeObSYxE2coZ2wWPvDKmlCzCgghPvCpmZr/FCOTKbYgzZanjwwnyOcW3mQidX5cyxBqfD4n4UoPw0Pxq7ZjMj6WpLEpgJSS6ensAjEHiobFXq9z2VUnHq+TUNhd1pgYYKB/mh276le15UhKyfBgvOS5m8Xj0QmHb55ZpqLqVNR24B9uJ5so3xZ0LRRyKc698bd07PsK3tDKl7+WZ/G0LEURbNxUjWnafPuZUyRLpJYB5HImP3rtEoGgi+0769bEmhVECEE4HOZnfuZn8Pl8HDt2jFSqtA/V9VJbW8snP/lJ7rjjDgyjWBXl8/kIBAKL+uNcL0IIKioqbnrFjqZptLa28sgjj7B+/fpVF2lmUVWV5uZmvvSlL/H222/z1ltvMTQ0tOqCjRACn89HW1sbHo9nVbe1kqTNPH9x6jCX4lF+Y+dBzk2P8r2ekwympgk63Rxs6uSRps149YX3NFtKRtIxXhk4y5HRXoZTMWxsKg0vW8P1fLZtBxGnh+SJ5yiMnqcw0Uf87W+i+marvyXmRB+FsUuoFbU3/+BvIzRF4TOt2zk8dJ5/PPcOzf4wEY9/7oHjxx7FgWJEim03ZUQEK92HnKn+X02klNi5KNIsP2ZTHOFlV50oegWKI4zFhdLbs7PYmYHr2tdrRUobKzOwqFCjGnU3NYXqWhhITvG33W+QNe/kQF3RkPvl/m7+pvsNfn/vZ9he2bBq2749z8gatxQrmsLsGlnx9U6nR3mr52lsafGF3f+e7fUH0VUDW1rEMmMMxs7gcQQxdO+C9+bMNCeHXuFA+5e4v+MrhDx12LbF+fF3+OZ7v8v58Xc43v8iD238+bmqmqP9h3j13N9S4arhiR2/xebIARyqi3Q+xrGBFzjU9Sd85+QfEXDXsql2Pw2BTlRFYyh2bm5yPpEaIFNI0BreSTTVz1iih3XOnWQLKcaTl/EZYYLuuus6H6pRi3fz/3PVhUuyUKiRaN6269rGGktTUWHgrzAWCDWmaROPZYox1lIyNppcUHWj6yq1Ed+yJrUej4Oq6oVCTT5vEh0vxnFbls30VKZkNHeo0o3Hs/xJia4rNDUFOH92nEKh9GSir3eabLYwLx58pcnnLfr7phdNmGpoDGC4bo/Wo9TUAENnXyU9PYyi6kQ69hNu2kl6apChs6/iDtQz2X8c3eWncetjuCsiTPQdY6DrBQZPfx8zl8bpCVK7/j6qW/di5tMMnXmF6eFuVN2gbsP9BOs2k4mPMNj9fTzBBib6j6M5PTRufgRPqGnFW8AURbB1e4R4PMuLh86WFAKhKE6+9PxZnIbGps1rSVAriRCCYDDIk08+yZYtW3j11Vfp7e0ll8tdt1eJoij4fD62bNnC/fffT319/bzvjsvlmov8Xmk/FFVVefjhh1m3bh1Hjx7l4sWLpFKpRb1zrhchBC6Xi6amJnbu3MmuXbvw+W7+k9dZ0eTBBx9k586dvPvuuxw9epTx8XGy2eyKnWNVVXG5XFRXV9PZ2cnmzZtpbGxctfau1cC2bXoTE7w+fBEBHI8OUGl4caoaJycGeXXwLF0TQ/zK9gcIGR8IULa0eWukhz849jLvRwcJOF1Uu3zYUtKXmOT96AB31jQTMTxIM09u4BRWMkq662UUxwdiv+IOEPjkr+Bs2HILjv72osrl45e23c+fnXyNXz/8LR5p3kSTL1Q0OC0hP7h1B1vCdagfA/NhIQSabwNCdZcVSOzMILIQA710m/yKYeexUpcW9ahRPS0IfZlVUYoDzd9JYfLtRbZ3GWnnVz15VhamsTLDLOb1o/k3cbumPqUKeXKWSdjwoMzcYxP5LP2JKXLm6ra2rgk1ayzAPBfFjq38EzLTzpMpJNFVJ9XeFnTVQAiBKjRCnjqC7gilhYoiEX8H93d8hbCnASEEiqrSXnUn2+oe4sXuP2c4foGClcOhuciZaY5c/jYAe9d9ju31B+danDzOAHc2P85EaoDnu/6Mo33P0Vp5B2FPAy7dx0RyAMsuoCo6A9NncGpuNkX288q5v2E81UdLeAfZQpKJ1CB+owqfUXldEyvFEcTV8FPXezrXWCEMQycQdNF7eWGvbiyWw7IkuZxJbHph37DLpVFZ5VnW56/pCpVVHlRVwbI+EC2khMnJNPm8iW1L4iV+e4oqCIc9aPryB05CCJqagzidGoVC6cnT9HSW4aEE6ztWR6iRUhKbzpQ0Yb6SpuYgqnp7DAoziTHy6Wm84WYS4xc5c/gvuPOJ/0w2PcmFt/+Ruo0P4Ak1MHbxLTLxUbY8+Ks43BV4Q004DB+h+i24/DW4KyLYVoG+97/LUPcr1K6/j3x6mq5X/oTtj/4WViHLxXf+JzXt9+CraiXac4TUZD/bHv5NHK6VHRAKIRAC7tjdwMhwgvfeHZz3HbySqakMr37/PIGAi4bGtTL5lUQIgdPpZPv27TQ1NXHq1Cm6u7vp6+tjampq2dUZuq4TDodpb29n165dtLS0lIz0VhSFyspKVFXFNJcwqLyOY/F6vezYsYOOjg5GR0e5ePEiPT09RKNRJicnSaVSNyReeDweqqqqqKurY9OmTbS3t+Pz+dC0Wzd0Lf6WBJWVlXOCzYULFzh9+jSDg4NMTk5elxePw+EgGAzOHe+GDRuoq6vD6/Wi69efGHKrGc8kOBEd4Ne2P8jdtetQhcLlxAS/8/Z3+ZdLx9lR1chnWnfMLT+SjvPf3n+Vk9FBPtu2g59ev5s6TwVSwlQuTV9iks5gBKHq+O78HEbLLrBNgp/8VbRw89x6hKqhuPyID6H32EqStQr8p6MvcCzaT19ikkQ+y7FoPy5Vn5twXs2GYA1/8+CXF02y/CihedcjVFd5oaYQw0z1oLobV3U/pJ3FTJxddBnF3YRYpmAkFAeab+Oiy5jpXuz89KpX7NvZMezs4gUAmn/xfb2VSIoPbCXypmtJN3S3kwULq3cKmbNAgFLrQw0VFW1p2liDMQqnRigcG8QaiiPzJsLjRGsKoO+oQ98WQQl7EB+Cp3ZSSjBt7GgKq38a88IE5sUo1kQamcqDBOHWUSs9qG1h9A1VaOvCiNDyDTJltoDZOwWmBFWgRnwoFUWvA2laWAMxCieGKXSPYg3EkNkCwqmhhN1o7ZXoWyNo6ysRHsfytyklWBKZymEn88hYltwPziHThdkFsCdSFLpGl1yXWu9HVBhlt+11hmgKbubU0Kv8y/v/hQPrf5bm0Db8RjWqos68r/R7VaHRXnUnYc/8J4aqohPxF6tN0vkYpp3HgYvRxEWG4xfwOoPzRJpZHKqbTbX7+eH5r3N+7G3i2XHcjgpqfK1MpYeJZccJumvpib5H2NNAa+UuXr/0TYamz2E25Enlp5lMDbK++i58ztAyzvQatyuKIojU+Tj1vrJg8jo1mcYybTLp/IKKGwCvz0l19cIKsFIIIaivr8BpqKRT87cTHU/NGQhPlRCEHA6VSJ3vmgfrNREfjU0Buk+Xbu9JJXOcOT1Kc0twzsx4pTl/Lsp0iXM3SyDooqk5cNukDYXqtuD2R8hn48VqmdfeJxMvXv90w0vr7s/jq1xHqH4r7/7Lb5OJj+GvbkPaFoPdL1Oz/l584RYA0vEReo9/m879v0BkwyewbYuj3/5ths68QvW6PWhOLy27niAY2URl4y7eeea3SE8PrbhQM4vb4+Dgwx1Yls3x94ZKVm4B9PfFOPS9bj7/09sIBG+eyfPHBUVRCIfD7N+/n7vvvpuJiQmi0SgjIyOMjY0Rj8dJp9NzJrQOhwOXy0UgEKCmpob6+nrC4TDBYHAuFaoc9913H52dnQtEIFVViUQiK3IsXq8Xr9dLW1sbmVyKvtFzTEyNYuYU7IxOPJaYO6ZsNksul8OyrLl9UlUVh8OB2+3G6/VSWVlJZWUl4XCYQCCAz+ebi/K+ndB1nZqaGmpqatizZw/T09PEYjFGRkaIRqNMTU0Rj8fnDIWllGiahsPhwOPx4PF4CIVCc5+l3+/H7/fjdC6/xfVGeOCBB9i1a1dJMW22AuxGsaXksZatPNqyGWNGNKl2+/jq5nv5N4e/xfO9XTzctAmXVnyi/+rAOY6O9nJ3bSv/dvejVDg+uP7UewNsCX9QwSwUFS1Yh//eL6NXt6N618ZiVyMlTGRTmLZNnScAy+ieq3C4btfChlVB83Wguhuxc6XHSXZ+EnP6GI7Kexf4YK4kdn6KwvSx8gsoTvSKLQh1mW3iQkcPbEeoHqRVutXWip/Bzg6vqlAjpcRMXii2PpVB6KElRaVbiVd3Yqg670cHGUxOU2l4MaUFSPK2RdZaXlWNrqjXXKl2Q0KNPZFi+je+h3l5EqEqeH5xL56f34NM5cl89zSZbxzH7JuCgl30O5khpwhwqDh21OF+cgeO/a0oy/B4uCVIiZ3MU3h/iNzrl8m/O4B1aQKZt4rHdPVAVxGgCIShoe+ow/357Tj2taAso2XB7J1m6hefwZ5KIzwOfL96H67Pb8OeSJN9rpvM0+8XhRzrqu0KQFEQPifOT7Ti/qnt6NsjiCWeUOdPDlN4fxirf7r4byiONRxHJvMfrN+SZJ/rJvvC4iovQMXXHsV4dGPZC7zHEeCRTf8bEsm50Te5FD1KXWAjmyMH2Bw5QF1FBw619KRAVRwzIs3CY5oVYWxpzw04YpkxcmaKKm8zXufCwYYQAp8Rxu0IEM9GSediBF211PrbGZg+TSwziq46GU300FZ5B7X+NnzOMEOxs2QLSaLJPgp2jrqKDsQNOoAXxbI0tpVGmikUzY9wBABRbIsSYi26e5WJRPyomuDqQJbpqQymZZNM5kmUiMyuqfUtSNtZjJpaHy6XTjo1/6I+NZUhmzFRVUF8emFFjdOhLStZ6mrcbp1NW2o4dy6KVaL1SEo43TXKjl31NDYFrnn9i1GMG85x/L2hshHhQkBTc2DZVUmrjWXm6T/5HCPnf4zLV41tFyhkE0i7+MVQdReOmahX3elDKApmvrRBL4Bt5inkkhgz3gmKouLy1ZBLRrFtE1V34nQXr0+64UVRdcz8ynqXXE1FwODgwx1MT2VLxsXPcvH8BN9/6TwPf2oDPt/NmTh+3JitsIlEIkQiEbZs2TInXlw9eZ49/7Ox1sv9PEKhEKHQzZnASmnz3sD3eOnMXzCdGaG+YiOf3vJr3Ff92NzxLFZhc/UxXvm32x1d16mqqqKyspLW1ta5KO5yxzv7GV75Wd7sY50VmVYTVShsCdfhvOph2aZQhKDTTW9igqlcek6oeXesGOf+YOPGeSJNOYTuwr3poUgCymsAACAASURBVNV3xP+Q4tJ0/uDez2FdQ2WbKsSCz2t1uD3i6YUjiB7eR2HqaOkF7Cz5ybdxmV9ZftvRNSKlpDD1LlZmsOwyiiOEHtyz7OuEEALV24HqacGMd5Vcxs5HKUy9ix7Yfl37vSzsHPmJH4NdvtJQ93eiuBpu2+t9ky9Ea0UV3+8/w0Q2RaM3yIXYOCkzz192/Zh/ubS8kIB/1bmXzeFrs8u4sV+iBFkwIW8hhYV5fhwZy5L6+/dI//17yHiZ9hlbQtYk/1Yf5qVJPGMJ3D+9A+G8PTux0l8/Svqbx7En00WRZDFmxBuZzJP/8WXM81E8X96N+ws7lz4+KZH5mfNpZTEvTWBPpEn+8WGyL50tCigl3wdYNnI6Q/Y7pzG7x/D9Xw/g3LO4oWX22VNkvtOFzBQWv15akgUz2FKUeTo7ixCClvAOvrj7a5wYfJnjAy/SP3WavsmTvNXzNDsbH+GBjp8j4KpZWMItBA51+bGxpl3Alha66iyrgKtCQ1VUJDYFK1tsyfK1kDPTxDJjSClJ5aeJVKzHZ1RS7Wuhb/IUmUKCkcQlFKEWhZobePQgpYUZO0m6539QmHwbuxDH3faLeFp/ESlNciMvojhCOKoOrKqS/3EnGHbjcukLDG+TiRyFvMVENFWy+qC+oQL1GioC3R6dcNizIH0nlzWZns5gGBrZEolP/oCB13ft7UmqqtC+vpLKsJvR0WTJZaamMhw9MkBtxIeur5wgaFmSrpMjCzx5rsRpaGzeUrui270RcukpLh97lpadT1Df+SCJiV4m+j+4AVv5NLnUJE53kHwmhrRtNGfxEaUQanFidkXlgqoZOF0B0rERgnWbsW2TdGyIipoNKIqGlc+QTUZx+2vJZ+LYVgHNubwKretFCEEo7OaTj3Twz998n2i0tDAkZTEJyuc3eOCh9lWruFqDeRN15SZHf64kqXyMN3r+mZF40bzyUvQoR/u+R3vVbhzazUt1u5Vci4j2ccCpani0hUKvoer4HAbJfI7sTFuelJKxTAJFCBq9wWWdRyHEmkizCEII/DcphfCqDS89ZrULxTSlWzy2FaoHR3gv6Ut/CXbpeWth4m2sVC9KYNvq7ISdJz/2CrIwXXYR1dNyze1BqqsOrWILZrwbKN1amxt+Hlfzl1bNp8bOT5Afe638AkJDC+5Ecdy+FXFVLi9f2ngXf/r+a7w92sObI5fmXvvBwJllr+dgU+dNFmquRIJ5cYLkf3+TzNPvI1MFhN+JWu1FratAeB3IdGGuckNmik+U7bEkyT97A8VnYHy6E3GbDNjnEAK1zo89nflApHGoKBUulKALpdqL4neCLFYYmQMx7LEkzDy9tkeTJP/7W2gtIRwHWpd/A7ck5vkoyT/5MZlvd4Flg0NFrfai1PmLLWYSrLEkVv8U9mRmTiQyz46T/KMfof3B46h1/vI3MYeKCLgQFfMFEDmdnft8gGIrlX/pSaJYhhmoIhSC7loOtP8se5p/kuHYeU4Mvsx7/Yf4wZm/Zjo9ypN3/E7pdqJruBkbmgdNcZAtJLHs0r35eStLwcqhCg1D9yCEQo1vHbpqMJHqJ52PYUuLSMV6NEWnJbyd0yM/YixxmeHYeZyam1p/+7L36WqktMmP/5D4id/Azg4h9BBWuh+ZmwAkAkGm7x+x81GCd39rLfVpFXG7daqqPMSuqmbJ5y0SiSzDJZKTdF0hUue/ptZNh0OjvqGCc2fnp7BYtmRsJInP7yzpHRKJ+HCWiWBeilDYza47G3jhuTMlK1tsS3Ls6CAt64Js3R5ZEa8YKSWXLk5w+Ic9ZY1rAdrbK1nfUXnD27tWsolxJgdPMtl/guRkP0NnXsFXuQ6XvxaXv5Zo71GsQoZEtAfb/EAgz2dinH/r63iCjUR7j1Lbtg+Xv/hE2ukNozu9XHj7H/BXtRFu3EFFzXrW7f48l458g/j4BfLpGPlMjLrOBzBzaQrZBBff+Z+MVbYy0X+cyqZdeALXZ05+LQghaGkN8anHN/K973QzOVG6KiiXM3n9cA8+n4O79zXfNj5CHxWktBlN9PD6xW/Otd8+uOHnqPQ2zbwukdJGCOVDMfnP5OMkcx9UaUkk05kR8lb2YyPUrDEfe9bXoSTz/R4kzN2jyvmnrPHhQKDAEhN/uzA9E6Zxax/SC6HgqLwXzbcBM1a6MsLKDJAdfAatYvOqVLibyXPkRl5cJBVJYNT9xDWLGUJxYNR/jtzw80iz9EOz/OSbFCbfQQ/fs+L3GSktciMvzKTalkZxVmFEHkfclCqu60MRCp9t3cGOykbOT48ykU1zeOg8Pxw8x1Mb7qLFv7zI9E3Ba0+hW9GzYl6IYvZMQs5E3xbB/dQu9J31KMGZfscZMSP3gwuk/+kEVm/RvFMmcqT+7l20jkq0TQurKW41jj1N6J01mH3TOO6ox7GrAX1zLeq6YFGcmJ2oWRKrb4r00yfJHjozV1Ek41nSz55Ev6tpWWLGLPljg/DeAFg2So0X909tw/nQetSIH2ZNvvIWhZMjpL95nNzhS8U2M6DQNUr21Yu4f3p7WfHL/dQujMc6F/w9+WdvkP/RjFqoCpwPtOP+2V1L7q/WGFh2X6sQArfDT2vlLhqDm9lYs4+/e+c3OTf2JoPTZ9hYs295KypDyFOP21FBMjfFZGqAoDsy73slpWQqPUwyN0mltwm3o9j2Ufz/CkbilzB0Ly7dR9XMoLk+UOzz7586xVR6iLCnEbfj+ssgZSFG+tJfIa0MFTv/HC2wjak3PvfBAqobvWIzmd6vY+fG14SaVcQwNCqrvFw4P78VxLQk8ViO8bGF1Sj+CoOKQHlPplLomkJNrRdFEfMqdGxLMjGRwrJt7BJVezU1N1btsm1HhBPHhhgaLH2jzmQK/ODl87g9Dtrawzc0IZe2ZHQ0wcsvnGOiTLUGgMfr4I49DXi8Nyde90pymWmmR87i9ISobr2LxPglhKJRUbOBzgO/wMj5H2MWstRv/iThxp0Y3krS8WFc/hpq2+8lEb1M3cYHqNt4P9pM0ojD8LPpgV9m7OIbmPlU8cm6otGw+REcriDTw124/NWs2/UE3lAT08NnMHxVRDr2k5wcoHb9fUQ2fGLVK2pmURTBhs5qUqk8h757hkymdI91Lmvyw1cuUVnlpX39jX031phPzkzz/TN/RTwbZVv9g+iqE4f2gf9AIhvlYvQomyOfwKEtv6L0VuHQXDi1+SYYHmcIXV29VLk1bm/ytkk8n8WWcp74kjHzxHJZGrwBXFpxXCyASpcXW0r6k1NIKW+7+cAay0TRUbTF72V2uh9p5xC3wfVBMSI4ax7CjJ2kZOWJNMkOPoOr6Yuo3vUr+r2U0iLb/09Y6b5F989RdT+Ia7cJcYT2oAe2k48eLvm6nR0l0/ePaP7NCMeN+1LNW3dmiEzfNxaNHNeDu9EqVqlSaQXRFJX2iiraKqqwpUQA7471crCxkztrWpa1jusRoFdWvirYYNponTX4f/sgWmf1gqfNiseB+tRO1OYg8d99CXu8OJA3L06Q+U4XvvZKuM1aoJQaL95fuw+hKkWzXr9R9im6srkWX30FSsAg9T/emRNOzNOjWH3TKBuqlr/hGXNRtTGA91fuxTi4HvSrjAPd4Li3BbU1hMyb5H98ufh30yb3g/MYj2xArSztHqY1BqBxoS/FlcIaQqBUenBsvXHTQdMugJRo6gcTMyEEDs2gKbQVv1HNRKqfnFne82G5VHoaWRfewXv9z3O0/xBNoW3zBrrpfIwTgy9TsHJ0VN2NzyiqoRWuGiqMakbiF3FoBkFXLUFX8diDrlo8ziAXo0dJ5adZF96Bq0SU+HKxc2MUpt/D1fBTOOt/Emll4QqlXgiBYtRhF5JljcDWWBl0XZ1JZBJYVwgllmkzNposmcQUDLnxL6PS7EqEIghXenC7dZJXtDJKKZmaLMZyX91i5XCohKs81x2VXDSFdHPv/nU8991uUmVaKEdHk3z32S4eeriDTVtqrksYsiyb3stTvPzCOfp6p8p600BRPFq//voS026Uiur1VFSvL/mav6oNf1Xbgr+n48MIRaVq3R7qNx1c8LpQFIKRToKR+eK3qjmIdNxHpOO+Eu9RCTftomHzI9d5JDeGrqvsvKOBaDTN64d7MMvEuE9PZ3jx0Bmcn91Mc8vyWhLWWJq8laVv6hQPd/5rdjU+uuC89kwc5/jAS2yo2YuD21+o8TnDbKt/iMnUIKl8jFp/G7saH8WhrlXTfFyxpeR4tJ+HGjfO+dAAdE0OE8tnuMffRtBZFCeFEOyububQ5VO8OnCWz6zbjs9xbQ9DPu6cmRohni9v3r8c3JqTzlDtjcVzCw3FWQVCKxs3XYiduDmx18tACAVX48+QHfhWWcHETJwh3fNXeDv/7Yp51UhpU5h4m0zfP1CuNQlUnNUPoldsvb6EWSOC0fjTFKbeKzOXkGQH/wU9vA9X0xdWrGJI2gUyvV+nMPlm2WWE5sXV9IXbuu3pSoQoml0oQhA03BiqhioE2iq2LK+4IiICLrw/vwdtU3XZL5RwaDgPtOJ6Yiupvz4CBasoLLxyEffnt6O13/xS+MUQqoLz7ualF5xBCbhwP7mD7MvnsWbMGu3JDGbPBPq1CDWAMDQ8P7cH45MdZStjxEx7luepXRSODs61LZmXJ7GG42WFmptN3+Qpfnjh67SGd9EU2oLHEUAgSOQmONb/AqPxi9T624jcQDvRLKqic3/HV+iZOMGbPU+jqQ52Nz2OS/cRz47zVs8zHOn9Dg2BTdzT9iTOmaeYmqLTEOzk3d7voigqe5o/MycseZ2hOZ8aiU2tv33ufdeDtPNIM4XqWVf0tyi91EzL19pAZTURQlBd7cUwdFKpD4QM07TouTQ5729QrEaorfXhvA5RORR24/Mb84QaKE6Gk8ncAqHG63UQDi+M3r0WFEWwdXuEyYk0r71yEbOEsTCyKNY8862TXLo4wc476qmp9WEY2qLbllJSyFtFr5t3Bzh+dIjpEslVsxQNhIPsP9CKvuZ7cstxOFQ+8UAbmXSBo+8OlDSdBhgciPHcd7r5/M9sp6r69jB/vpXkrSwXx49weuTHZAsJnJqHrXUPsL5qD4qiki0kOTP6OmdH38KWJg2BTnY2PorXGSRTSPBWzzP0T3URTfbx+qVvcnrkR1T7Wrh//ZdJ5WMc63+eo/3PEcuM8k/v/R6aotNWuZu2qt282fPPPLjhfwUpefnsX1LtbWFf65NcmniPnugx7mv/Ir2TJ+kafo1kdhJdM9hUex+bIgfQFB3TyvP6pW8S8tRTsHKcH3sbyzbZ1/p5mkNbAcFo4hLHB14imuzDZ4TZVvcgzaFtKEr536yiqBzc+FU21OwllZum2tdCra/tY/9d+TijIDh0+RRt/ioO1HegKQo98Sh/2XWYkOHmseYtGNoHVQIPNGzguz0n+PHwBX7/6As82X4HNe7iRD5t5rgQG2djsJZ1/ttrnnC78LUjz/PWFf4Z18OmcIRvPPxVXDcQzy2EKI5tNW9Z3xUzcZbc2KtFf5Tb4Bqh+TfjanqK5Lk/Ku1VIy3SPX+NakRwt/0i4gYFaCltzNj7JLp+GyvdW3Y51VWHu/XnEdfg03klQtEw6j9LbvDb5MZeLrmMnRsl2f3v0Twt6OF9N+yJKa0c2eHnSF34E6RVfjzoCN+Ls/aR27rtqRw1bj8t/kqc2uru+4qvXWuvRN+1tHOzUBWMh9aT+c5p7OFiOb41mqDQPXbbCTXXg1LtRVsXmhNqZM5ExrPXXMqptoRwPtCOWOKCKQC1NYxa58ec3WbWxBqIwQpUw6wEOTPFsf7nOd7/Irpm4FRdCKGQNVPkCil8RiUPbfwqIff1ejR8MMEVQtAc2srjW3+NF0//d14793e83fMsumqQs9LkCkkqvc08vvXfUFex4Yr3KdRVdJDMTSKEoDG4ee61YhtUM90jh+daom7kYiYUJ0L3YaV7SyZDSGliJc+j6H4U7doTf9a4NsKVbgyXNk+UsSzJ5Z7JBcKGpinXFZcN4PE4CAZdC0x2o+Olq6bcHgcVgRt/Iu1wqNx9TzNDg3FOd42WXS6TKfDOW32c7R6jbX0lrW1hwpVu/H4Dw6Whqgq2JcnlTJLJPNHxJP1901w4H2V8LFVaBLqCUNjN/Q+2EwzdmPh0szE8Yeo2PoiirUyrltMTpG7jg6j6ra82cLt1PvFAK/FYljPdpSNKpYS+3ilee+Uij//kJgzX4gLeR53LEyc41PWntFXtptbfznRmlOnMCBIbKQVHer/DO73/Qkf1PnTVybGBF5nOjPCpzb+MKjSqvM0oQqV75DD1FRtoCHbic4ZRFBVV0Qh7G/AbVVh2gdbKO3BqLqq8zdjS4vzYO+xp/klsaXNi4GXqAhu4q+Wz9E92MRK/gC1t+iZPYdtFj7XRRA/fO/XHBFwRmkKbsaXNxeh7nBj8PhF/O5XeJlK5aRShAIJYdoxvv/8H6KqDxuBmhmMXeObEf+KLu/8DkYrSlWizODU366v23JwPYY3bHq/DSWewlj8/+RrfPP8uhqbPJD1l+PLGu7m3bv6DuYingl/Z/gB/eOxlnr7wHt/v76bK5UMAU7k0pm3zX+753JpQU4ZGX5Cp3HwfDE1RSBfynJ0eBSQhp4eQ4cHQdAqWxWQuRTSTRBGC3dUt7K9fj7YCBr+abwOKXoFVRqiRhRiZ3q/jrDmIYtTe8vuJUBy4mp4iN/4ahYnSVSCyMEXy3H9F6BW4mp4CxXEd+y2REqzkBRKn/h35iTfKL6o4MBqfRAvsuMZtXLUaZxWutl8gP3WkrHBmJS+SOPXv8G3/Q/SKHYhFRPnySKRdIDf6AsnTv1s28hxA6AHcrV9FaLe+oup62Byq4z/ve4JK1+q2q6+4UOO4ox7FvzzVT22oQN9WS25GqMGyyR8dwPX4ppXerZuPoOglM4stkemZdKVr+E077mpCqXQvbaQrBErAhVLlgdnIVdNGlmjZuFW0hLfzlbv+kEsTxxhL9JApJIBiTHZTcPNMRPeGubjtWeoDG9FUB35jYTWSALzOMG2Vu4n416Nc8V5V0dnd9DjNoa0cH3iZS9H3yJpJvM4QbZW72RzZT7WvBeXKdiOKAk971R5URaPpCqFGUVQ6qu9iJH4Rl8NHxL/4gHUpFKMGR3AP2YFnZozMOgEbiY1diFGYfJfs0HfRg3tQXPU3tK01lsbnN6gIuBYkMpUyw3UaGnX111f6qiiCuoYKuk+PzmsNKidwVFV7rttI+EqEEPj9Bo8+vpFCweLihYmSSVZQFKgmJzNMvt3PsaODuFw6TkND14umplJKTFOSz5ukUwUKhWWkwgGBgMGjn+6kY2PVdbdy3So8wQY69n15xdbnrois6PpuBCGKLXmPPLaBRCLL4EBpLyMp4fh7gwSCBvcdaMV1DZ5rHzVimTEs22Rb3YM0hbagoGJLC0VoxDJjvNv3PXY1for97T+LIhTaKu/g6eNfY3v9J2kKbWFL3SeIZ6P86MLfs6FmH5sjB+YG/H6jku31B+mfOo1AsLvpsTk/tGRuEp8RZjzZh2nnaQh2kjPTTKaHmUwPUu1bh6F52N/+RVRFR1U00vk4/9+rX2IkfoHGYHF8ZVo5ClaWT3b+An6jComc6Xi26R4+TDI3xVfu/kNC7jqmMyP8/Tu/xbGBF5cUatZY40qkhC9u2AMSDvWeYigVY2dlEwebOjnY2IlXn98+rAqFeyJttPgqeWXgDO+O9TKWSSCAtooqdlU3sbVybTxUjt/YeZCcNb/VaDKb4vfffR4bm6907mN3dTMezYGmqFjSJmPmOR4d4K9Pv06ly8MX1u9ekVYO1bMOrWLLItUiknz0RyRP/y7eTb+DYtTc2nRTIVC96/Fu+E1i734VOx8tuZidHSJ+8v/ETF3E3fQlVF87Qix/Om3nY+Sjh0me+Y8UJo9QvuUJHOG9uNv+9ZJ+P0shhIpR8zD5pqdI9/xVmahsST76Y2JH/hXu9l/CVf8EwhFethAlpY2dHSHT+3ekLvwpdna4/MKKE1fzl3DWHLzlAt314tJ0Gn0r6+lTipUVahSB1hqGZU4qhM9A76gi99K5Gbv3oleNzJsIx4evDOpqhDH/GKRpz1jaX0NKzM7l35CEU52/TVvOS2+61bh0H7uaPsWupk9d0/u+sPv3yr4mhMKmyH1siiz0fwBQFY1afzuPbFpeO1WxEmcbv/HQP5V8/Y6mx7ij6bFlrasctmVimTlU3Yu7/ZeIn/g1pt/5V2i+DqxUL7nBb1OYPIIZO4nqacOz/ldQ9LWKmtWmWCXj59KFiSWXrary4LuOuOxZGhsrUBSlZMLT1dQ3BFb0RlZT4+MnP7eFl184x6n3h+d58pTCNG0SiRyJRKkb+/IQoujp89jjnWzZduufnK2xECEEdfUVfOrTnXz72S7GysS5m6bNj3/Yg6ap7P/EOlT1w5FItNJ0VN/N5ckTPHviP1NXsYEtdffTUX0XKjrx7DiZQoKm4Ja5Bw/1gQ1IKRlP9tEU2nLd23XrFQRctYwmesjkY7SEdtA3dZKR+AWm0sNsrLkHW1pEU/2cH3ubWGacgp0lnh3Hkh+MBxShEqlYT4WraFIvZsYlppVjYPo08ewYz3f9CYqiY9kFYtlxJlMDN3DG1vg4YksbQ9W5t66dh5oWhleUQhEKjb4gX+7cy5c7967yHn60CBnzrQ5M2+JQ7ynOTo/yH/d9lgcbNpY0NG2vqCbs9PBbbz7Lc72neKpjD+oNXteF6sGof4LcyEsgy8xFpEn68t9gJi/ian4KZ/UDCD1QjIoWWnHwICVgg7SQ0gK7gJRm8b9mEjs3jlDdaIEdN3wvEoqGs/YRPB2/TrL795FW6fugzE+SOvNfyA4+i1H/BEbk06juZoTmQSjOot+kEMX4cbuAtLPY+SnyE2+SHfgW+ejhoj/PIqieNnybfw/VvXzrjUWPTXPj3fB/YOfGyQ4+XSZhSmLGu4gf/zWyA09j1H8GR+V+VKMWVAOh6MVjm/lMpJUrHlt6gOzIIXLDz1OYOlLWl6iIglH3E3g7fh2h3Txrjv+fvfeOj+u6z7y/55bpM5gBMOidBEGQIMFOqrGpWKYs2ZYtO83ZOL04ZZ1NPrtJdpPdd5M3n5Q3TnecTbKx48SJmyzLqlShKJEUxd4Leu9l+swt5/3jgiAhACRIgiIl8ZHwAWZ47z3ntlOe8/s9j5O5IJ3zljZSWkgzCfO60oFzjilsM+lo90z9CMR1ORHfDBaVDREeDSXPu+AXRQiBEg044sFTwrkykcWOZVEL72yiRtoSOZnGHktjJ7LIjAk5C2laYFhI08ZsmZuNXTBcKkrJdUzQxbseHOnYdd/FnYWx3pP0nHqeuo0/RLBgDaHm/49ky19OMeuODaC0Urii2/HX/yp6ZP1trvGHA4oiKC5Z2KpFUXEQt+fG26hIvg+fXyceuzr5oSiC4uLFD6uMRv189LHlaJrCiWN9GPOIyC4WKqvCbH9wKcsb7zqX3emoXVLA9p1L+MEzZ2dpM11CJmOy780OSkuDLF/x4bynIU8hH1v5q7SNHuFk76s8d+ovGKt9kvuX/NA19ry5PlkoCvn+MmLpIZK5ceoK1xHLDNM/eYGMkSDiL6Nv8gLfPvYHRANV1BSswa35ONn32szjCIGuzE02SyRePURhoAptymK3NLSUktBske3bASkliewoY6l+JtND5Kw0lm2iCg1d8+B35ZHnLSbsLUK/QV2HmeXZxDKjjKf6iWWGyZkpLGmhKhou1XtFecUzzBLeT0gbcYbjnUymh0gbcSQSl+oh5IlSGKgk6CmcSo27i/cTcrbFW/2tRL0B1hRWzOs6I4RgZUEZ+W4/e/su8tn6Dajc5P0WKq7CrWihRszJE/NvJ01yw69hTBxBCy5Dy1uD6qtA0fOmxIgNpJVxSBkjhp0bRWZHsXPD2NkRpJ3FU/4pQmu+xGLoOQrFhbfmJzATLY7I75zRJwAWVvw8yQt/Rrrza2j+OrS8lajecoQWBKEirQx2bgQr0YoZO4OV7p0iaK7eDyjuIvzLfg09f/OiRhkp3nICDb+JlerCGDsw/4Z2ltzQKxhjb6O4i9DzVqEG6lDcxQ65IiXSSmCl+6bO7TRWdgiuokdzCVp4NYGG30TxVizKOUkpwc46z4iVQlrpqb/Tjj6OnUaa6anPKaQZxzaTSDM+dT/mjiAGkLkJkq1/45BwehBFCyDUgEPIqR5QvQjVi1A8zm/Vi1Cdv1G9jsTFTervLC4b4tYQvusIhRag5HkQbs0hOgCZNpCJLNwhAriXIKVEJnKYLSPkDnZhnBzA6oshkw5JI3MWWDbSkmDaYNtwjZXqa0H4XIhrCHnOsddNlXkXtxbStuk98zIX93+V0oYdhKJ1uPI3oa37Mna6D3uqAVe0IIqv4qbDHe9i4RACiqIBdJeKMUe60yWoqqC0LITrJoRw/QEXRUWBaxI1gaCbcGTxNUyEEOQX+Hj8Eyuoromw/80OBgYSc2ol3Qx8fhdr1pbxwLZaIvm+912604cRmqbQvLaMVMrgxefPz/suxCYzPP/sOXx+F5VV4Q/dvTWsLLrmYWXpNpYVbeHN1n/jYOczbK75JHneIvyuPLrGT1NTsAZFKPRNngchiAaqFlyGrrgw7SyWfXl1UiAoCS2lZfgdFKFQHm4kmZvkSPdzaKobn57H8cGXyBpJHln+cxQGqhhP9TGnBdscYwtVaFSEV9A9fpYNVY9T4HcG06admzFh+NbR36d99NhV668qGvfWPsWW2icXfM5XQ9ZM0TN+hnc6n6Fl5BCJzCgpI4Zp5bClhRAqmqLj1nz4XHmEvcXUFDSzsnQbpXnLCLrzr2vSkzGSdI6d4HDXs7SOHCaRHSdtxDCmylOFiqq6cGs+/HoeEV8p1VPlleXV43fN75Ampc3Jvtd48eyXp79bUfIAH1nxC2jKwsbRY8k+vnX0fzOZFCIp9QAAIABJREFUGQYg6M7nyTX/jaJgzYL2t6XFcLyTE32vcKz7RUZTPaRyMXJmGpCoigufK0jIE6U+uokttZ+iPLz8rt36+wi2lAylYmiKek0XJ0UIVEVhIBXDXoSxgCMoXIN/yS8QO/lbSGP8KltLpDGBMXYQY+zgdZd1NfvnG4HqKSa48n8hVO9VUoWmYGew0z3k0j3kRt646bIVTxnBFb+Ht/pHnAiWRYQQClp4DaE1f07s2C9jjB1i/tQr6ZAZZhwr2boIpSvokfWEmv8ULbx2USJxpZTkBl8ifuZ/TkUu5ZB2birqKgt2Djn1PXZuniiiqxzfSpLp+eac54KiO5Ffiguh6E4kleJCCB1UF0K40Au2EFr1BzclPL24ETWqgOtUCRceDdQrbpZpO6THHQSZNckd7CL99Gmy+zqQ8ez8kSqKuPwjuamIFuFWrykifBfvL+Qyk4z3ncK2ZoaBKpofJXg39/92QghBMOQmL88zr7AvgNfnoqg4cFOdjNerEy0K0HqNNKuCAh8+/61bofV6dTZtqaJuSQHvvN3N6VMDTIynrykIfDUoisDr01nWEGXN2jKW1BdOa9vcxfsDmqawaUsV42MpDh7onleDaGAgzvPPnuXjTzZRUnpj4trvV5zse4WO0eOEfSVIaXN+6ADV+atQFY2QJ8qGqid4u/O7pHKTuFQP54b2sbz43hni9ddCZaSJw90/4JXz/0i+r5SiUB3Li++lOFjLWLKP4lAtQU8B0UAVg7E2Gkvux6sHKQrWYNo5DnR8lzxvEb0T57AXOEB10om3crp/D0+f+CNq8puRSMZTfdxT+9S0xk3f5Hlahq8+odIUncbi+xd8vvNBSslkZoiXzv4dh7ueZTI9hJxjRVpKk5xlkrPSxLOjDMbbuDB0gDda/pWdy36CXU2/siCRVCkl4+kBXjzztxzu+gHx7ChzrYBb0sQyTXJminhmhIF4K+cG3+KNln9h14ovsLPh86hi7omWxNE5uvIa5vvKkHLhba9hZegYO87oVEpa2FtM1kxdYy/n/Czb4GjPCzx/5m8YmLyINUeqgmlniWWyxDIj9E6c40TfK9xb9xm21/84Afet12a4i5uHIgSF3iAnR3o4PtLD1rJ61Dn0Zyzb5thwD33JCdYUVs4beXO9EELBU/EZzPgFUm1fvqoD0J0GxVNCcMXvIjQ/qfZ/QOaunRZ/kyWiBpYQXPk/8ZR/EuZpO24WQgj0yHry1v41iXN/SKb/2asTUYtSqI675KMEVvwO+iKRNJdgZYcxxt5etOMtDLYTxTN13eab6Qs9hJTWTYVQLHJ+0Q1URZkSp5z66KSQ3TnpOtKwSH//DIkv78ceiM8gXoRXRykOohT4UEJuhFe//OPRyB3sxjhxFTGla0F573Lg7uK9QSY+zOTgxdtdjbuYB4Ggm1DIfVWixufTKSy8cVt2cKJyokV+dF29qhBvfoHvlgq2CiGcSKLiAA9/pJ7mtaWcPTPExfMjjAwnSCZzC26OPR6Nwqifyqowy1cUU10dxuvTP1ST9w8KhBB4PBoPbK8jHs9y8nj/vM9BZ8c4r7x8kU98qgm//0YcMN6fKPBX0D1+ht6JsyhCoz66iY3Vj6MpboQQbKh+jIAnwrmBt7Bsg9VlD7KucteM1BhNcbG85H5CnrkdbJZE1/Hw8p/l4tBB0kaM0JSeTMCdT1PZdooCjhh+gb+CxpIHWFa0GV11U1u4locbf5bW4UNkzQTLi++lPNxAvs/RvFOEQk1BMz59tiC6EII8TxGfaP4NTvTupj/Wgio0CvwVMwT9Q54oIU+UnJUhZ6YWTATdCLJmkpfOfpk9F/8F076cjicQePQAbs2xizesDGkjgWVfXgiRSCQ2EV8p6gIFP5O5CV44/Ve81fYfc5QXxK05jnU5M0PaiGNfQXJcIpDCvlKU6xAYfS9h2jkOdT3L9078MeOpmWNUt+bDowcQCDJGkozpaHRIJKPJHl46+2UMK8NHV3wBjz5/5LuqqKwurMC0bQo8fuxUDuPUAHp9IUrk5vrPuWCnchgnB9CWFKDeYRH5txMuReW+0jre6L3Anx17haSRZU20krDbh0vRMGyT8WyK4yM9/M3JPUxm09xXumRRXJ8uQeh5+Jf9Z2xjYiqVaO6U2jsNQgiEu4BAw2+i+ipJtvwVVvz8LSpMx120A1/9rzk6PYrGrcyQEEKghdcQXP3HKJ4i0l3/ek3NnBsuS4/gqfiUcx39tbdXMPp9iMXtRSzbSfu5Dsic6aQLTUGoAqHeGTdRmjbZ11uJf+kN5NgUCyxALc/D/WA97q11qKVBlLAXEXDBFaKKUkri/++rN0fU3Fit3+PyFgZp26RiA4x2HWG05wSp8R7MXApVc+PNKyWvpIFo9XpC0aWId7H9Q+1vc/rVv6Kwah0rd34By8wy1nOSvrO7SYx1AeANFRMpX0XFikdw+2ev9Ehpk44NMdp1lKG2/aQmBwDw51dQVLuFwup1uP1zq5tLaWOkY8RG2hjpOExsuIVMfAQEuLx5hEtXUFS3hbzielRtdkjwSOcRRruPER9pY7zvNKnJfpCSY8/9AS7fzIGyJ1DIqoe/SCB/dni8lBIjE2e06wiDrftJjHdjmzm8wSgFVesoXnofvlDJrOt3FwtDd3c3L7zwAkOjcXY9/iClZXPb2ns8OsEFOtvNByEEzWvLKC0NYdlzt5kCQTjiRXuPoupcbo2KyjDlFXncc181E2NphoYSDA7EmRhPE4tnyWUtLMtG0xRcLhV/wE0k4qWwyE80GiA/30sw5LltaTC1S/L53Oc3YM9zTX0+ncmeAxw+8E94/AWseviL+CNzC7bbZo6Oo0/TeeL7REobWbHjl3B58zAycc6+8RXiI+2s3PEFfOEyBlr2Mtiyj3RsEN0ToKCimdKGHQQKqmYNStKxQU68+CeAZNUjv44QKoOt+xlq208mMYyiugiXNFBSv5W8khXseryRVGruga1AUFp264TGIxEvj39iJZu3VF01FF5VFdQ7pN9+r1BT0ExNQfO8/+7W/DSXP0xz+cPzbuNzhXhq7e9c9Rgbq59gY/UTs/b7+Or/Mv05z1vEZ9f/7hX7+dhU/XE2VX98zuNqqosHG35q3nKFEEQD1Vfd5vFVX2Tnss9jWBlyVpq0kSCVm+S1C/9Mz8SZefe7XtjS5kTfKzNIE48WoKlsB02l2ykK1uDSfAgEhp0llZtkONFJy/A79IyfZTzdT2monhWlWxdEItrS4nDXDzjQ8d3p8rx6kNXlD7GydBuFgSpcqne6vGR2nKHp8s4wmR6kIrychuJ77kjS0jm/Z/ne8T9mPO2MTzXFRW3BGtZVPUZ5XgNePYQQTupX9/hpjnQ/T/voUUw7R9ZM8er5fyLoLmTr0h/Fpc3dF3o1nc833svnG+8FwOwcJ/GlvQR/fRuu9beAqBlJkvizNwj84r2oW+sW/fjvV6hC4eO1a3hnsJNXe87zxTe/RWUgQsjlRVdVTNsilkvTFR/HlpKHqxp5orZ50SJqYEqP1FNGaPUfofprSXf8M1aynau5Hd1JUFwRfHU/h6vgXpIX/4Ls4MvYmQEWpf6KG81fi7fmJ/FW/xiKu+g9azeEUFB9VYRW/RGu6HbS7f9IbnTfoqWRCS3ouFbV/Ryu4ofuSjncIBaVqJGGhcxdTel5jn0ypkPwXIKuwk2IdC4m7OEEqa8fuUzSAFpjMcHf2I6rudTR5LnaC3VbOJM7b2BgGRkGWt7i3J6/Y7T3BLaVm3KYcMxApZQoqkZF06NseepPEe8SMMvERxi4sAdpmaQm+2k79E3a3vkG2dQEjoK3cwxPMEp+2cpZRI2UNqNdxzi5+88Y7TyCZeWuINRs2t75D0qXbWXVI79OsHA225uJD3Py5T+j58yLGBlndWl6f9um89gz+MJlLN/6MyzZ+EMo6swIiDOv/w3DHe8gbQvbyjkq8MDk4HlHRfwK+MJlmLnZoaFSSuLDbZx/8x/oOvkDzFxqBinYfuQ7RGs2sGL7LxGt24yi3Lyd84cNyWSSCxcuoCgKFVV+li69tSKpoZCH0E0SPrcCQggCATd+v4uyijxsWyJt6UzUnf+nA/2EECiK8+Nomd/e9uda11RKyUR/IZMD5xhJxyheci81656cs96Z5BjtR77NUNsBCivXokyRsLZlMN57kqH2g0RrN5EYaafj6HexTOfdtm2L7hM/oOvEs6x57LcpqGhGXPE+mkaG4Y6D5FITlCzbRteJZxlq3YdtmYDEti16z7xE26Fv0vTQr1C77tMz9r8R5Cxz2rLVq7mmrVellGQsE8O2UIXAq7lmDNCFEOTlecjLu/Oe07u4vSjwl1Pgd0jOS9pWEptTfa8tKlGTNuKc7HuVjHHJfUWwfdmP85HGX8Cj+xHMTKuUUmJLi3trnyKWGaZl+BBuzTcjGuhqSOYmOdX/GlnTiapUhc6DDT/FQ8t/2oncQcwqr1Fa3Ff3WSZSA7SNHMbvjuB3hRftGiwWpJQMxTt56ezfTZM0bs3HltpP8eiKXyTPU4Qi1Blji7rCdTRXPMLzp/+Kt9r+HVta5Kw0e1q+RlV+E/XRTbe93b+L+SGEIOoN8D82PcbKglKe7zhNe3wUKz6GRCJwdGlqQwU8VrOKTy5ZS9R7c6nd89VD6BECy76Iu2gH6Y6vkhl4Djs7OpV2cwMTJqGC0BGqB8VTvKj1nVWUUNHymgmt+RLG2EHSPf9BbnA3VmZwKkLoOkgboSFUL1peE57SJ3CX7kILNjjfv8fvkhACNB+e8k/iKtxKtv9ZMj3fxpg4jJ2bmN+ta+6jgaKjuCK48u/FXfoY7tLHUNwFs+Y6d7FwLC5RkzGRiRxSyoU9bFJij6aQmcsPgvDqKDdhe7uYyJ3oxzg/PP1ZeHX8P7kR14aKBUX93EnW2LcLtm3RfeoFTr70pyTGOvEEokTKNxMubUT3BDGzCWJDLSTGuimuu2cWyXElsqlxzr/1T3Qd+x7+/CqqVn8Md6AAM5tiov8sLm8IT2hmYy2lJDbUwpHv/x5jPScJFFRTvuJhQkVLkbbFWM9x+s69Svep55G2zdrH/wf+cNmMYwhFw8jE0HQvhVXrCZc2Oqvw0iFbuk8+R2K0k7Ovf5mCijVEyptmPP9ND/0aRsZRFZ/oP8PRZ38fhGD1R36TSNmKGWUpmht/ZLYSejo+xLHn/oD+C6/jDhRStWoX4bKVKKpObKiFvnOvMtDyFtnkOJs+9YfkV6y+7nt1F3dxJS6lRX2QRGKFEISK6omUNdF3djf951+navXHUPXZfc543xkmBs7h9kcoXnrvrGg5M5fiwpv/gJSSmnVPUlC5FlVzM9Z7gq7j32e48zAnX/xTNj75BwQKZttrZtOTnN79JXKZOBVNj1Ky9H40l4/YcCtth/6D2HAbZ/d8hYKq9eQVLb2p8z4y3MX320/QGR/jN9Y9QnOh08bkbIvnOk6yu/scHk3ntzY8StR76yJ07uKDiUv9nUBd9HTtrJFgIHZZyDLkKWRD1eN49bk1kYQQqEJDVTQKA1UU+CunJ6QLQSYXZyjePv054i9lfdXH8OpzvxdXllccqqUoWHNd5b2XkEgOdjxN36STfi0QrKn4CLtWfIGwr2TW9pfOLd9XxqMrfpGeiTPTAtIjiS4OdjxNbcFa9CvS+exUDqtzAns8BZqCWhRArbxMWsmpFCg7lkEp9KPVRBAuZyoibYndN4nZG0MIUGvyUQr9COUycWSPp7E6xpAZE+HR0arDiDlSqaRlY14cASnR6qMfar1HIQTlgTA/37SNJ+vW0hkfYzAVI2Xm8GouSnwhqoL5lPhC6Kp6655dIRCqFz3/HrTQKrx1P4Mxuo/c8F7MZBsyN45tTCKtlGPvLG0QikNgKG7HaUfzo+gRFHcBqr8WPa8ZLbQCNbCUW71Q7ZBNIVxFD6Lnb8JKtpEbPUBu5E2sxAXs3Dh2btzR4ZGGI+OhTNVdD6HoYRRPKXpkHa6Ce9DDa1A8pbc8zWlh56aieorw1vwn3KWPYcUvkB16BWP8MFa6Bzs7ijRjjiaLbUzdFx2heVG0EIqrADVQh563BlfRDrTAUoQr8p4QNKq3DHfxR255OTcCLbIWcZMpsIsbumLaWL2TTvqTfu2bIw3L2f4Ka1il0I8I3hmrd+aZQeQVIefa0kJcGysXlpplS+zhxLW3+wBDSkl8pJ1Tr/w5ibFOImVNNO/6r0SrN6K5Litg25ZBanJgzpSlKxEfbiWTGKbh/p+idsNTeIOXIx4sI4uRTeD2zVzFyqUnOfvGVxjtOU5h1XrWfey/k1/ZPB01Y294ip7TL3L4md+j79yrRMpX0rjtF1DUy6+G2xdh9Ud+A8vIEozWoWqXByXStiis3sA73/0tkuPdDLUfIFy6HHEF4ZRf3jT9txCK01kJQaRsJcVL7lnAdbRpO/hv9J17BU+wiI2f/ANKG7ahTFm+SWlTtfoxDvzHFxnvP8P5N/+BTZ/+oznTsO7iLj7sUDUXVasfo//8awx3HiI+0kZeyfIZkz7bMuk98xJGJk5R3RbyK1bPnhRKm0xilLWP/Q616z893WaUNT5ItHojB7/9mwx3vEPn8WdYsf2XZqckSpt0fIg1u36bmrWfnCaLyuRDhEsbefub/4X4cCsjnYcJFtbeVJTcumgVdaFCfuWNfydlXu7TXIrKrpomIh4fXzn9JsY8KWN3cRe3C7a0MczM9GdNcV2X65AQ4romnra0MKzLwpq64kZXFi7ofr3lvZcYS/ZwpPs55NTqf563mJ3LfoI879WjEYQQFPgr2FT9cXonL0xrEp0bfIuxZA9FwVqEEFiDcRJfOYDVMooIeyFrotZECH5xK+CM+VP/ftwxHcmaWCNJfJ9ahfcza8CW5PZ1kPzaYYRLRZo2QlPw//Rm9DVlIME8PUDiKweQaRMRdCHjWXxPNeN+aKYRgzQssq+1kPr34/h+aA1a/dwaUB8mCARuVaMymE9lMP/21kUIhB7EFVmPK7IeX90vYGeHsXMjyNwEtpV0yABpOVEziu7YH2t+FD2IcBWg6OFFd0S6vvqHUMJr0MNr8NX9DHZ2xPnJjTpEk20Acirix+3U15WP6im+KQegS0gksuzb24FlSbZur8MfWBzTCYewKUb1FOOKPoC0stjZIef+GBNIKzMVZaMgFBdC8yH0MIo7iuIqvGkr6uuvr8BdtBN30U4AJsbTvP5aK8Ggm/seqMHjuT3PyGJi0a+ocX7YYboXQNTYkxnMKyJWEAJ9WeE0e367YU+kZ2juOKLBCyCRJNijKay++b3Z72jMmpDceA7X4MU3iY+0oeoeGrf9HMVL7ps14VBUnUB+5TWPZZlZymo2sXTL59A9M1e3VN0956p4bPACgxffRFXd1G14ikj5qhmpTYqqU7psG4VV6+g5/QIDF/dSt/GzM0ggoSgECmqcv991bYSiUli9nnBJA0NtB0iO92Jb5lUjg64X2eQYPWdeAqFQtnwnJfX3o1zBUguhkF++itJl24mPdDDSdYTEaBd5xXddpO7iLuZCQeUa/PlVxEfaGek6Sl7xMmdAiEMwpyb7Ge06AlJS1rADVZ97YJVX3EBJ/QMziF1FUYnWbiRas5HO488w3H6Q3JYfw+2bTURHypuoXPXRGW2XEIJwaSPhkuX0xwZJjnVjW8Z0uymlxJISeyqFUhXKdLqSJe1pLRlVUVCm0jRcqkbY7UN7V9srptKd8lzeO3ZyeRcfbmiKPsNhKJYZonPsJEXBWmcetMgRPJrqwu8KTzspjaf66Jo4TWGgEt6V9vR+gpSSjrETjCZ7p78ry2ugPNy4oHMSQlBXuB6vFiA35Sw1muxlJNlNUbDWSaN8/hzmhRGCv3o/WkMUTOnIIUzNB2Qyh1IcIPBTmxFejcSXD5B9vQ3Po8uRGZPk1w7jvq8W78dXIE2b+J/uIf2dkw7RYtok/+UISsBN4LceRATcyIyBcKmO8cblipJ9s4PUt07gfWIl7u1L7hjdyzsZ9lSfcqn/uJTip4rFf+ZtKbFsG0UIFCEQiobqLUX1ztQFfHdfB06CkTq14Hmn4Epy473C+Giad97uRkrJiqbiRSNq3g2hulF9lai+a8/R7gQMDsY5uL+LcMTLqtWld4mauWAc78Pqi6E0XDsf2Lw4gnFu6PIXLhV9w53zMAhtKoz3ElFxSVblGpC2Te5gF1b/+5OoUXy60/FZEiyJTOaQtrwBAk0y2LoPpCSvpIGiui03qZ0iqFy1C92zcBvY4c7DZFPjeIKFFFavnzGhugRV9xApb6Ln9AtMDrWQTY7PIGrg6oNBTffiCTgrNpaRvi57zYVgcvACyfEeNJdvzhQMcAij/PImVM1FenKQ5Hj3XaLmLu5iHvjCZZQsuZfESAe9Z16muvkJdM8loTvJeO9JYsOtePOKKam/f973P69kGS7vbOccRXNTUL2ezuPPEB/tJJeamJOoKazegOae7VCiam7c/gIAjGwCpiJdbClpj43wjYuH6E9OogjB9vJlPFHbzHA6zlfPHaA/OYkpLbaU1PHJujX45yCw7+Iu3i/wukJU56+mZfgdJBLTNnj21JcAaCy5n6B7bhOAG4XfFaYyspKu8dOAJGMm+f6JPwUpaSi+B78r8r4kawwrQ8foCXLWZfvuJdF1aNcRLRTyFBLyRpnMOON2W5r0T15kRckDYEF2fyfuLVXoa8qc8fO7ILw67q11KKXOGE5fUYxxfgiZNjBbRrAH44igG7PFsUFWIl5yh3uxJ9LIjIlxvI/Q7z2CWhpyDvgumQQpwTg1QPbNdnyfbcbz6PIFLRp/2JE0srzWc57d3efoSY5jWBZht4810Qp+Yvm9RDyLJ/5sS8mbfS383ak32FXTxKeWrMOjzT2ZtqTk/57dx3daj874/seX38OnlqxFVz+89zYc8bCquRQp5U27kH6QEI0GWL2mlHDESyjvgzH2WXSixuqNkf7WCdT//ACKb+4OQEqJjGdJ/ftxZOxySKu+ogh9+cIE394LKIU+0BXIOraT1lASezyNWhScl7CRUmKeHyb1r0eRqfenRo1S6HdCUy0LpMRsH0NOpp1Q1usYoFhGluSEsyoVyK/CHSi4qXppLi/+SMWCB0lSShKjHVhGhlx6khMv/QnqnA4FkthwGwBGJo6ZS83awrYtsolRYsOtxEfaSE0OYGbiWKaTcjXafWy6zMWEs7o/gJGOI1SV1oPfoPfM7jm3TU32Y5k5pG2SS8cWrhX1AYKUkkwmQ3d3Ny0tLYyPj5PL5XC5XOTl5VFRUUFlZSXhcBj1Ojv5dDrN4cOHOX/+PKFQiPvuu4+ysjJSqRQvv/wyY2NjrF69mrVr16LM47w1MjLC7t27yWaz3H///SxZsgSAixcvsn//fpYuXcqGDRuYmJjg9OnTDAwMYJom0WiU+vp6qqqq0LT5Becsy2J0dJSWlhZ6enpIp9O43W4qKipoaGggPz//us/7gwhVc1O+4mG6T7/AWO9JxvtOEa3d7ITvG1m6T72AbZsUL7l3Tn2ZS3D7wihzDDKFUPDlOZoPudQElpGZtQ2AP1w+Szx96ghODjhMLRQ47cpwOs4fHn6BhkgJP9+0FdO28euOALCmKGwuriXqDTCUjvOVU3tpCBezsbjmei7NXdzhME2beDzruK75rz7Jtm1JIp7FMJ0xjKIoBIPu98xJbjHgUr1sqPoYx3tfZjjRCcBQvJ1/OfhfqS5Yzcaqx1lRspU8bxG66rnpPu+S09bZgTcZSznRJ/2xFv757d+gtmANG6o+xorSrQTdheiq+33Tx2bMJH2TM62FPVqQkWT3go8Rz4yivSvdZDzd7wjMG5YTTR/ywDwRLMKlofhdl6+ZOvVbgh3PYicNMi+cQ/gul6GvKkG4NOzxNNgS5SrC5jJtkH29BZk1kblbZxf/QULGNPjXCwf54yMvoykKpb48vJpOR3wUTVEW1f0JwLJtToz28FZ/KxGPn8dqVs1L1CgCluRF2Vhcw3gmxYnRHlomhxlKx7HvUIfb9wrBkIcnPrnydlfjjkN+gY8f+tG1t7sai4rFTyYzLNI/OIPWEMX7xIppkbArIVMG6adPkdvXAfbUy+bRcG9fipI/e3XxdkFbWojw6MhLRE37KMaxPpSHl81j4yyxOsdJ/M0+jNMD73V1Fw3akgKEW5s+b/PcELmD3bgfWXZdwfGWmZlyMhFoLt9Ni0opqj6ty7IgSDnloOTYWvecemFB+9jWTILNzKXoP/86LW9/nYn+c5hGGtsyEICiuRBCnZPcWRzIqSgdC2laDLa8uaC9HHcpeUeFh74XmJycZPfu3Rw6dIhEIoFpmtOElaZpuFwuli5dyg//8A8TiVxdE+lKGIbBvn37ePHFFzEMg8cee2x6f1VVSSaTHDhwgFQqRUNDA4HA3DaEZ8+eZf/+/fj9fh588MHp70dGRjh8+DCpVIpwOMwLL7xAR0cHhmEgpUTTNMLhMI888gj33nsvmjb7PbAsizNnzvDcc8/R399PNpvFtm0URcHlclFZWcnOnTtpbm6+S9YA4bKV5BXVM9R+kKH2tymsXo9QdZLjPYz1HEd3Bylect+8aU8wpTk1T6sopjWkrHkJXEVzXZeGYNvkCJO5DE8uWUttcGYkQdjtI+oL0BkfYzyTImebDKc/3DppH0SMj6X4xteP0biymIceuXrUZC5n8uLz52lvG8M0LIIhD5/9kWaKit8/gtFCCCojK9le/+N8/9SXyBiOdWzOSnNx6G26x07zVug/WFHyACtLt1OV34Rbu/EVZifFZx1b63+U50//9bT7U9ZMcm7wLTrGjlPW9k0aS+9nZck2qvKb0NU7Q1fxajCsLJPpwRnfPXf6L9l9/u8XfAxb2iSz4zO+yxpTLpUuFSXgwh5JgmHBHGN/Jyp97gZPyfeh5HkI/MxmtGVXLNgqAuF3IRNZ0BSs4SR649z1E27V0buRkvTTp1CW27WmAAAgAElEQVTL83DfMz/Rfhcwlk3yvbbjCAG/0ryTx6qbcKsaWcvCsC2CrsV9tjVFYXt5AxPZNNvK6glcJeJTILi/bCmbimvIWCZ/feJ1WiaH593+Lu7ig4jFJWrcGkJTkBMZ4n/yOsbRXtzbl6BeUnU3bczuCTI/OEv2jTZk8rKooXtzFd7HV1xdmV1KZNrEGkmAYSNNy/mdNZGpHPZ4GrN1ZMYu5oVhMi+cd1j8gMuph6Y44ZC6ghL2zqs7o68qRV9eRO7tLqf4lEH8S3uxYxlcGyoRIQ9CAZm1sMdS5N7pJv30KcwLw6AI1JoIVsf4nMe+k6GvLEGrL8Q47KwmyUSO+J/sweqPOecddDsdruXkH8u0iT2ZQW8sQi26PEFVVH1qIiOxzdtAHAgxrRXjzSuhcevPoepX73SEUAlO6dGAI3R8/q1/4vzev8fIxCmoWkdJ/QNEylbi9kVQNB0zl+LU7j9fMIlynSeBoroc/SaXn/p7/9OcrlDvRmH1+g8dSWPbNrt37+b1118nEAiwY8cOSktL0XWdWCxGX18fnZ2dFBQU4PEsfPBhGAZ79uzh2WefRVVVnnzySbZs2YKuO8+Wy+Vi3bp1vPPOO7S0tNDd3U1j4+yRZDqd5uTJk2QyGdauXUtx8ex85osXLzI4OIjb7Z4mgxKJBEeOHKG9vZ3vfe97+Hw+1q5dO4NssSyLY8eO8e1vf5tkMsmyZctobGwkEAiQSCQ4fvw4LS0tfOMb30DXdZqamt43K8G3Cm5fmIqmRxlqO0D/+T3Urn8KX6iEwZY3SU70ESldQfGSe656ncxcCmnPtXLrkMMAqu6dM+XyRpAyc7gVFZ+qz6iXYVt8p/Uor/ecZ0tJHT7dhSKUD/2q4wcRliWJTWZIL8BV0uXS2PnQUlLJHAf2d3Hh3DCW9f57JlRFZ2v9j5HnjfL6xX+hY/QYpu2MHzNmgs6xE3SOneTN1m9QEVnB+spdrCzbTthbPEPPbaFwqV4eXPaThL0l7Ln4VbrHT2PazvXOGAnaRo/QNnqUvS3/RnX+atZWPMqK0q2EvUUzNPDuJFh2jmR2YsZ3ydw4VwzDbwi2NAEQqoLn4WUkv34EbWkBelMp0rCQaQO98draHXpDEdqyQtIvnMfndyF8LieKRhXoTSUoRQHcW+tIff0ISsiNEvYiEznw6WjVkek6qFE/rk2VyFiG5N+/7ThLLV3c9LgPEkbTSQZSMUq8eTxes5rywK21lRdC0FRQRlNB2YK21YWKrqi4VG3eyJvFgJGz6OwY5/SpAYaHk9iWJL/Ax7KGQuobong8lyOZpZT09kzy/afPsGZdGaubyzhzepCWiyPEJjO43RoVlXk0ry2jMOqf9ezZtmRyIs2pkwO0t46RTOaw7Xe1ywIalkd56JFl01+Nj6V4+tunSF2RrREKufnYx1cQyZ/D+UxK2lrHePmF89xzXw11Sws4dWKAttZR4vEsPq9OZVWY1WtKyS/wzfmOpNMGHe1jnDk1yNiosyBdVBKkoSFK7ZJ83O65xzapVI6O9nFnv7EUAiguDdKwPEptbT6uOfbr7prgB98/y9p15WzYWEF39wRnTg/S1xtD2pJIvpe168upqc1HvSJqb6A/xne+eXKGnGph1M9jjzcSmMNFWkrJsSN9HDzQxSMfbSAS8XLieD9traNk0iaBgIulywpZvqKIvLzZUZqWZdPfF+fsmUF6uiZIp41ZUq6KIti6o46VTbPd9K4Xi0rUaBV5eD7SQOqbx7GHk6S/e4r0M2dQwh6Ez4XMmdhjqRkuTwgncsX/S/ehFM29Cn0lckd6iP3+K8iM4diBZwzneJeu0rsuVvb1VrJ7pqwdhQBdQbh1hFdDCbjx/chafD88d5iUEvXj+9F1Tu7s1ANqdY4T+392o5aGUEqCCEUgEznM3gnkZMYp36Xi3rYE36dXM/HfnkOO3apoi1sDpSiA77NriLWMOucEWL2TxP/4dUTAjRLxgiKQOcvRr0nmQFeJ/MUnZhA1jnaLk+6Umhwgl5mcU6fhVkEIgS9chqK5UDUPZY0PEsi/vtWVxFg3bQf/jWxyjMpVu9jwif89rR1xqYxMYvSWOSwJIfAECtFcfoSqUVi1jrLGh25JWe93JJNJWltbsSyLnTt38vDDD8/aJh6PI6W8JlFzqWFOpVLs37+fZ599Fr/fz65du9i8efMMkkQIQXV1NbW1tZw9e5bDhw/T0NAwK/1paGiI1tZWdF1n3bp1c0bFJBIJysvL+dznPkdh4WWniubmZr7zne9w6NAhXn/9derq6sjPv+zcMDo6yosvvsjk5CS7du1i586dM85x48aNfO1rX+PkyZO89NJL1NbWzhn1I22TTN/TWPELeKs/974RkLsRCEWjqO4efJFyJgbOMd57Ek33MND6FraZo3zFw9dM10yOd2MaqRkuduC4wcWGHAtcb6gY3X3tvm0hqA7mk7YMTo31zdCeEUKwt6+F+8qW8vHaZroTY1hTWlmXBBlztoUtJYbtrJRqUxNKU9oYtuW469gmpm2hCuXuxOYOx0LujqIICgr9RPJ9hM8OXXuHOxSOILaHDVVPsKzoXo50P8uB9u8yEG8lYyRxBl6SeHaUswN7OT+4n6r8JrbUfJL1lY8R9BRe1/MshMCledlS80kaiu7hSPdzvN3xXQbj7dMRNiCJZYY52fcKZ/r3UF3QzH11n6G5/GEC7vw77v0xbRNrilS5BE1xCN2bwZUaN+5HliFzJulnz5L69klnor2qBL0hCqrijB31y+UJj44S9oIqEGEPgS/cT+prh4n/8R5AgkfH+/gK9KYShN+F//MbSf3rUeJ/tte5vprA99k1aFURUBVExOtE8rg1vJ9pxp7MkP7GUQJfuN/5t7tASknaMshaTlvfkxzHsC0QEDcyDKQcbU0BhFwevJpr1v6GbZEyc+QsC4lEFQpuVcOvu6ZFiN+NpJElbmRnfOfTdAK6Z9HTq64XqWSOfW928NbeDqdefhdCQH9fjGNHelm7vpyHHqkndMWkPZM2aW8bw+vT6eqY4OyZQTxeHV1XGeiPc+7sEOfPDfOJTzVRVh66guSBvt4Yzz5zht7uCUrLQoQjXhLxHN1dE2SzJsXFAZbUF1JySYtpCrquUloWYmIiTWwyS0f7GPGQB8OYXxczlcrR1jpGOOLl5Il+Wi6O4vVqaKrCQF+M06cGuXB+mE9/dvUssmZyMsMrL13g+NF+VE3g97uwbUlP9ySH3+lm85ZqHnxkKW73zHT8yYk0Lz5/gdMnB1A1Bb9fx7Yl3d0THH6nhy33VLPjoaW43eqM/TIZhxQqivrRNMHLL14kmzFRNYFtSbo6xykqDlJTM9O1zO3WKCvPI502GB9P09E2hmFYmOb81yUWy9DaMsqpE/0MDiTo7Zl07jvQ3zfJ6VMDnD9XxCc/vYpg8HKKq21LLl4Y4elvnyKdMqiozCMc8TI+lqa3ZxLbllRU5lFVHSEcXpw2Z1GJGmnZuHcuRSn0kfi7A9iDCbBsh+QYnYOsUARaQ5TAL9+P3li0ILFamchidV5nlMol8kZKyFrIrIWMOc5M9lVIFKEquO+vxfej60j+33eQsalGxrSxuiewuidm7+TW8D62HP9PbUYE3WjVEYz3lKi5+dUyoSm4dyzFd2GE1L8dvRz5JEHGs1jx7OydNGV22UIhUr6KgYt7mRy8QGyo1UkveA8b5fyK1ejuANnEKBN9ZwnkVy14xUtKSS49QWqyH4Cy5Q/i9s9emTGycVITfQur0FTZUtog7QXpyASjdXiDUZITvQx3HqZ0+c6bFGX+4COVSmFZ1iwyJBQKzbPHZSiKgq7r5HI59u3bx0svvYTL5eKJJ55gzZo1cxIsHo+HpqYmLly4QEtLC6Ojo0SjM/W2Lly4QCKRoLKykoqKuaOiXC4Xzc3NFBTMfM7y8/PZtGkTp06dor+/n97e3hlEzYULF+jv7ycajbJp0yY8npmrAIFAgPXr13Px4kUGBgbo6+tj2bJlzIKdJdX6t5ixM6jB5Xg/yESNEAQLa4iUNdF7djcDF9/EFy5nvPcUbn8+RbWbnWi2q2Ci/xyp8V48/pmETi41yXDHIUCQV7QUl29xVikrAhE+WbeWr547wCvd5xBC0Bgp4dNL17GpuIZXus/RGRvDljZuRUPgRNvs7jnHxYkhuuJjPNN2nIsTQzxesxoh4OXusxwf6aE7Mc7Xzx+kqaCMR6tW4lqkKKAPIjIZg/bWMYIhDxWVl8WkTdOmu2sCy7KprXMm691d42iaSmHUz9BggomJNKqqUFQUoKDQN2MAb1k2w0MJJifS5Awbt1uloNBPfr4P5V3jIyEgNpmhvz+OkTMJR7wUlwTRb0I8NZUyGOiPkUzmcOkq0aIA4Yh3Vtm3C0II8rxRHlj6Y6ws3cH5wX0c7XmRjtFjJHOXx2O2NOkYPcZgrJX20WM8vuqLFPorr3vsIYRCxFfK9vofp6lsB+cG3uJ478u0jx4jbVw2i7CkSdvIYQZjrbSOHObxpl8j4iu75WMdOfXfQjCXq9t9dZ+lIHDtCN2roSLcOH1sxefC+4km3NuXIrMmQhGIgBvcGmpxgNB/f9ghZqbguqcafVUJSoETdaCWhwj88n3IyYxjYOHWnIh3xZn8K0UB/D+3Bd9ExrHv1qfIH1WgFgXI+92HUfK8znX3u/D/9GZkPIu4RY4470dY0ubr59/mrb5WhjMJhlJxxrMpYrkMn9/9z46jEuDVdH597cM8Wn1ZByVnmZwZ62dffxuHhjroTU6StQzCbh/14SI+VrOKe0uWzCny+0z7Cf725J5pVymAJ5es5eebtuLTb9/9sW3JsaN9vLW3g+KSANt2LKGoOIAQgoH+OHtea+Xo4V7CYS/bdtahvUsku+XCCMGgm0c+2sCS+gJ0XWWwP86ru1vo7prg+NE+iooD0+2ybdscOthNZ/s46zeW8+DD9bg9GkbO4sD+Lva+3kYw5ObBh5fie5cGmT/gYsdDS7Esm5HhFF/9x3cWfJ6nTw4SynPz2OPLpyNSeroneHV3C+1tY5w+Nci999egaVMOkpbNwf1dHDvSR01tPtt21BHJ9znucR3jvPFaG2/v76SsPMjqNWWo6uX99r/Vycnj/SxZWsAD2+uI5HuRtqS9bYw9r7ZyYF8npeUhVq0umd7vEqQt6ewYp68vRuOKIlY0FRMOe0mlDPp6J6mty0d51z55YS+PPrYc27bp6Z7kn/7+4IKvy6GDPYQjXj7xqSYqqsIIoLVllJdfOM+5s8O0tYyyek3ZdIJCNmuyb28HyUSOHQ8uYf2mSnRNIZM1efn5Cxw90ktxaZAHH6nHNVf65w1gcYmarAlC4P10M9qyKKlvHMM42Y89mkKmDcdFSFMQfhdqNID7oXq8T6xArYos2FFIhDxojUXX3nAhx9IUlOjVVzqFR8P/+Y1o9YWknzmDcarf6USypqOvoygIt4rI86BVR/B+fCXunfVOx2BL3PfVONtKiVJwdf0d4dHQl0WxpwSWlUI/uK5j0CUEamV4+voIt4ZScGO52sKnE/iFe9Aai8j84CzG2SFkbOq8LdsZJWoKwqMhfM79FHOkkFWu/Ajth75JJjHM6df+irW7fptgYe2MVAApJWYuiWVkpyNwFguFVWspqruH7pPPce7N/4MnGKWgshmhzAxjtK0cmcQIquaednACZ6AmFBUsw3FfcWTzrqh3ivbD3yY20rag+ujuAJrLh5GJMTFwjmjtJsQ1rLwDkQrKGx/m3Jv/h46j3yVavd6xBNZmChnalkE2NY5tmfjD1w4r/aDB7/fT0NBAT08Pe/bsIR6Ps3btWiorKwkGg/MK/L4biqKgqip79+7l2WefxePx8NRTT7FmzZp5tV2EEDQ1NbFv3z76+vo4f/78DOHedDrNsWPH0DSNFStWEA6H5xzE+3w+qqqqZtVVCEFFRQV5eXmMjY3R1dXFqlWrAOc5vHDhAoZh4Pf7SaVSdHfPFoiUUqIoCslkkuHh4bmJGkXHVfQgirsYLTSPEMAHCKrmprLpo/Sff53R7mPobj/Z5BjR2s1EylZec6KVmhzg9Kt/yapHfh1fXhlCUckmRrh44OuMdR/HE4xS0fRRtKvo3FwPPJrOZ+rXs7m4huFMAk0oVAQieFSdp5auZ01hBWnToNSfhy0lQZcbRQiqAhFCuof10SoAFCHwaDoCqM8roiqQz+M1qwEIum7/Cuedjthklqe/c4rljcUziJpsxmTPa62kUwY/9bObUFSFvXvayWZMCqJ+OtvHMQyLXM7E63XxyKPLWL6iCFVVMA2L115p4dTJAaTtTL8t00Z3qex4cClr1l0x8RcwNJTkO988ycREmlzOQtqS1WvL2LajDt88Rg7zQUrJQH+cF587z8iIEzFi2xK3W+W+B2pZu758Rqj57Yam6BQFaygK1rC+6mP0TV7g7MBejva8yFC8HcNyxlBpI87Bju+RzsX4zPrfJRq4fr0SIQSa6qIktITiYB2baj5Oz8RZzvTv5XjvywzF26fTsJK5Cfa3fYuMkeAz636XiO/mw96vBtPOLdjAQFN0dHVm5O/q8odYWbptUQkl4dJmRFZPQ1dRS2ZqIyl+F1wxGRViitgJzB2hLIRA+Fww1/Otq6gloZnbBt2znKHuwrG3zvf4yff4KfD4Ge9P4VY11kWrcE+NzV2qRqFn5pwllsvwFydeY39/K1FvkIKp/YfSMb7XdpxXus/xu5se47Ga1WjvGsM0FZTxmfoNjGWSHBvp5uBgB6OZ5G1Nz5XSSUE6sK8TVRN89GONVFVfHptF8r3ousLXv3qEI4d6WL2mlOi7nm3DsLhvay1b7q2eJrTDYS+mafONrx+lo32cVNIgL+yMBZNJJ3JGUQUbN1deTlnywYaNFZw41sfYWJpk0iD4rjmVEGI61cjnN67LideWkm07lrBh02XCOhzxks2afPdbp2hrHWX9hgq0gAspJUODCQ69001+gY9djzdSUnr53Y3k+0DCd799koMHullSX0go5JnuR44c6qGoOMCux5fP0EOL5PuwLMn3nz7NOwe6WFpfQCAw27ltYCDOQ48sY9vOJbiumANX18ydkaEoAo9n6rp4ry89TtMUPvLRZTSuLJ6+LnlhD0NDCfbuaaPl4ihNq0un7+3oSJKB/jiRfC/rNlSQNyVu7vO72LilkmNHexkeTGCaNh7P4rSri7tkZtpIw0KoAn1tOXmNxVg9kxgXh7FHUkjDQvHqKCVBtPpCp9HWri/E2rW5ioJ/+ZHFq/MC3A+EW8O9YymuLdVYbaOY7WPYkxlkzkK4VJSwF7U6glYTQfhdiEsDGkXg/5nN+D+/0fmsK46M+TxQqyJE/vbJy4EpgrkF2aYgTYvsG+2YraN4P9aIUhIk+MWtDiF2CfqNDa6EEODV8XxkGe4HajE7xrE6ps47YyJUgfDqjgBccRC1PDRjpeRS9cOljSzd/COcf+ufGLiwhwPxYUqWbSOvuB5N92IaGZITvcSGLuIJFrF212/dUH3ng9ufz/KtP8PkwHlGu47w9rd+g8qmRwkV1aO5/dhGhkxihPhIOxP9Z6le+wnqt3xu+hp4g0XkFS9jrOcEbe98A0+gkLziZSAgOdZN37nX6Dv3Kh5/AanJa0fVeIKFRMpWMtS2n4v7v4ZQNMIlyxGKgpFNIG2botrNV1gFO9bbS7f8KKPdRxnpOsqhp3+HipUfIVzaiMsXQdom2eS4cw4DZwmXNLLu8f+xqNfx/QBFUdi2bRumafL222+zf/9+Dh06RHV1NU1NTSxfvpzS0tKruiaB03mfPn2al19+mWw2y/r161m1atU1BXgjkQirVq2it7eXo0eP0tzcTDAYREpJV1cX/f39BINBVq9ePS9ppGnavELEfr8fj8eDZVnEYpdXc03TZHJyEvn/s/fmUXJc933v59bW+949+77PYLBvBFdJJEhRpGSSoizLVqTYsmwn9kvi5ek9v8RO4sRxju2T5cR2bCeOE1m2bO0bSXGnuAAgCQIggME2gwEGM4PZt963qnp/VE8Dg1lBQBJA1eccnsNG961bVVN9+97v/f2+P9Pk/Pnz/PEf//GK7Q3DoFi0Qt/z+fzK0VxCxdv5W2AacB1lW29noo078MdaSM4OMfTuDJhQ230/sraeuCKINu5kfuwMb/ztrxKo7EBWnSSmzjM3dhohybTs+mmq2u6+qX5RqiTTFqygjaUbFi5FZUt05d3x3kjtqsezq0L98LkwOIthmHzko92Ewy6mJlN899t9vPHaBeobgvgDTiRZ0NgUIhL1UF3jx+lUmBi3dmYPvH6Rjq5YucqTXgoD/+CHWuneVImum7x5cIi3Dl0iEvWwe8/GqyMCJBI5nvv+WXL5Io9+rJtohZdEPMeB1y/y4vP9VFb5qKsP3HLpPABuzU9rdCfNka3c0fQE744+z5sXv8nw/ClM08DE4PTE67xx/is8uvlfLKtadD0IIXBrAdpje2mN7mRfy5McufQ0hy99l9H5s5hY/Z28/DJNka080Pk55DX7u7H7mcknMIzi+h8EFFnD54wwkxop/1s8axuz/qQhC4l/1HVHWeB7Z3KIEzOjhBwefmfPI4QdVzZ35WvmKQHNxac6dvNw4yZ2VzQSc/mQhcRMNsWXzh7iL06+xtcGjnJndRsx19J5zKZwDd2hKkwT/ubsId6euPhDv9aNMDGRZHIiSXNLGJ/fQeaaar0er4bX62BuLsPsbHqZUOPzO2nviC75iZckQSjswuXWSKXyFItXfOwM3aRYNFBkaVn0o6rKKIpMIb+0zc0gHHbTco1X02JqrMOpkEzkKOqL6dIwMrzA/FyG1rYoLpdC+hozq2DIhcupMj2dIr6QLQs1I8PzLCxk6eqpxOFY3i4UduF0KkxNpYjHc8uEGgC/38mmzVWo73H9ej1U1fhoaAwtuS9WxKsHTZVJJHJLxPBCwcAwTDRNXlY9UVVlJEmiWDQwbqIX3M0VakzKhrECwKWitEdR2qPrNNwgQiBkAa4f/c6OKDnPS5urUTdXb7ARJdPijUXFCEmA8zomEUWT/IGLZF8aQNtbj1ztX1PYeS8ISUJ4HWi9VXC9pkhCIKtO2u/8x0iKg/5Df2OVwh07haJ5kCQZw9DRCxkMo0jj1o/d1HO3TkEiXLeV7Y/+Didf+C/MXe7j9A/+3KpCJSmYpoFRyKIXc5Y58DWpDk5/JW17f46TyRnmx85w+Fv/EtVpKcTFXBrTNGjf948QksKpl/9k3fNxeiK07vkU6flREtODvPvMfyyJMgLDKOIN1RH42T9dItQAeCONbH/0dzn9gz/n8tmXOHfwiyiayzpf00TXc+j5LJKiEarpvWn373YjGAzy6KOPsmnTJg4dOsSFCxfo7+9ncHCQ1157jTvuuIN77rkHn8+36qIjHo/z/PPPk89bPzCnT59mcHCQrq6uNftWFIXe3l4OHjzIpUuXGBoaore3l0KhwJkzZ0ilUnR3d1NVtfb3aLXzkmUrn9c0zbLgApaR8OJrn8+3oknxtQQCgRX/XQgB4idDoFnE5a+kovVOzr3x1+TTC3jD9VS0rG0ibGFS0bKXQGUH5974ayYG3qCQSyIrGt5wAw1bHqHjzn+M4rh1Khna/HhQVZl9dzXR1m5NlMMRN2fPxDhxfJx0Om8JNZKgvTOGECzZ2RsdWeDwWyMkE7kr5bhNk6oqH7v21ONyW8bS++5q5PzADKdPjrNjZ82yEP21uDA4y8ilBX7q4710dlcghCAScaMXDQbPz3B+YIbqGn85LP5WQwiBLFRivkY+0PFZOivv5GtH/z1nJw5iYlDQc/SNvcK9bT9H2HPj0aaL/VX6mtnf9Xl6qu/lq0d+j/6ptwGTvJ7h5OWX2dv0OEHXyuOxgGWRayareyqsxEJmohzNsx6a7CLqaeDizLvlf7u2XLfN+59Fg95FFEm2fGUArWTauxqqLPOh2k4rDe2qZ7fGE+Cxlu18a/BdBhYmSRVyy4QaSYiysbd8CxluT0+lyr4r/+sv31q2p6LrJvNzVmWzVGq5gXsg4MTlUpfNF2RZQpYEhm4sMZp1uhT8fgeTEwnGxxJU1/jL87rJiSSpZA6vz7EsmuZGCYVc5aiTa89TEsIymS+dqK4bTE+nME041TfOpaG5ZfelWDRIJnO4XGrZ3LhYNJiestqdOG6Z817brlAwSCbzeLzaMlFsEX/Aiden/Ug2BqJRz4rpwkopiEQvGktcPfwBJy63Snwhy/R0Co9XK//9xi7HKRZ1AgEnjhXu9XvlfZuEbhgmA/3TvHv0Mvm8zqbeSrbtWH1X0ebmkskUyGQKBAJOnN4I3ff9MlXt9zDe/ypzoydJL4yhF3PIqhN3oBbV34a/dh8TEwl8XseS3EzV6bV2qzUv8aSBO1vAeR2CliTJVHd+gEBlB1MX32J84A0S0xco5lLIiobTV0GgqpOK5j2Ea7csa9u04+P4K9oYOvYd5i73UcynUDQPgfYOarrup6r9buZGTzIx8Douf+WaHjhCkmnY8gjecD2X3v0uc2OnyGfi5ZSrSOMONNdyHxVLcNrCno//RyYHDzE+8DrxyQHy6TkQMk5PmEBlB5GG7UQadmz43rzfEELgdDrp7u6mvb2dmZkZBgYGePvtt7l48SJPPfUU09PTPP7446v61RiGQUNDA3fffTcHDx7kxIkTfP3rX+ezn/0stbW1q/54CCGor6+nvb2dt99+m6NHj9LR0cH8/DwnTpwo+8+43aunIxqGURaIrqVQKKDrOpIkLTEKVhQFVbUmCq2trXz2s59d9wfu6qgi0yiQHf0mmUtfKr8vqSE8Hb+JGtyy8gFME6MwR37mIPnJF9HTI2AaSM4KFH8PWuwDKP6epd8F00TPXiY3/iyFucMY2QmQVCRnFWpoN46KDyA5a0o/ega5iedID/4lrtoncDV+eul9KiyQPP37GIUFfD2/i+y6MircQJgAACAASURBVLabRpFisp/cxHMU545g6lkkVy3O6o+gRe5EyK4lES6y4qDzrp+nqu1uTFPH4Q7jizatef+upm7TQ8Sa95KcGSoJNQ7cwWo8wboVqz25fDF2P/EHFPNpQjWbWGlXXdFcdN3zORq2fARPqB5pjRKmNxvD0K20gVtoMn274/FqSyJShBAEgi4M3SCfv7JzmskUuDg4y/DwPIl4jmLBYHIygW4Y5d1OsDZ1ojFPWaQBa2c3VuFlZjpFKlUgENiYULNYwSSVzvPqK4O8fehS+b1srkg2U2B2Jo2uG8t2EG9FFEmlPtTDxzb/Bv8j8X8xl7YiXccTgyRzszdFqFnSn6zRGN7MRzf/On/5xq+SzM0CcHnhHKnc/KpCDQhU2YlAlH1mMoXEhlOZTNNkdOEsueLGPBCdqofG8GbeGX7K8sgDzk8fIVNI4NbW926zsQErCsMwTeZzmbKhsG4azOVSKJJMPJ8hv8Eor1uBRbFAc8gEgyuLI+GwC1mW8K7gdaSq0nWlhTocCjt31zExnuC5759jZiZNOOImEc9x9J1RCgWD3Xvr8d3klD1Vk5dFSK2GYZhkS1UF3S511fsSibhxulRcpXQjwzDJZK2/vdu9erto1I3Lra0oHAEo13lPbwSHQ1klhWzlOXQw6GTnrlpefH6Ab3+jj207avD6HMxMp3jn7RHCETe79tTfNH8aeB8LNUJAZaWX7p4KfvDyIFNTqfUb3dbcWjtdZ09PcuzoZZ54cnMprFslXLeFYHU3RjGPaVhu8UIITCT6+mY4fHyaqReOcPe9zezZ11A+VkXLPu7/la+Szeo88/QQ25mjs+v6fIoWK0A1bP0YdZsewtALVuoHAiHJSLKKpKys4MqKRrRxJ6GaXgz9SsqIJKvIihMhSUTqt3PvZ/8KSVLXLQEuySqRhh0Ea3owigVM0ygvjCRZQ1JWjmgQQqC5AtR276eq/d7SNVgTrsVrkGUNscHB+P2OoihUVFQQjUbp7e3l0KFDPPXUUxw/fpydO3fS27ty5JHX6+WBBx6gs7OTcDhMOp3m/PnzPPXUUzzxxBNEo6tXEFFVle3bt3P06FH6+/uZm5vjwoULzMzMEI1GaWtrW9Mrp1AolNOYru7DNE3i8TiZTAZZlgkGr5jTyrJMJGJ5O8XjcUzTxOW6Hk8UgVB8SFoEozBPYeZNy2us6bOrtjCKCZJn/5DM0N+AkJG0GGBizB7EHP4KztonCOz4s6vMs02M7Bjxd3+T3MQLSGoASQtj6ln0yVfIDn8Fs+df4275PNZYZqKnL5EbexrVv2lZ/6aeIz/9BkZuCrPjN6+6Tzr56ddJnPh/KaYGkRwxhOTAmHmd7OjX8Lb/Bq7mzyGpS70SPKG6DZW9X3YepUWVyxfD5Yut82kLRXNT2Xrnmp+RZJVQzaaSkPOjwzQNTo69TH1oEyH3BiNHbcqYmMvKdIK1CJCVa32nSm1Kn19YyPL8989xYXCWuvoA4bAbp1Mhly+STOavaStQ1aUVMyRJoGkyum5Yu4AbPWfT8taRJYHf71iS4x8AKiu8NDWHbhlD4Y0S8dQR9dSVhZqiniNf8q75YRD1NhB215SFmoKeo6CvUHihxGJlKUXWyp9byEyS19Noyvq76ZlCnKHZ4xuOqJGEQnNkGz5HmHh2GsAyP546TG/NB2xh1mZdtxjDNBlPL/DC8GnemrDMhOO5DFm9QFYvMpNJEnC4bkZNkx8ZSim9pqExyJOf3Iq8xji3olG7ENe1/BJC0L2pklQqz3PPnOP1H1xAViRURSISdbN7bz07dtXdzGzp8mlu9DyFoCzKb9pSxQc/1Lb6+C+u3BchRLnd1m013H1f8+p+d2KV+3nl7R8N19mRJAl27a1nZjrNkXdGeeXF80iSQNVkqqv97NnXsCwV7kZ5Hws11o6V5lB45/DoTT22MZumeHEOpTUCqoQ+smCVsVYk5EpfuWw3gFk00IfmMOJZ1K4KxFWTIFM3KJ6dwizo5fKFxcEZhNeBcCjow/NIfgdyYxgzU7DeUyTk5jDS1WZqpXFCn0yijy5A0UCKuJHrg1bq1TWYhokxk0K/HIe8jnCp1mf9jmUL0OLFWYxEDrUjhqkb6JfjmPMZUCSkiAe5xn/Fk+fqdrpBLltcsjskhEBWNOQVyv31bnFTVx/lm187QeGaSeZiG9Vpsv/DrmVO6BvFEkNkJO36DZaFkEoleFdeAEuyguZaOZ1ktXNRVBe8B5NRIa19LjZXEEIgyzKBQIDdu3dz4MAB5ubmmJtbvXKctQhSkSSJ+vp6HnvsMb74xS9y/PhxXC4XTz75JC6Xa0WxRghBS0sLtbW1DA8PMzAwQH9/P5lMhjvuuINQaO3y9Ol0msHBQXp6epZ44lhO+xeJx+M4nU4aGq4ImUIIurq6OHz4MOPj4wwMDNDb27th82SEjKPyQbTYvZiFOAvv/BKF+SNrNinG+0hf+CsUXxf+LX+E5KwCTMz8HIX5Y8ieJoR09c+LFSGTHfse7qZ/jLv58wg1CGYRIzdFYf4ojti9N7xY0JPnSfT9K4zcJL6ef4uj8n6QVPT0EIkT/5LkuT9CclbgrP/UTQurvY3mpOuSzM1x6MI38DmjtlCzAa6tuGMYJoX88t3k9Z410zTpOzFO34lxHny4k207anC5VEwTzJfPMzqysOzzhYK+RNA1dJN8XrdC7q8j8kUI0DQZVVO4594WautXiugUt51QUzQKZItXNugUSVtmpntT+9PzS/pTZQfqOlXjAq4K3GqABd0qnT6fnuDS7Em6q+5Z95m5MHOMwem1x+mrEULQEN5Mc2Q7744+D1jmx68MfJEqfysx3/UbLdv8ZNE3e5k/fOdZ3p4cos4bojtURVN1K0GHm7xe5K9OvWGV+r6NCJcKriQTeUzDxPke1xfXQyGvMz6WIBB08uGPdBEIOpFlCbdHxePRfuzG7bIslU2O4ws5hCRwbsCkV5YlQiFrXbKwkLWKFlynue/tQDZTZGoqSUNTkPv3t+N2q8iKhNfjwO1ZngZ3o9zSQk0mU+DUyQnGLscpFHR8fic9myqpqfVjGCYTEwlOHh8nEc8iSYKmlghd3bENpcWYpkkikaPvxATjY3FUVaazO0ZLa2TdL0n+2Cjxf/Mcnl/aR3FgmsI7Ixhxq1ygXO3H+4t7rMpPmoyZKZD6X2+Rf3uY0J9/HKXlqqpGuSKJP3wZYy5D8E8fR7hUkv/1datilCKRPzBkVV/6p3dSODFO9oV+KOq4P7kNzy/tvXIcwyR38CL5N4fRL81ZZr8+B66f2oT7k1uRQleECTNTIPPMGTLfPIl+2RJ1UGTUzhjuz+xE212/RHhJ/91R8m9ewvf/3U/26dPkj4xizmUwTRNtVx2B3/swIuDEMEzS6Ty5XBFVlTGNpRNY0zTJZApkM0UQ4PFoaJpcEk+snUCPV1txgmmaJslknly2iBBL87oNwyQez+JyqmiOKx4euVyRbLZIIGCVKdZ1Ky+yWNBRNXnJYKjrBqlkHpdbJZ8rks3pKIqEx2O5nycTOXx+Z1kpNk2TRDyHrEi43Tf/S2nz3pidnaW/v5+6ujr8fj+apiFJEqZpks1mOXfuHIlEAk3TyhEo6yFJEq2trTz++OP83d/9HW+++SbBYJCHHnoIh2PlSX8gEGDLli2Mjo5y4MAB0uk0DoeD7du3r9ufruu89dZb1NfX09XVhaIoGIbBxYsXefnll8nn82zdupXa2qVpnF1dXfT09HD06FG+/e1vk8/naWtrK5+jruvkcjkmJyfJZDJs27atLORYvjQyQvJgCgmk9RczRn4Ws5hGdtejBHoRsqdUErUZNbRC6p2pY+SmwDRQfD0ovk6EXNo19raiRe5Yt8/1MI0C2ZGvUZg7gq/nX+Nu/gVEaWEmu5vwdv0/zB36JJlLX8ZR/QhC3biwerMo6Dn6p97i9NhrZItJHIqbLbX7aYvuQgjBTGqUY6XKNS7Vx+baB2iObEMIwUtn/xd+VwVDM8dpie5EEhL9U2+ypeYB2ir20Hf5FZL5OVTJwYWZo2iKi221D9IY2YJh6BwZfpqcnuGe1k8BkM4v8IP+L9EU2UprdBcnx17m5NgrDEy/jX5Kx++M4HNG2d/5i7g0PwU9z9DsuxwffYFsIUmFr5ldjR8l4LQ8TUbnz3Bq/DU6Ku6g7/IrzGXGqfK3ck/bz6LJNzff/seNLAsUWSKVzKMXjfLvVjyeY3o6XZ6sbhTThLlZq2x3Q2Ow7HmQTueZGEss/7xhMj2VIpMulNOfEokcU5NJwhE3Hs/GJ8dCCGrqAhx+a4SRkXlq6wNX/dbBohT54/qdW0whqvK34NaCSEJe81xM06Ro5Hl39Dkm4leqMVb4mvA6wuv2NzJ3mmwxRaWvGY8WRIi1C14s9nd05PtLjHqrfNb5rkXM20jIXc1C1hJqkrkZXjv/Zar8baumaOlGkbGFc3zv5H8hU1j+bKyFJrv4YMdnOT91mGTe2qw4PfYaXz/2B/zUlt+iwteELK1RwMI00Y0Cqfw8Y/EBgq5Kqvyt13UONrcnOb3I/+h7ndcuD/BgQw+/u+cRajzB8nx8NDnPV/rfYTZ3e2Uv1NT4CUfcjF2Oc2Fwlk2bq5aJ0qZpLtqv3pRxcHh4nhPvjtG7pYqOrhiyLG6pdYQkCeobgvh8DgbPzzA6vEBre2TZOV57X2RZ0NgYwuPVGOifZnQ0TktreN12txOmCWfPTDIyvMD+D3dY5cKlH+7f75YWak6dnOCtQ5do74zi9WrE4zmSCStE1DRNxi8nSCXzhMNuEsk8r7w4gBBWyNV6ZLNFXnnxPDPTKZpawiQTOZ575hyPfKybxqbQujfd1E3Sf3sEudqH61PbkaNuCv3TZP7hXZJ/9RZKR2ypKLPBv6FpmhQOj+B6vBfPL91B6i8OkvyLQ6idMby/dieZvz9G9qUBXI/3lgUYYy5D9pmzOO5uxv2pbZjJPJnv9pH6m3cQPgfuT21HSJaAkX1tkOSfvoFSH8T7T+5ECrkoXpgl85V3Sf6X1wj8h4eXnnfp+On//TYA7sd7ESEXxngC4VIRJTFjfDzBS8/1k0jm8PsdOJ1qOZrGNE2mplK8+vIg01NJTKC5Jcxddzfh9S2P4ll+T+Dk8THOnZ1idibDgx/uYNNmy5C1UNB59umzNDWH2bWnDlkWGIbJ0XdGuTQ0z5M/vQWEyfFjYxx5Z5RCvojmUNi9t57ungoUxXL1fuZ7Z+jsjjE4MMvsTAqnU+WRj3Wj6ybf/uZJ7t/fTnOLNeAUCjpPfec0Le0Rdu+pv+khijbvjXg8zne+8x2EENTW1hKLxXA4HBSLRSYmJhgcHCSTybBr1y7q6+s3fFwhBJs2beKDH/wgzz77LK+99hpVVVXs2LEDRVk+hF5dqntoaMjayWxooLp6/QgFj8eD2+3mq1/9Kp2dnYRCIdLpNKdPn2ZqaopIJMI999yzzOfG6/Wyf/9+FhYWGBwc5Mtf/jL19fXlNK1UKsXk5CTz8/Ns2rSJbdu2bfj6V0LxtCK768hPvEjyzH/EWfNTqIHNZZFnpWpSamALQnaTHvxzTCOLs/pRZG8rcH2V/1bDLMQpzB9FyC7U8B6Q1HJqIIDsaUbSwuipQYzcDNKPWKjRjSKnxl7l6b4/oTW2k0pfM/HsNNlCAoQgkZ3hOyf+E0U9R1NkGwuZCb5z/I95YttvUx/q4fjoi4Q9tWiyk++d/M90Vd5FXs/y0rn/TX1oE2PxAd68+E1aozuo8DUzPHeKbx3/Iz695w8IOCsYmT9DurBQFmos0ehNPI4gbbHdeLQgUU89muyiLthJ1NuAU/UhS9ZYfm7yIM+e/nPqgz2E3NWcHn+dmdQoj2/9ApriIp6d5u2L3+bywjmingainnpM00AWGze1vV1wuVVCETejwwucPTtFfX2AdKbAmweGSKfy1y3UCAFen4NiUWf40gKRqIdi0eDdo5c5f35mhe+TYHwswbGjl+nprcQ0TN55e4R4PMu+uxqRZWmZ18niK2uSvDTStaUlTF1DkEMHhnC5NRoagkiSIJXKMzebpqExRLB0Tcs9VEx0U6dQzJLXM+XS2It9Zgpx4tkpNNmNKjuQhMS1E6K1vv8XZo7xTN+fUBvspKvybmoDnVT6W/A5Issi8HSzyHTyEicvv8wLZ/8ned0yAZWFQnvFXvzO9QtbnJ8+zHNn/pKG0CY6K++iLthFhdcSeZb1ZxSYSFzg5NjLvHTuf6Mblq+DLKl0VO7Dt44w5NECdFbuY2j2uJU2h8nJyy/j1gI80Pk5KnzNZQNWMEnkZjk9/hpvnP8HLswcs0QkBIa58SiGluhO9jY/wav9X6Jg5NDNIsdHnyeZm+WO5idoimwj5m0o+eeAbupkCwkWMpNMJy9xeaGf/qk3mUoO8bHNv2ULNe8j1voVnsum6J+3BMUnWrdT67lSxto0TRKFLBl9ZXPYWxUhBKGQi81bqnjjtYu88uJ5VFWioTGE06WWNnhzTIwlkSRBS1vkphiqK7KEJAnOD8zwg5fPlzd8JUngcCpU1/iJRj1LhIxl4+7VL68Z0xev7b0ihKC62kdHV4xjR0Z56fl+JMkS9DVNpljUScRzjI8l8Poc1DcEypvu1bV+2juinHh3zGon2q12qkyhqBNfsNr5Aw7q6oM3vH5a7XdutfdvxlxTVawU4xPvjmGalL12JFng8zqoqvGX/XluRn+3tFAzO5vG53OwdVsNkajHitIoXbMkCXq3VLF5azWybDkz/+3fpLk0NM+WrdXr3pzhoXkuDM7w+JObqW8IUigYfPsbJzn6zijVNf5yrfo1kQW+L3wQpTOGEALHB9ogUyD91eMUjo8tFTyuIz5e8jpw//RWpKiH/IGLFI6N4vrEFrQ9DeijC2S+eRJjLnMlUsYwcdzTjPfX7kI4FEzTROmKMf8vvkP2u6dw7u9ArvBixrOkv3QEKejG99v3o3bEQFgpWJJHI/GfXyXz9Bl8v3bXkvMx5jOYQOD3HkKKespRK+gmQpHIZgq8+Ow5vH4HH9rfTj5f5Nmnz1LIW4ukZCLHs0+fJRRy8djHe8nnLXHlkHyJD3yodc08RbAmsTt21tHaFuWrf/8uhcKVxZeqSjQ2heg7MU7vlio8Hqsc3qm+CXp6KpFkwUD/DG+8doEPfKiVikovFwbneOn5AbwejebWiBWdNZ7AMEz27mvAH3CSzxWtcnOY+HwOTh4fp7EphCTB2OUEs7Np7qtvue3Cwd/PeL3ecsrRmTNnOH78OIZhIEkSDocDn8/Hnj17uP/++1ctgb0amqZx3333kc/nef755/nOd76D0+lk8+bNK441lZWV9Pb28sorr6BpGps3b8br9a47Lnm9Xp544gkOHjxIX18fqVSq7DnT0tLCww8/THt7+7K0JiEEzc3NfOYzn+Gll17i7NmzXLhwgbNnz1rjgaLgdrsJh8O0tbVd17WvhOxtxb/1P5Pq/6+kz/8ZmaG/QQ1swVX/M2gVH0ByVi9Z1Agh0GL34d/8H0gN/AnJU79HevAv0SJ34qx9Ai12D0Lx39CPmqmn0DMjmMUU8WP/HKF4rnk/i5GfBSRMfWMGnDeTZG6Ol879NVvr9vNg1y+hyBqGaWCaBpKQ6Bt/lZnUCJ/e/QdUB9rIFzN86/gf8fr5L/PEtt9GN4v0VN1Lc3Qbl+b66Km+D78zyjeO/QGpvJUao8gaH9n0zwi5q5lOXeKLb36BU2Ovsq/5yTXPTZUddFbuw6X5OTH6Ar01H6I5ckXMyxVSHBj8KjWBDh7b+gUUSWVg6m2+cuTfMTx/itboTgDmMuM80P15djV81DJJNQ0k6X0o1LhU7ry7iReePce3vn4Sl1NBkiWqqr10dsWWecqshxDWfGbowiwvvzjAmweHUBQJr9fBzl11nD41seTzDodCV3cFp/omePvNYYoFnXxBZ9eeerZsswy5DcPkzOlJ3jw4RC6rMzOdIpnM8Q9/9y5en0Yw6OL+/e2EI278ASePfLSb7z99hue/fxZJkkpOUeD1asQqvGWh5szEgdLCfo5MIUGumCJXzKAbBXSjwGzJEwYsIeONwa9w4vJLyJKKLBQcihun6sWhevBoAfY2PbHkWbsW3SgSz04xNTLE8dEXcWsBfI4IfmcUvzOKS/MjkMgWU8ymRpnLjDGfHl/i3dIc2c49rT+7odSnolFgPj3OdPISx0aew+sI4XGECThj+JwRXKoPEOSKKWZSo8ylLzOfmSiLNADtsT3sa/4EyjqpT0JI7G16ghOXX+LywjkA8nqGA4Nf4cz4G1T6m8spiMncLFPJYaaTl8gVU8hCYU/TY8ykRjg3eWjd67L6EzgUNw91/wqGqfP6+S9T0C2xpn/qTS7OHsPniOJxBHHIbhCCgp6lqOfIFJOkcwul9C4Tl+rHMG8f01ibG0M3TfTSxocmK0t+qwuGzsGxQSbScfza7RU9qagyd9/XQrFo8M7bI/z93x7DH3Bafl+GST5XJJnIs3V7NU0t60fkrYdpmgSCLhqbw/SdGOfZp88uEStkRSIUcnP3vU3s2lNfXh8VCgZnTk8yO5MmlyuyMJ8hky4ghODll84TCDpxOhX8fic9vZXXVXBlJTSHwv3728nndc6enuRvv3gEn9+BokjoukE2WySVzPPAg+3U1gVYnJI6HAr7H+ogn9cZODfNl/7Pyu0efLiT2roAN+pGk8sVOXVygoWFLLlckZnpNIZhsjCf5YXn+vH7HTgcCqGIm55NlTdFaKus8hGNerg0NM+lS/NLrkBzKEQjbh56pIvOro35Fq7HLS3UbNlazTMjC3zr6ydpaArRu7mKyqorJpDJZJ6B/mni8xkKBYOZ6RSBwMYGibGxOOl0gUMHhjhyeBSwQomdLsUy4ttAKrO2sx6l6aqwLkVC6aqAooFRKuf2XhA+B1LEg5AlpJgH4XEg11qKpeR1gm5iFvQln1d31CFK4pIQAqUlgtIVI39gCGM6hRzzUBycRR+cxXFfC0KT0cfj5WPI9UGQJQrHLmPqxlLfGdPE9WhPWaRZ7IPSAz89nWJ2NsM9H2ihusYqe9zRFeN0n6W+j47GmZpMsndfA06nitOp0tAY4nz/DHv21hMIrr37KISlMnsNB7K89EsmSRLNLWHeOTzC6MgC7R0xLo/GSaUKtLZHKZQGmUDQSW2ddQ9r6/w4HDID/TM0t1piWrFosKm3kpbWyDLxZVNvFa+9eoG52QzBoJOB/mliFR5iFde32Lf54RKNRvnc5z7H9PQ0s7OzpNNpdF1HlmV8Ph+xWIxIJLKqd0tVVRWf+MQnEEJQUbHcrNrj8fDggw9SV1dHLpfD4XAsM/1dxOFwUFtbiyzLhMPhVQWdazEMg0gkwqc//WmGh4eZm5tD13WCwSA1NTX4fL5V2wohqKqq4pOf/CSzs7NMTEyQSqUwDAOn00kwGCQWi+HxeG5Y5ReSiqPqYbTIPnKTL5Ebe4r89KssHPkV1NBOvJv+DVr0viX9CNmJq/nzaJX7yU/9gOzoN8mNP0N29Bs4ax7D2/OvkD2tGzw3E65ZJJimCaaOkFRLKFKXe23I3jYkNYikrH4f10NxeOi86xeo632YUM2mq3a81yaVn2M6NczHKvYhS9YkShJS2XB5ZP40MW8DQbdVJUaVnbREd/Dc6b8gX8ygSBpuLYAmu3FrfryOEKqkIQm5vEiMeRvwOKydTq8jTKWvhbH4wHu+1kWS+TmmkheJZ6f4+tHfByBTTJItJlnITJY/59YCNIQ2l6ImQLwPo2mg5AvVXUFVlY/RkQUrNdvnoKExxPR0ikQ8i1wq77nvzkZyeX1ZhYvOrhj+gJNIySMhEnHz5Ce3MHRxnkymgMulUt9o7Tg2NoUIln4nF0WVhqYgpmEyPLxAPlckHHFTWxe4ytgRQmEXvaXo02tRVblcQlQIQVW1j0/93HYuX15gfi6LYZq43SoVlV7C4SsRfBdn3+W1819eEjmzFsncbNlg91pkoVAf7F1TqJGFjMB6ngxTLx9vLN6/bt+q5KApso1P7PgdqgPtGzpf+arUKsPUiWeniWenGSsJKWuhyS5aojv4xI7fJebdWNRmdaCdx7Z8gW8d/0PGFvoxMTFMnenUJaZTl1Zso0gauxoe5aObf4PXz//9hoWaRQKuCn5q82/hd0Z55dwXiWeny2XMZ9OjzKbX93VUZQey9MP387C5NQg73TT6wpydG+cb54/S4o/i0xykiwW+P3SSL519a9Ult24Y5I0iummgG2Y58ianF4jnLSsFWUgokrSkPHjR0MkbOrphkNOLZItWu2zRaueUVWRJQpVk1BvYEAgEnDz8SBfNrRFOnRhnYiJJMpFDUWWCQRebt1TT01u5pOqdokoEgk68Xm3FqBBZFvj8DiRJKq8pTNPk8mic736rj0Qix4ceaCMS85TSx0wKBass9pG3R3jp+QEqq3y0lNYouVyRw28NM3b5yrrN5bbmEQP900uupbklXBZqVFUmEHTi9qx8nooi4Q848fkcy6ofRWMenvjEZs6cnuTUyQmmJ637omkKsZiXHbuCdG+qXLYui1V4efKnt3Dm9CSn+yaYmkpZ7RwKFRVe6ncH6equWLbWUhSZYMiF17t+psUi6VSBQwcvMTd7ZfPNX9IBzp65MjepqvbR0Rkr/w0dDoVAcLG0+vLjqppMIODE49XKWpKuG5w5Ncnzz57D6Vb58CNd+EveriYmhZzOxYtznDo5zvPfP0dNjb98LjfCLS3UxCq8PP7xXi5emONU3wTf/VYf932ole6eShLxHM987zQCQWNziKhH4+KFlScDK2Gaiw/wldryobCbYNC1boTHInKFF65+QAUIVbZCi43rCKG5BqFKiNJxhSQhNPlKJZ/F7q46vNBkpMA1ypImIwWcmJmC9R9gLGQxUnmyL/STf2t4iZBpFnTMRA4zk4eCDlcLNUIgV64uSmTSBWRZ4HRe8WvxTPW8RQAAIABJREFUeLXylzcRz5FO5Xn+++dQSw7r2VwRj1tbsULG9RKOuAmFXFwYnKWlNcLAuWkqK70Egk6KukEikWPk0gJf/ft3ATBMyGSKS76cqirj9TlWjJCpbwyiKhLDl+bRHBEunJ9l997626JU6U8aiwLJtR4uGyEYDLJnz541P+N2u9m1a9e6x8pmswwNDaHrOh0dHYTDG9+JMU0TTdNobX1vIeWyLBOLxYjFbo6avxpCCIQWwln7OI6KD1FMniN9/r+THfkGqbP/CTW4Y5lYIoRA8TQhu+pxVD1MYfYtUuf/O5mRryF7GvF2/TaU/UxWGOwWMXIYxaX+DEJ2ILQwQvHi7fy/UYOrLP6EhFDeezlaWXFQ1XHvdbcrh+Ber0ZWaiewQovFlVer97H4+tp7d9VLwzTQr6uMqiX+hD1XqmM1hHqp9l9ZAF9JbXn/I0mCcMRdNqNcxNolvJJW19q+crpNVbWfquorz6EQAo/XQU/v8nLO3Zuu/JvbrdK75Yr4stpGhxW+7qe6euPPusOp0NyyMf+uHxX1oU1sq3uIc1OHmEtdXv5Mr4AkZCp9rWyu/SB3tXyylEK0seeyMbKVLbX7GZw+wnx6bIP9KVT729hW/xB3ND1O1Nu4YWN0SUj0VN+Lprh47vRfMDB9mPyqJbcFEU8d2+s/zP0dP0/QXU2FtxGBhMnGK30BuDQf93f+AtX+dt4a+jbnJg+SzK1usr+IWw1QE+xkc80HaY5sva4+bW5fnLLK4y3bODlzmWeGTtI/P0nU6WE6m2Imm+TDjZs4OzdB//zEsrbn5if47oXjzOczJPNZzs5PYgIHxgdJvPUUAc2FV3Wws6KBR5o2l9u9M3WJF4fPEM9nSeSz9M1a0Xrfv9THxcQMfs2BX3Nxd3Ur99Z23ND1aQ6F3s1VtLVHyOd1DN1ECEs8cDgVVHVpinZtXYBf+bV9qIq8YvRKOOLh05+1Ik19/kWvQJM3Dw4xdjnBQw93smtv/ZLjmqZJIW+lFfWdGOfyaLws1Hg8Gh//6S0Ui2unOcqSVO4PoKUlzK/82j40TVmxZHRlpZfP/PxOJEngXcFI2e1W2b6jhq7uCgp5HcMwEZJAVSQcTgVFWTl13ePV2L6zlu5NleV2kiRQVAmHY+V2dfUBfvlX95WPvRECQSc/++nt6Mba458iS2jalbX91u01tHdGcbnUFddy7R1Ramv9yIpUfj+ZzPP6qxdIpfL8zGPbaWwKLfEXMgyTjq4YC/MZpiZTTE+nbgGhRpVR2qKIUgUiKehaUtXoRikWLQPhrdtr6OiK8e1vnOTk8XG6eyoZH08wNZnkiU9soa4+QCZT4M2DQ2w0x6i62oeqynT3VFDfYBm+GYaV57dhx231xiakpm5i6is8XFZi4lWv1zsQrPgbbZTaXnMsdWsN2r7GFVVEqcIL1z60ApBX95FQNdmqdlHQywZR+Zz1xQQrf8/jdZTDrBdRlKUDyntFVWW6eip5561hRkcWGBuLs2u3Vcc+lyvidCo0NIV44MH2K9cgrPD18iWuYWrl8znYtLmKkyfGkSRLOd2Ij5HNTy4jIyP09fXhdrvZtm0bTuftFQ58PQghIbQQWngvkhajmDhLMXkWIzuGtEJUCwiEpCA7K5GqH0XSwszNH6UwfxSjmECWnYCwol5MHT03hWkUEKUoFNM0KcwdwczNLDEEltQQanAn+anXKCbOocXuRdxCO74eR5CQu5rzU4dpDG9BEZaHjmHqSEKhIbiJ1we/zEJmApfqo6DnuDBzjLpQD+oGyvUCTCWHSOZm0WQXydwck4kL7Gx4BCEkHIqbicQgRaOALCnMp8eWpKkAJT8ZQb64NCLUowWJeRvwOWN8sOMzKCUvooKeRfkhVtKxufXY2/hTtEV3XbcwsBICQYWvec3P1Ic28XO7f5+Z1Ajj8fOMxweYSg6xkJ0iW0hR1HNIQkJT3HgdYar8LdQGu8sl5hXp+uakTeGtfHbPHzKTHmV8YYCxeD/TyWHi2SmyxRRFPY8kyWiyC58zQrW/ndpgJ3Ul76a1zHhXQ5UddFXdRX2oh0uzfVycPcbI3GmSuVnyehZNcRF219AU2UZHxV5i3sZyGtfm2g/xm/f/AyYGiqRR4d149SaH4mFb3UN0V93NWHyAodnjjM6fYTo5XDYqdihuPFqQiLee2kAHlf5Wop76kmePPQe63fGoDrrD1fg1J/Ia4qIQggfqu4m6vHxz8F3Ozo6TKRboDlfxUEMPd1a38q3zx3jukoxDWfqdm8gkODRxoRwRIwvBloi1mTacmGW4fC7aEqFmODHHofELFEuVpNyKVm53MW5FkSiSTI0ncMNCDVjiu9ut4V6nMKxVGVQmEvGs+hlFkcrpoosUCjqXhuZxOhVa2iJLhIPycTUZdylSxrhqfShJYsMZI1cfT3MoRNaw8lBUuVzhabVjCCHweDRY/XJXbCfL19fOuqfXV5VXlpff542cm8ulLlkDXovDoSyzQEkmcoxdjhOr8FJXF1gm8Eil6liOkkercQMBG1dzQ0KNFHET/OOPXtFGSgv6m8WbB4fJZPJ4vQ5yuSJzsxk2b7XydYNBF5qmcPzYZcbHEkxNJUmlCuXQrUJBZ3TECuGNL2RRFIkzpyYJhl3EYh4aGkM0t4R58fl+WtusSk8L81naO6O0tt3EGugCUCRM3cDMXbV7aZoYC1nMhdwNF4w3s0X0qeSSNAwzXcCYSiL8ToRHQyCQo24kvxO50ov745ut6lIrnfB1nk806sHpVDnfP00o7KJYMLgwOEuxVGa7ti6Ax6MxOZmkriGALEvkcsWywmqaJsWiYQk9homuGxTyOpJ8pSTo4vuGYQl4V78vhKCpKcRbB4c4cXwM0zRLxr9W2dHWtgivv3qBfF4nGvVgYlWR2mhEjCQJ2juinDw+xuG3h6mpDdwUldTm/YFpmui6XvKFMEgkErz00kvE43E2bdpEa+tG03l+PCymDIGBqecA3TKnM/LW63J6zhWxNj99ALOYRAlsQiheSmZXFON9GNkpJEfUKr+92IeeIT/1A4TiR/Z1lEQXgalnKSwcx9QzSM4ahHQlmkb2tiBpIfJTr5CffgM1ZFXN0pODpM7/d4xiHPlqQ2BJw1X3BLmx75Ee+BOE4sZR+VCpupSJUUhQjJ9AUsNo0Tt/+Df2GryOMPe1fZoXzvxPMoUEQVcVqfwc1f52NtfeT3fV3Zwaf5WnTv43WqM7mc9MMDTzLo9t/QJOZWMznXQ+ztN9/426YDeXZk8C0F11D4qk0RTewjuXvsdTJ/8rXkeYizPHlkUZBFwV+JwRXj//ZSYS53GpPrbWPohD8bCv+RM8d+Yv+PbxPybqbSBXSJHXczzQ9Yu4VDsN9CeFsKeWsOf6IxbfK0IINMVFlb+NKn8bJvutqGVMloTklqLNBBLrVWparz+H6qHa3061v51tPLR2f0Iq9XmD6aSliLXuqrvpqroT0zSWROGVr4ulFUa8jjDtFWtHgq7ZrxA4VS9N4a00hrdY/V59reUoPqmUonFrVaixuTG6QlX89f2fQSBQVkkLX0STFXZXNLEj1oBRej4kIZCE5Wn16c69fKpj97I0pHtq2rizqmXdc5Guea4eb9nGx5q3rNtuLYHpVkIqCTzxYpa5uTQVld4laVGGYTIznebC4CyKKlFR9d5TtG1uPrJsRddkswUSiVy50jAsrgMMhi7MMTa6gMerLUkZvhFuSKgRQsAG04TeC9GYmzOnk8zPZlBUmd131NPdY4UARyJuPrS/jdN9k4yOLFBbF6C62l8Of7IMkKZIJHKEwi6EgL6T49Q3BAmHXDhdCh98oI1TJycYGZ4HrLy2UMh980QaQCgSUtiNmchRPD+D0hFDyBKmblI4Nop+eQG59saqj5ipHIW3LuG4t6Vchal4bopC/zRKawQp6gEBcmMYpT1K/vAIhRPjVlTNVYOEGc+CKiO5r28X2u3R2LuvgddfvcDFC3MoqoQiS+U0p0DQyb0fbOGN1y5wfmAaRZEo5HW2bKthx65a0ukCbx0aZn4uw9Rk0nJaT+RobgnT3hkjnc7z1sFLJBI5ZmdSHDt6mcmJJC1tETo6rao2Pr/lD3D0yCi79tRbeYVYIktHV4zR0TjPfO8MTpdSjpp68MMdayqqiwghiETdhCMe+s9Nce8HbBNhmysUi0UOHz5MJpMhl8tx7tw5zp07h8fj4b777rvlo2n01CD56VcxcjOYhXmK8TOYxSSZob+lOHcUofqQPc04Ku4vpyXlp18lNfCnSM4KFE8zQvZg5GcpLJwAI4er4Z8hOa6kfJh6lszI18hNPI/sbkR21SAkFT0zSjF+GtndgKvuybIBsBACxdeJo/pRMsP/wMKRX0YNbgfToJg4g+SsQg3usEp+lxBCoAQ24+3+bRInf4f48S+geP4MyRHD1HPo2XFMPYmn9dd+LEKNIqlsrXsQTXFzevw1FjKTOFUvXkcYSUj4nBE+uvk3ODL8NMNzfTg1L49u/vVSeW6J1tgufI4oiqzREt2BW/OjSBqt0Z04FGtHqT7UQ2N4K8NzfbgdQR5r/RlingaEELRX3MH+7l+if/JN0vl5ttd9mMbwFiJXpTJ5tCAP9fwTjg4/w9DMCar8rZimYXmyVN6JW/NzbPQ5Ls2ewKG4aY3uLu/s+xwROiv24VBuzuTExuZqyv54yDe8uXUr9nd1v1afP1p/J6tfUfbMsvnJQBJiiS/MegghUFZ5NmUhkFn+/MhC2nimwtXtJGnF492uKKpEe2eMkRcXePmFAbLZIuGQCyEJcjmdyYkEJ46PMzmRpHdLVSmN1uZWwedz0NQc5lTfBC88d47NW6rx+hxgWnYeI8PzHHl7hFQqz6699QSCN2fuf0t71HT3VJaFmWuRFYnOrgo6u5abfoKVz/fQRzrXPL7P52Dvvgb27mu44XNdFYeCtreBzDdOkPyzAxQHppGr/BQHZyicmkD4bjxsXLhU8qcmiP/e82jbaiwfmu+fBdPE/fEtSKWwMMnnwPP5vST+w4vE/+1zaHc1WSKRbqCPLFC8NI/3V+/Esef67sdiBa6qah/xeBa3W8MfcLIwn8Ht0ZBlic6uGJVVPmZn0hi6gcutEimZE6uqTH1DgJpa/5L8/GDQVY6KaWgKYRjmklx9qwSqNYNSVZk7726irSNKVZVvSbSM06nywIPtTE0mSaXySJKEP+AgXKqa5fM6+Njjm6hYwxxYCIlQ2EVdfZCaGnvwtLlCsVjkwIED9Pdb5paqqlJdXc0DDzxAV1fXj/ns1qcYP0X6wl9hlkLdhaQhe5opLhynuHAcADW0Ey2yrxSdAs6aj2EW0xQWjqOnhzHNIpLix1n7GM6qj1hVnK6azAnFi7vp5xGKl2L8FMXkecBEclTgav4crronUQKbl/g6SGoAX++/Rw3tIjf+DMXUIJLqx1n/M7jqPkF27HvkJ18qlwRfPHdn7ZPI3g5y40+Tnz6Anp1ESCpqYDNa9B4cVQ/9CO7qymiyk621D7C19oEV349663mw+5dXfO+jm3+9/P+P9v7zK/+/+V9QLJkJa7KLvU2Pc2/bzy7vW3Gyr/nJNStACSHRGt1ZruJ0NYsCUUt0x4pt60LdfCL0O6se28bGxsbG5icVSRLceVcj6XSeM30TfPNrJ1BKthK6bmACHrfKXfc0c9c9TXhXzHqw+XHh9qjs/3AHkiQ4d3aa032TyIoA0/IfkiRBMORi/4c72buv4aZt6N/SQs2tipAlJLeG0FZQlRUJyaMhtMWqFwJtRy3ef3onmW/1kfl2H0KRkJvCuH9mG4V3xyicGrd2b4RAXGOgJBwywqVRFpVVGeFWLbNhAWgK2u563D+3g8y3TpL6P4cxc0Xk2gC+X78XxwPtS5y8tZ11+H93P5nvnKJwZJTcSwMgBFLEjdJZgRzzXtO/gvBosM4DJ8sSlVW+JVW5fFeJUEIIQiFXSVxZisOh0N6xuvGpLEt0dK5vjBoMuVbNVVRVmZpVIpdUTaapeWWzV8Mw0YsGyVSeoQtzbNtRU3Zat7EBS5i5//776enpwTAMfD4f7e3txGIxFGVjQ2xdXR0PPfQQDocDj+c6EoFvAo6qh9Bi97Gmv5eQEfKVSAnZ1423+19imgUwjVJbyUppkrRlRppCUlEj+1BDOzGNQunzpnVcsdhm+RgjOatxt3weV9NnSv0IhOwAoeJp/Se4m38RcU0Eh5AU1OB21EAvZnu+lNYlrL4kx498p9rGxsbGxsbmJxvLMF7j4Ue62LGzlsuX46QSeauARKkKUWWlj0jUvapJr82PDyEEFZVeHnuyl5FLC0xNJclkCghEqQS4i9raAF6fY4nJ8A33e22ViGu4OU447zOMRA59PIEUdiGF3Uty1MxkDn0sgRTxIF9limQWdIzpFEYybxnX+p1IETfGbBozlUeuCYAkrJLZBiglg2N9IoGZLiDXBRCqjDGbxphNW5EwDgVjKgm6gVTpw0zkMGbSmIaJ5HNY5bRX8GExTdPysJlJYWaL1hrGpVpm0J6lCyZ9IoExn0VpCN5Uo+jbhZmZNC+/MMDCfIZA0MlHHu3GvYIz+m3A7T7i22ORjc0q6EaRo8PfZzo1zP2dv1BOR7pFscciGxubW4HbfSwCezyysXm/sOJ4ZAs1NjZrkMkUGLowiyxL1NYFcLnV21Xlvi1P+irsscjG5v2BPRbZ2NjcCtzuYxHY45GNzfsFW6ixsfkJ5nafkNhjkY3N+wN7LLKxsbkVuN3HIrDHIxub9wsrjkfvHzttGxsbGxsbGxsbGxsbGxsbm9scW6ixsbGxsbGxsbGxsbGxsbGxuUVYL/XJxsbGxsbGxsbGxsbGxsbGxuZHhB1RY2NjY2NjY2NjY2NjY2NjY3OLYAs1NjY2NjY2NjY2NjY2NjY2NrcItlBjY2NjY2NjY2NjY2NjY2Njc4tgCzU2NjY2NjY2Nv8/e/cdJtdVHn78e8v0tr3vqqykUW+WLPciY7DBxsYQIGBCgDgkhJLQCSWhJASS0H5JDKGF5gK4YRtjW8a2bMmW1bWrMlptL9peZqfPLb8/ZrXSandVbJWVeD/P4+exZubec+6d2XPPfe857xFCCCGEmCEkUCOEEEIIIYQQQggxQ0igRgghhBBCCCGEEGKGkECNEEIIIYQQQgghxAwhgRohhBBCCCGEEEKIGUICNUIIIYQQQgghhBAzhARqhBBCCCGEEEIIIWYICdQIIYQQQgghhBBCzBASqBFCCCGEEEIIIYSYISRQI4QQQgghhBBCCDFDSKBGCCGEEEIIIYQQYoaQQI0QQgghhBBCCCHEDCGBGiGEEEIIIYQQQogZQgI1QgghhBBCCCGEEDOEBGqEEEIIIYQQQgghZggJ1AghhBBCCCGEEELMEBKoEUIIIYQQQgghhJghJFAjhBBCCCGEEEIIMUNIoEYIIYQQQgghhBBihpBAjRBCCCGEEEIIIcQMIYEaIYQQQgghhBBCiBlCAjVCCCGEEEIIIYQQM4QEaoQQQgghhBBCCCFmCAnUCCGEEEIIIYQQQswQEqgRQgghhBBCCCGEmCEkUCOEEEIIIYQQQggxQ0igRgghhBBCCCGEEGKGkECNEEIIIYQQQgghxAwhgRoxLhwOfz8cDn/xfNdDCPGnTdoiIcRMIG2REGImkLboT5Ni2/b5roN4FcLhcOyYf3qBNGCO/fuDkUjkV2ex7P8D3gVkjnk5FIlEzKm3EEJcrM5nWzRW/uuAbwJhYAj4eCQS+fXZLFMIMfOc537RXmDWMS+5gScikcitZ6tMIcTMdJ7bogLgbuB1gA08CfxtJBKJnq0yxdmjn+8KiFcnEon4j/x/OBxuAf4qEolsOIdV+GYkEvnCOSxPCDEDnc+2KBwOLwbuAd4LPA2EgLxzUbYQYmY5n21RJBJZckzZCtAE/OZclC2EmFnO8z3a14B8YA6gAA8A/wx8/ByVL84gCdRcZMLhsAv4BvD2sZd+DXwmEomkw+HwdcAvgf8h9wcbAz5/JLI7NlKm40gAJhwO3wZ8GZgL9AF/F4lE/nDujkYIcaE6R23RF4AfRCKRJ8bKGBj7TwghgPPSL7oGKCJ3gySEEMA5a4vmAA8fGUETDocfAt58Tg5QnHGSo+bi83ngMmAlsAK4lNzNzBFl5DoQleSeQv9vOBwOH7+TcDh8KfBz4FPknlBfA7Qc85EPhcPhwXA4vD0cDr/1LByHEOLCdi7aosvGPlMXDocPh8PhX44N+xVCiCPOVb/oiPcCD0QikfiZOwQhxEXgXLRF/w3cEg6H88PhcD7wVuCJ4/chLgwyoubi827gI5FIpBcgHA5/GfgBcGwCqi9GIpE08Hw4HH6cXGT3q8ft5wPATyKRyNNj/+485r3vAZ8ARoDXA/eHw+HuSCSy6YwfjRDiQnUu2qIq4D3k2qEu4GfA/xsrWwgh4Ny0RYzt2wu8DXmCLYSY7Fy0RTsAJ0dHFz9DbpSOuADJiJqLTwXQesy/W8deO2LouKc8x79/RDXQOFUBkUhkRyQSGYhEIkYkEvk98CvgjtdWbSHEReast0VAEvhpJBI5GIlEYsC/Am989VUWQlyEzkVbdMQdwCDw/KuopxDi4nYu2qJfAweBABAc+9wvX22FxfklgZqLTxcTVx6oGXvtiPxwOOw7wftHtAO1p1imTS5hlRBCHHEu2qI95NqfI2QZQyHE8c5lv+i9wM8jkYi0RUKI452Ltmgludx98bEHWN9HHmBdsGTq08XnXuAL4XB4K7mbli8xOZL65XA4/I/AOuAW4J+m2M+PgafC4fBjwLNAORCIRCIHwuHw24A/AAlyy7/dCcgSlEKIY531tgj4KfDFcDj8S6Ab+Czw2Nk4GCHEBetctEWEw+Eq4Hrgb87KUQghLnTnoi3aCvxVOBz+9Nhn/5rcQy1xAZIRNRefrwHbyP1R1pGbq/i1Y97vBobIRWh/BfzNkU7GsSKRyCvA+4Bvk8tF8zxHo8AfIzcfchj4d+CuSCTy3Fk4FiHEheust0WRSOQn5BLqbSE3RDgNfPTsHI4Q4gJ1LvpFkMuX9VIkEjnZ9CghxJ+mc9EWvR+YDXSQu1ebS26kn7gAKbYtozP/VBxZ+i0SiVSd77oIIf50SVskhJgJpC0SQswE0haJqciIGiGEEEIIIYQQQogZQgI1QgghhBBCCCGEEDOETH0SQgghhBBCCCGEmCFkRI0QQgghhBBCCCHEDCGBGiGEEEIIIYQQQogZQj/J+zIv6k/cSDrJl7Y8ygONOwDIc3n41es/wIqis5eU/LeHdvCZzQ+SNo1pPxNyevjF69/H6uKas1aPi4xyvivwGklbJMTFQdoicdblpvXbKIrCTPzJZYd3MbjpNpwFl+Kuehvxhu9hxhuxzSSgogcX4w9/Elf5m1BU5/h2tm1ijjYQO/CvpPuew86OAjYoOpq3Bt+8D+Oufjuq7seINzO06XYUR4iCq3+PqvuxbZORHR8i2fwT9OAiCq55Gs1dim3bxA78K/ED3yDvsvtwld0M2BjDO4kd/BaZ/hfGygIUDT2wEO/cu/BUvwNFcx+tn5Ul0Xg3o/u+QmjVf6HoPmL7/wUjdgjbjIOioXmqKbjiQfTgonN6zqcw834Yp++MtUexwXae/eG78BVUM//yv6B+w3eI9jagu3zMWvFmFl7zQSIv/piWHQ+QTcdx+QpY+rq/Z966d4/9nY1VyLYZ7W/i4Kaf0t3wAsloD2Y2haLquHz5hMoWsuiav6ak9nJUdfJtqJFJ0rl/Awc3/YTRgRayyVEsM4uiauhOLy5fAaHSBay+9Uv4CybfA6QTQzS9ch+tux8lPtRONh3HtkxUzYHu8uL2FVEevpYlN3wMlzdvwrapWD+NW++nc++TxIe7yCajmGYGRVHRnV58eZVUL7uZ+Ve8F5c3f1LZtmXS37aDAy/8kP7WHRjpOGBjZFNgW7kPKSq6w4Mvv4p1f/YfFFavmHDuon2NRF78MT2HNpEc7cU65tzlVywhfPVdlMxdN+W5OxMyySivPPAZ2useZ8FV72flTZ9Fc7hPvqF4raZsj87OtyzEa+BUNYIONwklg2nbmLaFZVuYkk9JCCHOKtuysLMpcjd/CorDM6ETLi5stm2TSQyBouB0B1FU7XxX6YyxjBjG8B4yAy9hJtrANlCc+TjyVuEsWIfqKUdRZtbxpvuew4g14Sy8DF/thwDIDGwi2XYv0T2fJs9ZhLP46vHPG6MHie76e7KDL+MqvxVX8XUojgBG7BCpjt8SrfsMthnHO+cuVD2IHgiTHanDSnajBuZhZ4YwYw0ozjzsbBQzdgjNXQpWCjPWiOLMR/PkHsSZsUOM7PwwRuwQ7sq34Cq6BlQnRnQviZafEd3zKRTNi7vqrSjKcQP0rRSprkcwY41ogQV4av4cNA9mohXbSKA4C87ZORanZ/jwfho2/4y88oWEShfQuX8DLTsfJh0fItp7iFkrb2N0oJXexpc49PIvqFp8I55gKXAkSNPM1of+kf6W7fjyKqhZcStuXyHZdIy+lq30Nr7EaF8ja+/4OqXzrkI9pg2ybZuOfU+y89GvYmQSFNasJK9sIZrDQzY1ymh/EyPdEdLxQVTNManutm3RsPln7Hvuf9B0NyW1l+MvmIWqOUjF+hntayTa14SRTU0o94hsKkbn3qeIDbYRKJpDsGQ+bn8hRjrBQMduBjv2EH22CVV3sejav5l0bYz2NbLt4S8w0tNA2fyrqVx8I05PiNhgG227fsdw9wH8BdUsvu5DhMoWEiqdP+HYR/sa2frg5xho24kvv5JZK948du5G6W1+he6GFxnpbeDSt36D0rmXX1Ttt5iaBGrEjHNp6Wy+fsVbGEzFiWZSDGcS9CVGeam7mbbY4PmunhBCXLTMkcMMP3M3VjqGFiwl/3V/h+IJnu9qiTPENFK88sBn0BxuVt/6T7j9Ree7SmeElY0SP/htkq2/wEx3g2V04i3nAAAgAElEQVSAooBtozpCOPIvwb/kKzgL1pzvqk5gZ6O4Zt+IP/yp8eCFq/xmbDNBsv1+km2/wlF4OYqqY1sGybZfkel/EXfl7QRXfAvVVYSiqNhmGmfBpQxv+wDxxrtxFl2LHgij+eeR6XseK90NgXmY6T7MVDfOoqswhndhxJtwFF6BlY1iJtrQ3GWo7hKwMiTb7sEYqcc79y78Cz+P6izIDd+w3ozqLGB07z+TaP4RrrLXozhCE4/LTJHueRrfvA/jm/dhFGc+oIKVxjZTKI7AOT/X4tRkEsOESuezZP1HsMwsppGmo/4JepteYtnrP5EL1PQ1sfm+j5GM9jI60DIeqDGzSQ5t+SV9zVspnr2G5a//JKGyhWi6E8syiA20Ur/hO3Tse5oDL/yIUMl8vHkV42WbmQSHDzxHKtbPnEveyrIbP47LV4CiaFiWgZGJExtowzLSuP3FU9a968Cz2LbFvMvuJHzVB9CdXhRFwTQzGOk40d5GXL4CdKdv0vbeUDmLrvtbNN1JXtlCdLcfTXNiWSbJkW52PPZlug9upHPfU8xb926cx10bO/c9zUjPQUKlC1j1ps8TLJ6HoqpYRoZgcS1bH/wcZjaFN1ROUc2qCdsa6TgNL/+C/tbtlMy9jGU3fpxQ2YKx8g1G+1uoe/o/6TrwLJEXfkyoZP74eRcXr7MSqLEti2w6hplNYR8Z6jUNRVFw+QqmjIwCmJZFZLiHJ9v2cjg+gmFN3F+pN8hHll+P1+Gccntx4SnzhbjJN/GiP5JO8oWXH5FAjRBCnEXJyAsMPf097HQcR3mY0DXvQ5VAzcXDtokPd6E73FjW9NOLLyT2WFAhfui7OPLX4At/Et0/HxQNOzNIuvcZUl2PMFr3GfLW3YvmLjnfVR6nuopxV96G6iocf01xFuCZ9Rekuh4lM7gFK9WN5q3CSveQ7n4KFBXv3L9GdRWPP9FXNBfO4utxldxAsuM3pLsfxxFahh4IY1tpzEQ7tm1hxpuxM8O4y28lHmvCGKkHM4mdHcaMN+PIX4PqLMJKd5Pq+h2qqwTPrL8Yr58CoLlxVdxKoumHGNG9GNF9OAsvP+7IbPTQErxzPoDqOiYYqLknTJUSM4/u8lEy9zLcgWJs26aoZjWd+57CHSimYuF6HC4/3rxKgsW1dDdsJH1Mv3yoay/tdU/g8uax+Pq/o2j22vHfqAbklS9mwZXvo791OwPtu+ht3sLsVW8Z396yDLLpGGDj9heNBVS8Y9u7cLh8eALT//2aRhojm0BRNDzBElzevPFRJ5rDjdMdxBsqn3Z7zeGieulNk18HHCW1zF51B30t20iO9pEc7ZkQqLFtm76WbQAU1qwmWDJ//NhV3UnpvCvwF1QzdHg/Q117KQ9fN6GMwc49dNT/AZcvnyXrP0zRrEsmnLv8iiUsuOIvGWjbRX/bDvpatlKz/JZpj0VcHM5ooMa2bRLDXXTue4q+lq2k4oPYJ+kIaA43a277GoGi2VO+P5xJ8I3tT+LWHYTzStGOG15Z4PahyrBsIYQQ4jWxbZvkoc3Y2fT5rooQp8w24qS7HsERWk5o9d1ovtkcXSvDxln2evTAfGKRf8cY3oVW9vrzWNuJFEdwfKrRsTRPNaqrCCszgJXuHQvU9GMl29A8FWieykkJDRRVR89bAe2/Jju8BxvQ/bUoegAj1ghWmuzwThTdh6PwMrTOBzGi9VjGKGaqGys7jB5cjKJoGLFmrHQf2FkSLT9D1X87oSzLiGFlo9hGDCvdO+WxOYJLJgZpxAVBd3pwB3Lfm6IoODwBVM2BJ1Q+HjRRVQ2Hy4dlGphm7nph2zb9rTtIx/oJFM3BXzibbCo6af9ufxEOd5D0YBvDh/fDMYEa3ekjv2Ix3Qefp2Xnw+hOL1VLb8JfOAtNd02eYnccl6+AUMkCor2HaNj8M1RVp2zBtXgCJai685Sn8dq2jW0ZWKaBbZu5nFe2je7yoihqbqTRFNdJIxMHFBxTjNZRVQeq7gLbwjQyk8rra9lGKj5IqGQe/oKaqc9doBiHO0BiuJPh7gMSqPkTcEYDNenEELue+Dpd+zdgZBIn/bzDHcRfOOuko26cmsZb5q7khuqFkwI1cHFkAxNCCCHOJys5Qrq9LjdtRIgLhG0bmKluXGU3o3mrj8tDo6DofpxFV6M0fA8rO3Te6jkVRdFhqhEmqgNF92NlhrHNFAC2lcY2EqieShTVlZvaNWmz3PQpOzsCtonmm4PqzMOMNWCbSbJDO9B8c1GdReihZaQ6HsDODmGMRnJJTkNLQFGwjRGwMljZYZJtv0SZpqetOvKYrheu6H5Qph4tL2YuRdXRHN6j/1Y0jgQfxgMligKKCthg5fJH2rZFfKgd00gzOtDCxv97/5SBEdsyiQ93YFsG6cQwtm0fHXmi6cxedQexgVba659g77P/TcvOhymddyXlC66lsHol7kDxtAEXTXcRvur9JKM9DLTvZOfv/5XAlnsom38VFQvXk1e2CIcnOO32tm1jZhIMdtYz0LGLaG8jqdFesuk4ZjZFJjGMkY6hu7xMlcfZGyqHsfNgGekJSXhTsX7S8QFU3YUnNHHKkm2bxAdzU7qifU0895P3TllHyzJJDHdhmVkyiZEJ5246tm1jZBIkhjtJxQawjDQoKg6XD5evEG9eOZrumnLbI3/36cQQscF2sskRbMDpDhIomo3TE5pyuyOyqRiJkS5S8cGxhNIaDpcfX34Vbn/hlIG3THKEwY49ONxB8soXoagqieHDJEYOY2YSufMXLMVfUD3tbJwjx51Nx4gPtpGOD2KZ2bEk8xPpTi+F1SvGg5DHMo008aEOUqN9mNk0msOFJ1iGL7/yhGWfSWcsUGPbFt0HN9JR/wSq5qBmxa0UVa9i6PB+2uoeY87qtxIonEN8uJOexs3EhzpYcOVfMnvVHfgLqqfdb9Dp4ba5K/nR3hf5XfNuAg43qqJgk7s0lHgDfHDJNTL1SQghhHiVbNsm29tEtufQ+a7KBSkZ7WXvH7+Hy1dI+KoPTMpdkIz2Ur/h23jzq1hw+XtxuP3jHeiexk30HNpEarQXhyePkjmXUjb/6gn5Yw4f3EjrrodZdO3fkBzto/vg88QG23F6ghTNWkPV4htxeELjnXbbtknHBmjf+wQDbTuxLJPC6pWUz796yttqyzKJ9jbQtf+PjPREsG2LQNFcKhffSF7ZQlRtYndx7zPfQ9WdzF3zdoa69tJ14FmS0dxUgPLwdZSHr5u283+mKYoDzVuNbaVgqkUHbBvbTKJoHlRn4eT3zyfbBCszxesWmBkUVYex1V0URQfVAVYG2zan2V0uqIPqBEVFdRai+WoxYg2YyS7M2CFc5W9E1f048teQaP4xRvQARnQfiu5HDywcKyu3vR5YQGD5N1H1aW7IFBXdP2+ag1OmDCaJmU1RlAmJdo98g8cnrj3+m7XNLNl0fPzfZjY1bRDBGywDmPJG3184i0tu+wplC66jbfcjDHbW07jlVzRv/y355YuZs+ZtVC15Ay5f4ZT7L6xZzeXv/C5dB/5Iy84HifY1sn/jD2jceh8FVSuoXfsOKhbegOZwT1qtKtrbwP7nv0/nvg2YRgaXLx+XNx+nN4TTU4rm9JAY6Zr2vNUsv4WuA8/S07iZQ1vuoWLhejSHi3R8iIaXf05ssJ2CquWU1l5x3LkzJgxwOOG5Cx05dyeekmzbNmY2Ref+DbTueoTh7gOkYn1Y2QwoCg63H7e/iIrw9Sy/6TNo+lT30Qo9hzYT2fQThg/vJ5McHis7RH7lUhZd97cUz1o76fqQTgzTtvt3dOx9itGBFtKx/vEEzg53kEDRHKqX3szcte+YdBzR3kZeuu9jBIrmsOb2f6Fj35O01/2e+GAHRjaBqjnxhsqoWnIT8y9/D968yknnyrJMeho3cXDTTxnu2kcmGcWyDCwjw3iATVHRHW6CJfO48t134y84GqixLZORngYim35CX/MWktFeTCOFprvxhsqpWHg9cy/9c4LFc086yuu1OnOBGsukt3kLtm1TvfwWVt78OZyeIG17HqNz/9OUL7iWioXrsUyDaF8jdU9/i64Dz1Kx8AYUdc60+x3NpPhd0250VaPUE8Sp6RMah8Bxf2ji7JruqYoQQogLmG2R6T6IEe053zW5IDk8QZLRHjr3P0Pl4tdRULls/D3bthlo30nbnsdYdN2HUMc6xNlUlMiLP6Zp6/24fIW4/UXEBtrp3PsUlUtuZMUbPo3Tm4+iKMSHO+nY+ySa00tf0xYc7gCaw81gx56xTmwbi9d/eDw4kkkMUff0f9JW9zjeUDmeQCnN239Lb+Nm0slhvI6y8fpZlklf8xZ2PvY10okh/AU1KKrKQNtO2uufYOVNn6VswdUTniD2t+/EyCRQVJ2mrfflbnpUnf62HeguH+ULrn1V59G2bSzLwhrLR5i7aVRRFGXavp6i+3BXvoVky88xRvejBxfDkVE1to2dHSJ1+DE032z00LIpghzqeetH2mYCK92P5qmc+Hp2BCvTj+IIjY1aIff/rhLMVC92dvLTdNu2MeNNAGjemlySYUVDDy0h1V6PMbIH24jlzo/mzk2LUl1ko3sx483o3lmoztySw6qnAkX3YVtZdF8temDBOTojYqY6af9f1cbbiPyKxay57WsnXdbZ4Z6cVFpRFJyeELNWvpmK8LUMdtbTuX8DPYc2Mdi5h5HeBoa69o21j5MDPYqi4M2roPbSd1K5+HX0tWyju2EjhyPP03NoE8Nde0nHBpiz9h3ox9Qvm4qy79n/pm3PY3iCZSy67D2UzbsSb14FqqajKCo9hzbxcte+aY+npPZyFlz5lxzc/DP2PPnvNL5yLw53gNRoH6lYP4HCWSxd/xF8ecdNd1RUlLFzV1C5lDW3f+2kIzYcJwnU5BI738P+5/6HdGII3ekjr3QhTm8Iy8wSH+okPtSJbdvTljXcvZ/uhhfIJIfJr1yCy5tPKtbPYGc9hw9uJJMcYc3t/0JB5dIJ22USQzRt+zUj3QfxhMopnrMOlzcfM5tiuPsA/W07GOmJoDu91K5715Tt72h/Cwc2/i+dBzbgCZZStuAaFFUbX/nr4Ob/w8gmWXnzZyeMhrFtm+HD+9jx6JeJDbRRNOsSSmsvR9OcjPQeonPfU2SSI4RKFzD/sjvxF86a8FDEtm0GOnaz+4lv0N+6HW+ojNJ5V+Bw+UnHBxnsrOfgSz9nuCfCmtv/hUDhrBN+D6/VGRxRYxMbaMHpCVK95Cbc/txTiyOdBss0UDUHquYgv2Ixi675azbf82Gatt5PqHQBDtfk+XxHaKrK+xZfwQ1VYTTlzF9QbdsmYWQ4HB9hOJMka5noikqey0uJJ0DQeeaDQbZtk7VMDieiDKXipMwsAC7NQcjppsQTwOdwnXa5lm0Ty6boSYwSzSTJWCYqCl6HkwKXjxJvAP01nEMFBfWYxjpjGvQkRhlIxcaOQcHncFLqCVDo9qOpZzfSeCaZlsVgOkF/cpTRbBrTstBUlYDDRaHbT6HHN+XUu1Nl2RadsWG6E7l5p8WeAJX+PBzHPKWwbJveRJSuxAhZyyTk9FDhCxFwuiVIJoQ4a2wjQ+rQS2BN/aRenJjucFO5+EZ6Gl+i++BGCiqWjo8mMNIxDh98Hs3poWzelaiaA9uyaN31Oxpe/iWzV72F+Ze9B4c7QDY9yqEt99D4yj3kVyyhdu07xzvwtm3TUf8Hlr3u78dGrLiJ9jWy8/Gv0rLrYaqW3Ux++WJsy6Rj75O07v4ds1a8OTfCx5tPKtbHwU0/JTF8ePyJNkB8sJ26p/4Ty8yy5vav5YJMisJofxO7f/9v7Hnq33EHSyZ1xoe69mFm0yx93T9QULUcVdXJpEbQHJ5cLobTZJomra2tbN++nY6ODtLpNMFgkHnz5rF69WqKiqbPd6L5akHRGH7lvTiLr0bzzQE07Ew/mYGXMEYjuCvvINXxADBxur274nY07+Q8MeeCme4nO7QVPbgkN3qG3Aj1dN9zWMYozryVqGNBHM1djiP/ElIdvyHd+wx6aCm5NKNjAa5UN5n+jbnEwiXX5wpQNBzBZSTNn5Hp3wyKhu6fh6KoqK5iNE8l2cFtWKnDOPJWo+i5G2fNOwtH3irSPU+R6vodvvkfRVEnP3HPBb3OX6BLzByqquMJlqKoOkY6gTtYcsLEvyffn4bLV0D5gmsombOO+FAHjVvvo+Gln9G8/beUh6+javGNU26rKAqK5sAbKqdm+S1ULrqB4e4DHHzxp7TVP05k808pnLV6QkA9NthG14E/YlkGC6+5i3mXvhtVnxjAsGxr6lF7Y3Snj6qlN9HXspWRngbc/iIUVaWwegX5VcuoCF9PsLh20ugkVXPgCZTkzl0mgSdYisv36pewt22Lzv0b2P/898kkRygPX8+CK99HqHgemsOFbVlkUlFiAy0EimZP+/fb1/wKeeWLufy27xIqW4jucOdGgR7axI7HvsJQZz1tex4jv2LxhJEl3lA5C658P6qqkV+5DJc3D83hxjIN4kPt7Hzsq/Q0vUzzzgeYtfLNUwbsUrF+2vc+wbxL30XtunfjCRSDopCKDbD/ubtpfOVe2nY/Su3ad5BfsWR8OzOTpHn7A0R7DlGxaD2rb/kn/GPBFDObxJtXwYHnv48CVCxcjy9/Ytufjg+w95nv0deylaolb2Dx9R/Cl1+NpjsxMkkGO3az/dF/pufQJg5u+gmr3vTFSSOKzqQzuGcbIx1H1ZzjSagAVIcbxuaJHYn+K4pKXsVi/IWz6G/ZRjrWP22gxqFqVPnzubvueR5vqcOvTwxelHgD3LXkKrxTDtk6qjM2zPfrn2cglSDodPOhZddS7c9nNJvmqbZ9/KF1L/uGDtObGCVjGThVjSJPgLnBIm6ZvYybZy0hz+U9rURU36/fSN1Abojc2+at4vrKMIqikDAyvNLdzO+a97Czv52eRJR4Njf01as7KPL4mR0o5IryWu4MryPgPHmGfMMyaRsd5LGWOl7ubqY52j8WPDFQFYWg00O5N8iq4mpumb2clcXV+B2n35HSVRVVVUgZWfYMdHJ/wzZ293dwOD5MLJtGIVfW7GABa0tm8/b5a5gXKp7RAZu0mSUy1MNDTbvY2ddOe2yQoVQuYOdQNfLdXip9IdaVzuG2uSuYn1eK6wR/lIZl8cO9L1A30EWey8NHl19PwOnmsZY6frT3RZqi/WBDdSCf2+eu5M7wOoo8ftKmwYb2/Xy/fiMNw72kTYNCt4+VRVV8ePn1rCiqks7QabBtG8wsVjqOnUlim1lsywTs3AVF01F0F6rDgzKWIO6sD9O27VySukwcK5PENtJgGti2NVZ+7qmK4nChODwoDjfK2fjbGa9HAiuTmKYeeq78s1QP28hgpWLY2SS2kR0rWwHNgepwo7oDKLrzT2rovG3bYBlYydGx85I5+p1oDlSnB8XlQ9FPP4h/snKt+CDJQy+dsX3+KSqZexn+wll0HXiW2nXvxuXNjYSIDbbR3fAihdUrc3PuFYVUfIC2PY/h9hWw4PL35qaAKwpufyHz172bzr1P0rbncWqW34LLmz9eRtGsS5iz5u3jw9QdngCVi28k8sKPiA20kl++mExyhK7IszhcfuZddieB4loURcHtK6D20nfRdeCP4/uzbZvDkedyT6hv/gzl4WtRxwIGbn8h4av/ii2/+QTtdb+f1Bm3TYM5q++getkbx3+PXqZfUeVELMti+/btPPzwwwwMDEx4b8+ePdTX13PnnXdSXDw5P4WdHWG0/gsY0b0AJNvunbKMZNuvpnzdkbfyvAVqsDLEG7+PorpxFF0NQHboFRKN/42iuvDUvAtVz/WPFd2Ld+5dGCO7iTd8B1UP4Cy+DkXzYCY7STT9gOxIHe7KO3AVX5PbBgXNPxcUnUz/8yiOANrYVCXVWYgWmE+m/0Wwsnhq3pXLK0NulJK39kNkhrYRb/g2thnHXXFbbhlu28RMdmEM7wbViXfuXUi2SKEoCkU1q3H58omPdNFzaDOzVtw6KSjxamgOF8GSWhZecxd9za8w0L6Lke7ItIGa4+ulO70U1axGv95Df9t20rFBRvuaJgRq0vEhsukYusNDfsUSlOP6+ZZlMNC2E9NIoTP1PWs2OcL+5+5mqLOeS277CjXLbzmlXCaKolA8ew0tOx4gPtRBT+NLVC+96VWfu3R8kKat95Ma7aVswbWsue2r+PInjtpzB4oIFs894X50l4+lr/vYhKlautNL9bI30hV5lpYdDzJ8eB/ZdBznMcEWzeFmzuo7ptyn07OEuWvewWDHHpLRXhLRbkJTBGrAprBqBYuv/zAu39FroO70Mf/y99C1fwPJ0T5Geg5OCNQYmQR9LVtRNQcV4evxF84av2boTi81y95I09b7iA93MtrfPClQ09O4me5Dm/DlV7Hsxn+YsHqX7vRSHr6O2sPvoP6Z79K1/xnmX/YegiXTTf987c5oCEjV3di2OWGencPpRVE1ktFebMsYfzKkO33oTi/RvkaMbGrafdrYBBwuFhWU56KYr/JaEM0keaptP53xYVyazi2zl+FzOPnh3hf5VeQVhtNJ7GMSQ6VMg47YEB2xIXb3d1A30MnfLLuWWYFTj3Bu6WlhQ/t+AOYGi7iucgEpI8svI1v4yb7NHI4PYx4XmR3NphnNpmmODmDaNn++YO1Jy8mYBs91HuTuuo3UDXSOj845wrJtBlNxBlNxDgz18FxnA2+tXcVfLb7ytIJPALqqYVoWDzft5vv1z4/V89inUzaD6TiDfXHqBrrY2tvK59bcxNqSWehnoLE+02LZNA827uT/9r9Ec7Sf7HFPkzOWQU8iSk8iSv1AF893NfDehZdzR+0qPPrUja+NzZaeZja0H8Ct6bytdjXtPS18a+cGOuPD4587NNLH/+59AaeqcdfSq9nS3cS/bf8DzdGjndTuRJSn2vcTN7J8+6q3UeY7ceIuAbZlYQx1kG7dRebwATJd+8n2t2DGBrDSMbBtFN2J6slDD5XiKJ6Nq2YlrtmrcVUszgUHzka9smnSnfWk2+tIt+0m23sIY6QHKzGCbWZyARqnB82bh5ZXgaN4Ns7SBTjLF+KqWoLiDpyRm3PbSJPu3Ee6fQ/ptl1kextz9YgP5+qh6iguL6onhJ5fgaNoDs6y+TjLF+KsWoLqnj4R36mwUjHSHXWkGjaTatud+25G+7CzaRRNR/MXohfW4K5ZiXvBVbhrVrzq5aHN+BDx+qewU7Hx1xSXF9+ym9COufCfKttIk9j/HMZgx4TXvUteh15YM+15MRPDJOqexBqrh+Jw411yA3ro6KgG28iS7qwneXATqaYtZPtaMGP92NkUiuZA9RXkfqsVi/GEr8Y991LUE4xEPemxmAZGtAdjsINsfwvp5m1kexsnfMZKjDD60r2nfv41B77lb0APlp78sxchT6CEkrmX0brzIaI9B8eXpu1teplUrJ+KhTeMd9oziWFiAy3oLh9dB/6IdsyDEzObxsymSY50Y2QSEwI1+RWLJ+QSUMaeOluWiWnkViExMgnig+24/cV4Q+VHf5djUwKOzQthWybR/iZsbEKl4UmJeANFs9Fdfkb7GjEyyQkP1XSnh8Ka1WekXRoZGWHjxo2TgjSQCyY1NDSwY8cObrjhBhyOiddeRffhX/APWNmRV1W25qt9VdudCZq3Bj0QJlr3WVRXCSgqVqIdy0zinfUXuMtunvB5Z8E6/Is+z2j9F4nWfQbNXY6iB7BS3ViZAVzF1+Ff8AkUx9hvRlFQnUWojhDG6IFcfpojeXpUF7p/PqnOh1E0N5p3znggTlFUnIVX4A9/lnjDt4hH/oNE849RNB/YWWwjjm0m8FS/i6mSqoo/TQVVyymqWU3H3qc49PIv8BVUU1SzamKA17bJJIZJjBwmWFI7IZdVNh0nNtCKv7AGh8s/Yd+2bZNJRsmmRwFwjgXCj5WOD5KK9eMvnD0p54ptW6RiA5hjfQ3HcflxHC4fqubANNIkoz0wng01t+1A2y469z2Nddw91oTyE0MMtO1CUVQc7gC2ZWGrJ0/4C1BYs4rC6pV07n+Ghpd+jjevgsLqFVOcuyESI90ES+ZNk1cGktEehrr2gaJQs+xNeI7pa5yOUMl88suXTHpdUTSCRbkgTzYVw8qmYcpgy9Q8oVIUzYFlZjCniQGoupOSuZdN+p4VRcHlzccdKCY52kc6PjFB/JEl3lXNgWOKfrPm9KI53GSSI+PXzGP1Nr6EZWYIlc6fEOQ5Wr5KfuVSNN1FKjZAbLD9wgjUKIqaWx++q45ob+N49M0TLMXhDtLfmlt2zDvWgTPScbLpOLZlcaJGPuj08NEV63OJ8UyDjGXi052vaYRG2jTY1tvK71vrub9hG2nTwKM5KHD7cOsOTMtiJJNkKJ0LOI1kktx7cCvdiShfv/x2Sr2nf6NyODFCLJvml5EtfHfXH4mPLc3m0R14dSeaopIys8SzGUzbwqFqLC2oIOj0nPRYfn7gZe6ue57e5Oj46x7dQaHbh0vVMW2baCbFcCaBaVt0xIb4n7rnaY8N8ZlL3kCFN3TKx6MpCo8213Ffw1aG0gl0RaXY7cfndKGSGy00kIqTtUyylsmOvjY+u/khvrj2jayvWjhjllK3bZtYNs23dm7g3oatxMaW2VNRCLk8hJweNFUlaxoMphPEs2kylsm+wcN8devjDKXjvH/RlSdNYp0yDV7oauCp9v0MpuLMChRgWBY9iSiGbRHNpLjn4FYWFpRxd91GWkcHKfEE8DtcDKbjDKeTWLbNS4cbebSljvcuvAznWRxid6GyLQsz2kOyYTPxXY+RatpKdrAdOx074XbjTbTmQA+V4VlwJXk3fhT3rFVnLGBjxgZJHtpMdONPSDVvw4j2wgku9BOoucCFo3gOvhVvJO/Gj6C9hqBF6tBmRo7UY6QXzCmSWJ6oHkWz8S2/ibzXfwxtirnh0zkyeiexd0JHISQAACAASURBVAPDz/6AdNsuzGhfLmHmcbK9jdD0CrGtD6AFinDVrCS0/oP4lr4exXl6gWVjuIv+X38WY6Bt/DUtrwJX1bJXFaixMkmGnvouibonJ7xe8dEH0Qtrpt3OHOmm7zefw+hvBUD15lH6vh8QWPs2bMsi29PA0FPfJb7nCYyhzmmmHzWSbt5KDFD9hXgWXEXe9R/Eu+j6U/6tpjvqSex/lszhCJmu/Zgj3ZiJYaz4UG5U1VT1vu+Tp7RvANUdwPnJJ/5kAzWaw03Fwutp3fUIhw8+T0HVCkwjRVfkOTzBUkrmrBv/rGlkyKbjpJPDRDb9eNK+VN2BJ1Q21kc6avLNiXK0Iz/WlbKsXGJKl78IzTGxD6E7Paja0d+LbRkY6Tia7pyUXFNRFDTdje7wkE3HJ92gKJpj0s3Uq9Xd3U1bW9u071uWRX19PVdcccXkQI3mwV35lmm2nNkU3U9gyZfJDLxE+vBjWOk+9JL1uCtvx1V6I6pz4sNBRXPjrnwbemAhqY4HyI7swjbiOIuvwVl8La7yN6G6Sid8j6q7NDfyRvfjKrv5mGCMgrPwCpxFV6Jo3lzummNkDI1B/Q4yFUvI9v6BkFqHQx3JJW/2zcaRfwmu0hs5uhQ6gILqLsNRsA7NO32bKC5OLl8+i9d/mPhQB/2t29l8z0corb18PKiQSY4QG2hlpOcg3rxKLn3rN9D8RwM1qdE+tj70jwAU1awiUFyLy5uHZWaJDbTRdeAZRvubCZbMm9CeHjHS28C2h7+IJ1BMfuVSgsW16E4fZjbJ8OH9dB74I+nEIJWLb5wwCgPAl19NYfUqeptepn7Dd0nHhwiVziebjtPfuo32+j+gOdxTTtM5IrdS0UI69z/D1oc+j8dflJvSqOSCG05vHkU1q6lYtJ5QaXhC0ma3r4gl6z9CfLiTvuYtbL7nw+PnTtUcpBPDuXPXe5BAwWzWvvXr0wZqYoPtZFOjOD15hMomlnM6AkVzpj1edSy/j20Zk1Zvtm17fAWroc46RnoaSES7MdIxzGyaVHyAbGo0F6SbZiqZqjkJlS6Yss+nqPrYwA8b67h+rKo58PiLiA+2kRg+PJZ65eh9UzLaTTY1iu7y4fRMvJ5aZpaR3kNg2/S3bOeZH7x9yrrlYhix3BSy5KmtvvVqncFAjUbRrEto2fEAfS1bmbPmbegOD968SoLFtfQ2vUzD5p9Re+k7UVSdzn1PM9ITwZdXOeWSWEfYtk3SyPJoyx6e6zyIisKnVt9Itb+AHX1tODWdpYUVp5075BcHXmYonURTFW6ds5ybapawIK+EoNND1jLpiA3x+9Z6Hm+pYyAVx7Atnmk/wI/zNvPJVa/DdZrLcnXEhniocRd3120kY5ksLihnfVWYFYVV5Lu9OFSNWDZNZ2yYHX1tRIZ7uKKi9oSBDcMy+UPrXr6z6xlGMkkgl1z56op53DpnOfPzSvA7XBiWSVd8hJ197dzfsI3m6ABZy8wlaVZUPr/mZgo9p9bZ6kvG+NmBl0iZWRbklfKuBWtZWVRNscePqqoMpeJs623lF5EtNI70Ydk2jSN9/PuOp5kXKmFWoGBGTN9JmVl+fuBlfh55mbRpoABzgkXcOmc5V5TPpdKXh1PTSWQzNEX7ebYzwqNNexjOJIll0/xP3UaKPQHuqF01IcfMVH4R2YKuqnz6ktezvmohybFRVfce3IppW7SODvKfOzbQMNLLTTVL+ODSqynxBNgz0MlXt/6ejtgQhm3xXGeE2+euoNhz6lHrPwW2bZGo+wMDj/0bqaatpx58OJaZxRhsZ/Tl+0geeomCN36K4FV/iXqSQOkJ62WZpNt2M/jo14nvfRo7NXryjY5nGZjRHszRvtyIjVdxsbUtk3R7HYOPfX1sVMdrqUcvekHlpCHBJyzftsj2NjG84b+IvvB/p1G+jTnaR2Lv0yQbXyZ01XvJu/EjOErOfpb9s83Opsh07cM2DRJ7N9D/0D+Tbt56yttbsQHiOx4hdeglCt/yZYJX/cV4p+lERp77IcMb/uu1VF2cREHlcgoql9J14I/MXftOUqO9DHXWU7P8TfjyKsY/p+oOdKcXf2ENa2776pRJN1VNxxOc+CRU4eS/fVXV0ZxeLCONmU2hH9OOmUYG65jl1xVNx+H2YxkZzGxyQofzyKohRjaBw+Wfegj/Gbqc9/X1YRgnXhZ+aGiIdHpyQNG2rfHlqE9G0f0oUy2Hfb7YFqojH0/NnXhq7jylTRRVRw+twB9aMfX7ipLLg5i10HUVRfMSXPmdKT/rLLmBgpIbpnwvGk3x4gsd9PXaDA9fw7vf8/fMnTd51awJfTpFw131Z7ir/uyUjkVcXBRFpaByOZe+9ZsceOGH9DRupnX373JBXttGUVVUzYnD7ad4zrpJbYrmcOFw+Rjs2MNQVz22aeSmBCtH27XSeVex6Jq/nnLajsPlR1U1+tt20tv0MpZl5h4IKSqa5kB3+ahe9iaW3fjx8VyqR7gDxSy94aPUWQaDXfVsf+SL2Nioqo7u8lM270oWXPUB6p/+NiO9ByeVbdsW2dQo7mAputODkY4RG7s3O/K+ZWbpOvBHmrf/hjVv+VfK5l159NypKgXVK3PnbuMP6G3eQsuuR6Y4dwHKaq864ZSqbHIEsNGd3gnt/+nSXb7T6u9B7roRH+rg4Kaf0rrrETKpKA6XD4c7iNMTRHd6pw0wHevIqKTT5XD7qVryBgbad9Gy8yGCpfMpGhv5mYr1E3nhR2RTo5TNv5pQWXjCtmY2hZnNfWdGNjcydTpHRrqezfw0cCanPikKBZXLcAeKSYx0kU1G0R0eNN1J1ZI30HPoRQ5u+gmd+59GVXXiw50YmQTFs9fi8k2/XKJhW/y+tZ6f7ttMqTdIc7R/fPRD6+ggO/ramJ/3xpPmqDleT3IUh6rxttpL+PuVN1DsCUwIiswKFLCksII5wSL+Y8fTxI00FjaPt9TxpllLWVk8/ZLiU9k3eJjD8RHi2TS3zVnBB5dezexgIW7NMeEiZ9oWt8xZRl8yRpn3xE/OO2LD/HT/5vEgjUdz8P7FV/Ce8DpKvMHjjqeQS0pmsaKoiq9sfZz9g4cxbIsnWvdyScks3rVg7SkFUI5Mq1peWMUX1t7M2pLZ6OrRRHJVvjwW5ZdTGyrmX7Y9wb7BwwAcGDrME631fHDpNTNiJvPu/g7uPbiVtJnrGM4JFvGVy97MpSWz8egTv5PaUDGXlc2hzBPk/+15lpRpEM0k+WVkC2tLZjM3NH2CQ4DexCh/u+wa3jl/LQGnG9u2ee/Cy3mhq4HW0UFsbPYMdDI/r5iPrljPkoLcUPUyb4gXug6NB3SaRvoZSackUDOJgm1kyHTtP7UgjaKcMBmc0d/K4KP/hl44C/+KN76qGtmmQapxC333f5pU89bXnKBVdfvxLb0R5QRB7SnrYRmkmrfTd+8nSTVtee31cPnxLjn1eti2jTHQTv+vP0O87knsYzotkyjqlCNsAOzUKCMbf4wx1Enxn/8H+hTDUS8ktpEm29tEum0X/Q9+iXTrzqk/eIJzAmBGexl8/BvohdW5EUcnDeTJFIWzTXfl5rDXb/gOA+07x4bQQ9n8iasmuTz5BIpmkxrtR3O48RdOn9DxtOvg9OLLr2Kos57EyGGc3rzxfSdHDpNNjoznE1AUjWDJfFBUhrsjFM++9JiOuc3oQDPZVIxA8ZzX1OE/mZMFaSA3qsY0J7dhdjZKtO6zWMnOk+7Dt+DjuErWv6o6ni029mmPNj7ZbyWdMtixvZOly8oIhqYPTJ1oPwUFXt78liU0Nw3yxGP7T6ncC7ldvpjYtkVfrI2e0SbSRhKX5qYkMIfiwGzUaR506E4vFYtuANuesKKQM1TCSJGXLB3Q8QReTwFz85ZRWLMKyzIn5PhIZWMc7H2ZlBHDXLEaX3kBVQkNKzGKZWRwuP348qooqFpOXvlCHO6JD4ndgWLW3P41BjvqxpaT7sc00qiqjttfSH7FEopnr8UdLJnyehcsmc+6t3+LgbadxAZaSMUHsMwsmubCm1dBQdUyCqtW4vJPXtpbURSK56zj0rd+k64DzzDSewjbMnD5CimoWk7JnEtxuINUL3sjgcOzJ4zGsG2b0b4mtj3yJaJ9jVQueQOlcy8bCzTkyrGMNPGhTlp2PkS0t4HGV+6hZM66CTf6iqJQULWMS277CkOde+lr3UYy2jN27gL48qsoqFpGXtmiEw5yONKG25Y5aVTmaVFOfxkTI5Mg8sKPaNx6L7rLx/zL7qQ8fD3+who0zYmiavS1bGXrg587hfJP/6GcqjmpWXErfS3b6Io8y7aH/pFgyQI03Ul8qJ3YQBvB4loWXn3XpBGhiqqhKCqKolK+4FoWXvPBk5YXKJp+5eoz4QyOqFEIls5n7R3/hjdUNiFbdfWymxk+vJ/W3b9jpDuSK9jppWLhDSy48n04TvBjG0kneahpJ3ctuYrLy+fy0Y33A6CqCpX+PB5s3EnWNF/VkawuruFDy66jdIqAiKIo5Lu83Bm+lPqBTh5ozHWkO2JDPNFaz8L8MtzT5CiZylA6wWgmxZvmLONLl76J/Glyw2iKStDpOemUp6xl8nDTLvb053IlqCi8YdZi/nbZtVMmCVYUBZemc0X5XD67+g189qWH6IqPMJpN8cvIFq6rnE+l/9SmAhS4fHxs5XrWlc2ZNJJJURQcmsaV5fP4yPLr+fSmBxnNpjBtm0eadnNH7aopz/e5NJpJ8avIK7SNDgIQcnr4xKobuaZi/pSdJWUsGfNfLrqC+sHD/KF1LzY2+wZzwacPLbv2hJ2TfLeX9dUL8Ttd4/ubn1fCwvwy2kYHc7NgFVhfFSacd3TIskPTuKSkhkeadjOaTRHPZuhOjDAvr/jMn5QLmKIoeBZeg2fe5cR3Pz72oormL0TLK8dVtRRX9QochdWovoLcvNh0jMzhgyQjz5NqegUz2jthn8ZQB0O//ybuOWvQg6e3aoFtWyQOPEffvZ8g01E/+QOqnsv9UlKLsyyMXlCF6vJhmxnM2CBGfwuZnkMYw11YsUFsI42zYhHexetPqxNs2xbJAxvpu+9TpNt2TVOPchzFtTjLw+gF1aguL7ZpYMYGMAZac/UY6sKKDeTqUR7Gu+R1p1YPOzcipu/+zxDb8buJAQdFRS+chWfBlXjmXYajeC6Kw41tZDAG2kg1bSVxcCPZnkYYe/pvZ5LEdjwCikLJe/4LLVhy4d4U2Daplh303vNx0i07ADu3GktBFZ55l+EJX4OjaBaK04udSZAd7CB54HkS+5/FjPZMCDQa/S0MPfYNXOULcRSfuMPgWXjd0WWLj2MMdxHf8wR2Oj7+murNJ7D2DhTnqeXCURwu9NCrSyZ7sVAUjdLaK4i8+GO6DvyR+FAH+ZVLKKxZPSExtstXwKyVt1H31H9S/8x3CV/5ftyBXNtuZJLEh9px+4vIK1t42iPpnJ4QFQuuo/f/s/fe4XGd5532fcqc6TOYQe8AiUaCvYukukhJVnOJbNlyZMfJerNZp9q7/vIlmzheO22/ZJNsnDjxptmW7cSxFUtWsbpIFXaxNwAEQPQOTJ855f3+GHAIEIUDECBFCfd18brAM6e858yZc973eZ/n92t+i+b936V+x+fQXIG0wOShfyMRGcoMriRJoqT+DjqOP0vL/ifxBMsJlq4Zd31q5eze/4s3t5LyVZdLZhYDt9t91d+zw+HAbp/GBEGYWPFuzFj7FcsFwkpiJfsRlo6Wuw1Jfg9l0ywSQgiGhmIce7ebmro85tvjUhQZt1vD5bLdvM/aDyCWMDnTu5cfH/1j4noYVdaQJYVt1R9jd8PnZ8yCc3hy2fjwV6YsD1Suw37LLtpHz/Du8T9GU1184fZ/pPaWJ6i95YlJ6yb0CIcvPktPqInBSAceey5fuP0fKPBmN5iVZRVvXjXevGoqeXiup46iagSKVxAoXjHnbSGdHeErWI6vYGbdqpqtn5qyzEjFaNr3Hfpb3qZux+dYves3p80GEUJgdwc58tM/YKyviWRsJO1mNAFJknF48iiuv53i+tvndR5ObyGSrJCKj5KIDC5qac6VRIbaaT/2NKaeZPWu36Ju+y9M0mCDdHmSWKSJI0mScPqKqN3+GUL9TejJCHoihCHLeHIrWbb5MUrq78SbVz1Vv8bmwO7JTWdxIQiWrckq+2cxWdB8HUW1U9JwJ+ma6csnb3P4WHPvlyiqu42R7lMIy8STW0lR7U4cnvxZXT0MyySmp6jNKUCTJzRXpNXs5/tFa7LC7ooVlFxFnNWpajxas5Hn208RM1JYQvBWzwWeaIhS6pkqZDUbFd4gn2+8dcYgzVzoj4V5peMsqfEZ8oDDxeP1W3Ff5YaSJZmtRdXsKl/Jv5xNO3ycHellf18bj7j8WWn/rAwWcUvRslnLzVRZ5o7SOlYGi9nf1wrAxcgwxwY72VW+4oa+9C+EBnmzpxlr/N7ZWlTNzpKaq85o+TQH91Ws5O2eFsZScZKmwd7uZj7TsA3PLM5cAbuLCk9wkr22KstU+fKQJQlTCNyqnYZAMeoV17/I5UdTFNDT2VaXdJOWmIzs9OPb/jiJlv2ouWW4Vt+Hq/527OWrUTy5IMvjkfnL34F7zf3k3PFLxM7tYejHv0ey4/ikAXCi7QiJprdwb3gk6wGKEAJ9oJWhH/0eqa5Tkz+UZGxFtXg3fQzPxg+jFdcjKVq6XZfuPWGBsLCSUVJdp0lcPEb89Ks4V9yBMgcxOCEExmB7Oluj4/jUdhQsx7v5Y3g2fgStuGHcXenKdohMO5Idx4idfhVn3Q7UnOwG4lYyytirf0v06DOTgjSS3YNn/YME7v1NtLJV6TrjiddXWPh2/Dyp/hZGX/kbwvt+gBUdznwWPfoso0V1BB748rz1et4LpLpOj/8lkFQ7ni2PknP3r2AvX5P5PiTGc2CEhW/748TP7WX4uf9F/OzrV9yrh4kefx7/Xf9l1merZ8MjeNY/NO1n8aa3STS/gzEhUKP48gk+8nuo/jlozrwHReOvJ5Ik4cmtIq9iA71NezFTcdbc9+WMA1RmPVmmcu3D6Ikw59/+FwZaD2bsR1PxMVKxUdbe/9v4i+rnPKMpSTJlq+5jqPMYF4/9lMH2wzh9haRio7iD5eRcMYhx+YtZfe+XePeZP+DQf/wPPMF0mWV0+CKyamftff99yjYLTWFhIU6nk3B45tLIysrKaQM1kpaDf/M/gbgiK0eYWKkx9OF3iLV/F61wN7bgpoVu+rRYlkVnZydjY5cFjjVNo6qqavpg0wIxOhrn/NkBLjQP0dcXZu/rF3C5NGw2mRWrCikt9Y+3T9DXF6bp3CCxWAqfz0FtXR65eW5keS4TAoKRkTgtTUMMD8VwOFQqqwOUV+Qgy9KkMqyOi6NcbB8hmTCwO1TKynOorg6g2pR0RkI4yfmzAwwNxbDZZJYtz6W0zI/NphCLpjh+tIeiEi8XWobJCTiprg5w6mQfpmmxbkMpTqfK0SPdFBR4uHhxFIdDpbYuj+amQSKRFGvXlRAIOt/3QaekEWNP05MkjTif2PD7FPlr0Y04Ts0/r2CrS8vhU5u+RtKM8+zJv+Ro54szrut3FvLzW/6EhBHlh+/+T1oHp5kkeh9i6nFGuk8hKxqB0kbUWbS7FFVDGh8nL9a96A6U4c4pIzTQTG/THvKrNs2agbOQJKPD6IkQis1Bbvl65CtFnS2LkZ4zmHoS1bY4bUpGBjm75+8w9AQbH/4qxfV3pK+1JE/ImpluYl4mv2ozPedeZ7T3HOHBC+Mi+zfumbGggZr0iUyfkWBzeClpuIvi+jvGa+2UrE5cU1RyHR7OjPRSMKHkI6In2dd7gVJ3zlU1QqYjx+5idW5pVoGJZf48lvnzODlutd0eHqI7OjrnQM3OkhqW+6daS86HtvAQzWOXswAagyXU+rObYXaqGreV1PCvTQdJmAa6ZfJ2Twv3VjTilq8eOVyfX44ri2wij83O5sKqTKAmnEpwdqSXO8vqsc0wq3s9ONJ/kZFEOuBhkxU2F1QSsF89pVuSJBpzS/Bq9ky5WWdkhN54iJpZAjUuVSNgn/owCthd48EbgVO1UeyeKursVrVMAMkS1hRHryXSSJKMs+EOCj/392ilK9PZIVfT7JAUJKcP95q0q0b/t7+AMaEeVSSjxJv34Vq1Gylbdx1TJ/Tmv5BoOzylvMpZt4O8j30de9WGWbRv0r8LRbXjrNuJo+YWfFs/DqodSZ1D594yCL357bRmzxWlM47a7eR99Ks4lm1GnvHFfakdGs66HThqtuHd8nFQbEhZaKEAJFoPEnrz24iJiv6Khn/nZwg88N9RA6XTP68kBWQFe8kK8j78+6iBUoaf+cNMpocwkoTe+g6O5dtmDDrcHIzfH4oN77bHyPu5r6P4i6amY0P6XtVcuBrvQXb56f37z6D3NV/eUypO7NTL+G773KzfTzozY/pnryRP0x2QpLRN+xw12T7oKKpGxdqHMY0UimqncPn2aa+vavdQe8tnCJatoef8HqIjHQjLJFi6mkDpakoa7sq4MLlzSilpuHOKlaiEhDunjJL6O3FdCuZKEnZ3kDX3folASSNDHUcRlklx/Z2UrdxF15lXiI31ZNxWJFkhr3wdWx/9M7rOvMxo7xmwLPIqN1K64h4CJSun6CHklq/D4c5dsI52fn4+9fX1HD58eHw2czIej4dNmzbhcEy9vyVJQbFPX4KsOEtRvbUgKUSbv4Gj5BFsvsUNOgEkEgl+8pOf0N5+OcsnGAzy+c9/flEDNYm4wehInETCwDLTARJdT0/oCSt9XS1L0N42ws+eO4tmV3E4VNpbRzh1opf7PtRAeWX2fdvBgSjPPn2GZNLA67MTj+scO9rNPbvraFhZgCRBKmWy7612Dh/qxOu1o9lV9JRJPK5TVu5HtSkMD8V48fnzjIzEyQk4MHSLUyf72HZLBes3lhFP6Ox7p528fDd6yuTAvgjVy4IkEgYD/RGEJdi0pZzDBztxuTVkCbq7QrQ0D2EaFgMDEeJxnXt216Jp729DBt1I0BdupSLQSEPRTuzqtf1GJUlCVTQEFupVxgiX1tWEiSK9v6/zRCRJRrU5sSyd2Gh3utxqiuuUIBkdouvMyxh6AnegbJID30Li9BVSVHcr4aE2Lh77KTnFKylfdf+U8lXL0EklxnB4ZpdwmAuKzYEkq1imTjI6zGT3LMFo7xk6T76ANY2BwUIRGmxlqOMYLn8R7mAZsmpDkrKLOxTX3UHz/u8RHe6g6Z3v0HjXr+L0TRZoF8IiGR3BSEXxBBdXNP26/orS0cO5DdD9mpNP1W/mr4+/zisdZ2kPDfH3p94kNO7K9LubPjSnEqRL+DQHVb6ZtXEmErS7We7PzwRqEqZO02g/mwursj6eXVZZl1d+1YyXbDk+2EliXF9FAhqDxdMGA6ZDliSW+fMpdPloHy//OT7YRURP4L6KixHAikDxjDWuV7J+gpaPAFrGBojpKfxZBEYWAyEEh/rbM5biXs1BXU5h1ucTdLjxThgIDSUiDCdiMMuz1m2zY59GbMquqOkfvkj/HZzm+7PJSiYTRwDmtdSavp+RJFR/IZ4Nj8x9U1nBtfJuvFs/wcjP/vckHZfkxaNYyVh2NshCkLx4jNA738uU61xqm2PZFgqe+AZayco5BWolWUHxzrHUTQiSnScJvfPk1HZUbaLwiW+glTbOox3Zv8itZJSx17+FPjRZiM3VcDvBR34363IyxZtH4J4voPe3ENrzj5nlxmg3o699E2fdDhR3cJY9vPdxrbiT3Ed+N6tMJUlWcCzbim/HEww99ZUJQThBquccxkgX2iwp20tcP0pX3E3piulFWi8hSRKq5qRw+faMU+ZMFNfdRnHdbVP3IcvTpshLkoTTW0Dd9s8An5n0WXrZlftR8BfW4i+snbUdl1h1969ntV62uFwuHnjgAQDOnDlDIpHAsiw0TSMvL49du3bR0NCAPA/HT0m2YfOvRRghjPDZ6xKo6e3tpaura1KGkKZpWOPvcMW9jJzN/wSSimxbuMzAomIvhUV1nDrRS29vmLt21VBQMHl2PxJJ8upLTZSW+dl1Xz12ezpQ8qN/O86be1t5tHQtqnr162xZgjf3tCJJ8LGPryE3z0U8pvPSz87z+qvNVFTm4PHaaWke4u232th5azWbtpbjcKgkkwamIbDbVUzTYv87FxkYiPDoY2spKvZiGBZvv9nGG69doKTUj8OpYugWlVUB1q4r4d++f5REwuDjn1zLO2+109o6wobNZZimRVGxl523VfMfPzpJKJTgscfXc+5MP4cPdqKnzPdloMYSFtHkCHE9xGC0k6QRxRIWvaFmVNmOIqsEXSVoqnPKNrHUGJYwsdvceO252JTFCyReiWmZRJJDxFIhAFyaD489iCKraXfW5DBxPUzQXYoq2zAsneFoJyBNWJZiKNqFRwvg0rJ3sV1IVLuH4oY76buwj6Z3vk0qHqK47jbs7mDGFnys9xzd515lsO0wDk8uNVs/Pasg8DW1R3NSe8sThAZa6Gt6kyPP/AGdJ18gr2ojdlcAy9SJjnQy1teEy1/Epg9/bcGO7Q6UESxdzUDbQU6//g0MPY6/oBYjFWWo4yjtR5/GNJKzZh1dKw5PLi5/MaH+Jvb922/h9BVlnK+kcb2jvMpNFNffgcOTOynTzF9YS+Mdv8KJV/6SCwd/wGjPGQqWbcOTWwFIJGMjhPqaCA20kFu+btpywYXkPf+0kmWJW0tqUSWFlzrO0JhbQlRPUu3L45crGtmQXzEvy2ePzYEvy5lhu6JS6EyL81pCYFoWPbGxq284AZdNo2gett4z0R4ezgQbHIqNEk/OnK5DrsNNwO7KBGrGUnH6YqGr6seokkyu05N1KnaB04tDUTNBpb5YOCPgeyNImAbd0bFMwVzKNHjx4mlODXdntX3MSDGajE/4v07cmF3A9kpx4ktMXCJL0vRO4rbNEgAAIABJREFUYldstiQFujhINgfOup2M7f0nrMhQZrkx0j2tbfF0CFMneuKFSVk5AIqviMD9X0IruT4lf8LUiZ14EX1ostWt4i0gcP8X0UrnFiya8/GFINV7nvi5vZNcWCSbE/+dn59z4Emyu/Hf/otEjz6b1mdJH4RE0zskLx7D2XDHTZvKLjv9+HY+gZpbmfU2kiThWrWLkRf+HCs2mlluhAcwwwOwFKhZ4iZEkiSKi4t57LHHaG5upq+vD13XCQQCLFu2jMLCQhRlfpm4aavYMMKIgzUPV8B5HK+jo4NIJDLjOrLNd8NEjUeGYvR0h3C5Nd5+sw1IB12SSZPUYIxEXMfjvfpgPR7Xudg+gsulcezdbiQ5XeYUCiUZG0swNpbA47XTdmEYt1ujcXURTme6n+NwXO7vRMIpujrHKCn1UVjkTWfh2xQaVhSw/52LdHSMUluXhyRBXr4bm03B43Pg89qx21Xcbhup5OV+Zf74Oj5f+nOHQ8Xt0UimTKz3aScqaUR58ezfc6rndaLJEUKJQSI9r3Nh6AgS6ZKkxzf/IZXB1QCYlsGpntd5s+UH9IYuYFhJAq5iVhXfya01n8StBRb9vRrXwxzrfJF9bU8xEG4HBPneKrZVfYR1ZfdiV90c6Xiefa0/4rO3/DkFnioGIxf51ltfQJZkPr/zb8n3VDAQvsg/7/8i9zb8Z9aX37+obZ4JWbFRueZhQv0tXDz+DE3vfJuWA9/jcideIMYnAXPL11Kz7dNXDc5fK97catZ/6Hc4+cpf0tf8Ft1nX6Hn3OuTStwFUNZ474Ie1+nNp37nL5KKjzLac4ZDT/2/GYtyBARKGlm9+7c4u/dbhAdaF/TYkBZQlhUNX0ENof4mwgMXCA9OOE66npz2o09TunIXq3d/Ee+EPpis2Khc/2EUm5Mze77JSNcJRrpOTCjRFwghUFQ7RbW3Lnj7r2RBAzWX0lVn+nFblkEiMoQwdTRXAFsWs9QSEjZZ4daSGrYUVhEbHxS7bRqarM77QeK12bPeNi0m60CVFFLCwBRi0mA9GzRZwZVFtkq2DMYjWOPX26Yo5Ghz071x2+yTnLKSpsFwIjrLFmnsqopDye66S5KEQ1FxqVomUDOWiqNfo/PMtRDWE0QnDLwjepInzx+Y9/5MYWUCZjOhTVdScAWyJE3Rp1ni+iFJErbC5ShO/6RAjZWKIfTsAjVmeJDY6VfhikCke819uFbcuahCnJPaERkievoVuKJMzr1697gg8SK3Q1gkmvdhjPZMWmwvX42z5pZ56G1I2MtW4azbQeTQU1wKV1rxMaInfoazbifcpKU5tsIaXCvumrNYrOovwpZXSfLi5UCNFQ9hxcPpkrubNHC1xAcbSZLwer2sX79+TtsJYWKlRqZq1MC45lcf8YtPgtCR7XPQW5onqVSKjo4OdP29Waoci+mYpiASTk4qM8vNcxEMupCV7J4fqaRBKmUhSTp9fZczhxRFYsXKQjR7+rkWjaZwOm1o2gxC5qZFKmXidGqT9HFsNgW7XSEWSU1ahgSyRCbrJ62Dc3l/qiojSemJ3vTf43nJs7g93uxoipNbqj7KmpK7CScH+bfDX6U8sJK76j+HKmuoikbhuKCvJUzO9r3FD9/9GnnuMu6q/ywum5+mgQO80fxdYvoYD676jWsumZoN0zJ4s+UHvHLuH1mWu56HVv8GACe6X+Unx/+MSHKUO+s+Q8BVRDg5zFi8nwJPFcPRbkKJASzLYCzeR76nguFYFwk9TI5raunw9UKSJBzePNbe92XKGu9lsO0goYEW9GSEtM20D3eglGDpGnLL1+LwFSBnMTa4pjbJMv6iBjZ9+OuMdJ2gv+0g4YELGKkosmLD5SvGX1RHYc3OSdvJikpO8QpS8TF8ecund16S0uW4hTU78RXUIE+obJFkhdKV9+AJltNx8gXG+s5jmToOTy655espqrsVhyePyFA7gxffnZJZY3N4yV+2FWEa2GcoDZNVjdzydWjjTliXEEIw0HqAEy//BdGRDqrWfzStGaS5uBQpMpJRQgMX6Dj5PJ0nX8CbV82qu38dacIYTNVcVKx9iGD5Wvpb9zHceSLt4CgsNGcOvsJacsvWkFO8cu5fzBxZsLtECEFkqJ3Wwz+kYNk2CpZtm5TSFQ/103zgSbrPvIJlpPDkVlK34xfIr9oyqwe5JSyiegqXquFQbZPKnAzLJGWYM2YszIaWZbDhEg7VlslYEYg5a4XIkoS6QAMkgSA+wYZYkWQc6ty+Sk1W0CZcd1NYxLI4J1VSZhURvhJFlicdJ2UamQDTjSBpGmmXsAXkaqeT3X0mMXcTvCUWEsWZg3SlY5qwEFn+1vWBCySvEBCWHF48Gz+M7FqcOuRp2zHYRqrzxOR22D3pdrizc3a7FoSRInbmVSblf8kqjuXbUHwF8woiyHYProY7iJ54EZG8PEsdP7sHKxFBuQ7ntRg4a3egeOZeuiVrrrRI9kRMHaHHJ1SDL7HEBwOhjxF69wtTXZ9gPFDTj5nox1HyMLbA3IJA8yEcDtPW1rbox8mKafonHq8d1SazeVs5a9eVzHtw63DacDhU6urzuWtXTTqIMg1er52uzjHiM2Tq2GwKLpeNcDiBaVooSrqPmUjoJOLGrPbi0/IBDFQrskpJTj0Aw9FubKoDnzOf5Xmb0NTJ1y+SHOHV8/+Mpjj5+S1/SsBVjCRJrCvbTY6zgNebvkND4Q5WFt22KIEPIQQDkYvsaf4upTn1PL7567i0HCRJYnXJ3Xz34G/zRvO3aSy+nSLfcmRJZjjahZlncHHkJOWBRhJ6hIsjJ1mWu4GByEVUWSPfk31m6mKhOX0zlqneCCRJwuHJpbj+jrRGbBaomotVd/8a3P1rs+xXpmLNA1SseWDaz2XFRqB0FYHSVTPuo37nL1I/zXJ/YS07H//bWdtod+Ww6ZGvTlmejA5z6rW/ZqB1P+s+9DvUbv/MtK5Nlmlgc3g4/do3GO48jpGKTbGKlxUVX/4yfPnLYMuszVlUFjCcJxjuPMaZPX/PaM8ZAqWrMy4Hpp6ked93OffWP6AnIiDBaN954qE+Nn/0j8gpnjkVfzQZ5ztn9/FY3eYpZTltoSH2djfzybrNc9apsYSYUx3JleJ2N/o1cOWgfq6xD8F1Oicx9Tg39OKJyT5hLlVjU0HlpOyiuTJR5Ho6bvS9skSWKOr0MwdZPihSPWcRqcmZdmpO8bguzfXLlkr1nMVKTs6OU/1FaKWrrks7rGQkbas9Adnuwl7WOOfMkYlo5auR7W7MCYEaI9SLMXTxpg3U2MvXzGiXPSuKOq1osLiBZaVLLHFjEdN3hCQFxVOHo/RjuJb9JyR18Z3ihoaGGBoauvqKi4hNUzBNi6GhKLl5lzOuZVkiEHRSURngyMEuSkr85Oa6MEyL0ZE4iiKRl+/J9NvEhMsqSJdIXequOxwqy2tyOXumn6plAZYtTwePw+EkqaRBQaEXWZaoXp7L0SPdvHuki+07q3A6bSQTBtFoikDQhdNpo2pZkKNHurnYPkpFZQ66bnL8aA+aplBWPjfjjiVmZyzeR9foGVaX3JUJ0gDYFAe1Bdt47fy/0D58nIbCHYsmCDwYaScUH2Tn8k9mgjQALs1PXcFWzvS+SV/4AnUF2/A78+kPt6GbSTpGTlIRXE0sOUrHyBl0K8lAuI0cVxEu7fpNiC3x3iQZG2asrwlVc5FbsX5GDSBJktBc6X6jEBaLJSyhJ8J0n32VVHxcLkWSyS1bS7Bsddb7WLiMGstisP1I2ka0sBbNcfllONp7hpaD38cyUtRs+zSBkkYuHnua/tYDtB35MWvuXY4yg15MwtTZ19fKQ9Vrpnw2lorzcscZPrp8/ZwDNUlTn5O1d9zQscZLXGQknDfQV11Cwm2zZ6xbzXm4AaVMI2PtDemsHKdy9XPSLRPjKqU+EzGERXLCcRyqDeUGznZoioptQnpb0OHiv23YTW1OduKm0+G4ScsuPigIIRB6ApGMpkuZjFQ6S8Yy0jXDlokwTazIENY12J+nes5Nyb5Rc0qw5ZbPsMXikOo9j7hCN0nNKcI2Bx2Ua8EY7sScoJ0CIGkubFmKlM6ELbcC2eW/rFMDWLEQ+mAb9oq117TvG4KsYsurmufsrzRDUHGJJT54SDY/vnV/NX3pEyDJdiSbH0m+Pu/q5uZmksnFczS5GpIkUVjkpbjYx3PPnOWtPa04nDZ23lZNVXUQt1vjnntr+dmz5/jBk+9mMlgURWbj5lLy8j1YluD40R7a20YYGooRGkvwxqstnDjWQ2GRl1t2VCJJEttvrSIaTfHCs+cmCRA3rCgYt/pWqF4W5LY7l3FwfwdnT/ejqDLCgrJyP7vvq8Pl1ti0uYxIOMlPf3IahyMtMGxZgjvvqSG/wM3o6NzkBpaYmXBiCN1MEHBNzqaSJAm3loOmuhiLD2BYKZRFKc8RjMX7kSWFHGfhlDb4nQXIksJYvB9FVinNWUFPqIlwYoCByEU2VjxENDnMvrYfE04M0RNqoiKwOmtTkCXev0jj9tvmNI5TlxBCEAv10Xv+DSRZwZtbiTKjE+u1kYyNcPKVvyLU35Run6yyetdv3qBAjbAID7ai2t0ES1dnar2EsGg/+jSJyCAlDXex9r4vY3N48RfUsPc7/5mBtoMkosO4c0om7c8SFuFUkrFkHMOyGEslGJmgoWIKQWtoaE5Bg4mMpRIYWTroWEIwkoyij68vS9K0Dj3Xk2JXWtzYFIKkaTAYjyCEyDpNMawniE7Q3rArKnnOqytwJwydmJ7K6lhCCGJGkugEe94cu2teduoLhVdz4J5Q3qKbJglTx3NlycsSNy3CMrHi6QF8suM4yY7jGIPtmJFhrPgoVjKK0JMIM4Uw9HTJiKmn/xbzK4sTQmCMdF+hTyNhy624rtbGmXZYkwcsam4l0jzc8eaDGR5ApCYHvCRVQ71kHTxPJJsD1VeI3ns+s0ykYhih/mva741CdniQHZ6bVgh5iSXeO8jIWnDWQIwQAmEmAQtJWTzXSV3XuXDhAuYCl1jPlZwcJx/7+Gq6OsdIJAxcbo28/LQuZFq42cfHP7WWro4xIpEUiioTCDgzDlES4PM7KCv3U1buZ+26y650Ho990nEe+WgjvT1hhodiSJKEx6NRXOLLBG40TWHb9kpq6/Lo7Q2j6yZ2u0phkRfHuLiw1+fgvgca6OoYY2Q0jqrKlJT6CQacSLKEx23nvgcaKCj0YLMpbNlWgaYpSBJULw/iz3HgcNi4e3ctRUVeFEVm7foSLEugKBIlpX5231ePw/Ge91BZdFTFjoSMbiamfGZaOpYwUGUNeT7ZnlkhYVPsCCx0c2pAUzdTCCxsih1FtlGes5LmgYN0jp5BkVQKvJXE7QEMM0XX6BkGIhfZufyTLOWvL+HwFpBXuZGO489y8uW/IBEdJFi6Bs3hwzJ1EpFBhjuP0Xn6JYYuHsFXUEvFukcWXS/oWljQ0qdUIoSi2nH6LnfIE5Eh+lv3odiclK26H5sjrejuDlbg8hcRG+vFSE0VsQ3rSb55cg8nh7tpGu3jfx15cZJ1dMo0aQ0N8nD12jnrswDEjCTDyWhWNtEJU6c/Hslk4KiyQrH7xqZiVvnyUCQZU5gkx52MTGGhZvlgHU5EGZmQPeC3OynIIlBjIeiLhbLWQeiJhjIBLoAil3daq+rrhVOxUezyZ7KRInqSjvAIt1zbGHKJ9whGqJ/42deJHHmaePM7WNGRdBmQtcglIcLCSoSZlD4pgTwP/ZFra4e4LCg7gfnooMwXKxGdklkkKRrStc5YyAqyY3KZoTBTWImZnVXey0iqdtOKIC+xxHsJYcbQB99CK7gDSZ4hM9hKEe/4PoqzFHvhrkVry+joKIODg4u2/7ngz3Hiz5n5uetyadTWT+/CJysyy2tygdxpP5+IpqlUVAaoqJy5BFWWJfILPOQXzNzPtNkUqpYFqZrmM7tDpXH15Y5aVfXld1p+vof8/PR+V6y8LBY9sWQqJ+AkJ7B4AbqbiRxnIR57kN6xZkzLyGTNCGExEushacTI85ShLmIGWq67HFlS6Au3YgkzExSyhEl/uBUEBF0lKJJKnqcc0zJoHzqBTXUQcJXg1tLfbevQMSRJJtddumhtXeLmwWb3ULf9MyQjg/S3HuDos19H1dzjZfcCy9QxklFMI0WgpJHGu3+VYGn22S03gkUYMUsZcWAhLAbbDxMeuIC/qIHCZdsys4eq5kLRnBipKNY0dfVuVePh6jXkOT10hIepyykgMMElSpVlfq5mA7eW1GTlqnMlY8k4zaMDVPvyrrruUDxC8+jlWVunaqPuGkplFoK1eWV4NEfGqenkUBdDiehV7bUhnSHUNDpAXyyUWbYmt3RSpslsnBju4sNiXVbR9sP9ly2CJSRq/AXXpAdzrUiSxObCSp5vP4khLGJGiiMD7TxYtXpBXbmWuL5YeoL42TcYfvZPSLQeQiSv7mCWRgJZQRrXpxF6fH7OEJYxreiwrF3nzDvLAHOq/ax0HdshzBRckekoqdo1l+pIkox05W9UCDCzy/B7zyEpk1wGllhiifkhjCjhM1/DlejGWf4YkjK5lN5M9BFr/Rax5r/Bt/6vFq8dQtDX18fw8PCiHWOJJa6VHGchmyoeZG/L9znc8SwNhTtQZY2BSDt7W75H0FVCQ+GOKZp2aWlPwSV74tneu5fWm25dSZIo8i2ntmArxzp/xoqineO24RIXh09wpOM5KoNrKM1pQJIkcpxF2FUX5/v3UeRbjsvmw6G68TiCnOt7G689F6897+brAyyx4EiSRF7lRrZ94i/obdrLQNsBoiOdGMkYsmJDc/rx5i8jt3wduRXrcPmLr6uG5HxYwEBN2posMtRGPNSHEIJUPETX6Rcx9SSlDXfh8F6O3AvLRFhWuvM9XcNkhYZAEflOLxfGBniiYRtVvsmRfQkpXao/j3S3sVScg/1t3FZae9UMj1PDPbSGLs+Q1OcUUuy+saJVFd4gG/LLebnjLJBu47HBTnaVr7jqwyqcSvBSx+mMRo0mK9xaUpu1zs+hvnaGswgKDSWi7O+77F0fsDtpDJbMyTVqMdhaVE2By0t3dAwBvNHVxJmaHjbkVyw96G9CrGSM0FvfYfiZr2OMdE35XNKcyM4cbMEy1PxqVH8RssufLjuxOZFVO5LNjhkPMfzTP8Yc7Z5HK2a6b94rdqDXrx3pl94V12MhxNqEQExXrno9nydiBsHS+bD0qFliiQVBUpzY/KuJnP4qSArOskeRFAdCWJixi0ROfYVE77M4Sj6Mlrfz6jucJ4Zh0N7eTio1NVi+xBLvFWyKg1trPsVgtIOnjv0phd4qNMXFQKQNIQSPrPkShb5lABiWzpmePbQMHiamh7gwcJhIcoTnT/01fmchXkcuWyofJuguxTBTHOt6iYsjJ4mnQrQMHiaUGOSnJ/8Sv7MAnyOPLVUfJsdZiEvz86HGX+WZE3/O9w7+LsX+GgB6xpoJuIp4YNWv4bGns6Z8znzsqovWoXfZWv0RJElCRqYisIoXz/wdq0vuxmO/OQ0Fllh4JEnG6SukeuPHqNrwkSv6bFJ6nDfeb7wZxnwLFqiRZJlA8Up6zr5G99lXySlawUD7QXqb9uLw5VNUeyvyBLFaPRlGT4RRNNeMGg6SJOHTHHyidhP5Tu+CCkWZQvBa5zk+vGwdK4PFM64X0RP8uOXdTFBDkWS2FS0jcIM1anLsTnaVr2BfbysRPUlET/D98wfZUlhFzixtM4XFWz0t7O1uziyrySlgQ34F04fMpnIhNMirnef4uZoNM+rN6JbJq51naRkbyCyr9OXSGCy+4T+MSm8ut5XU8sPmw5hC0B0d45/OvMMyfz45mjPr9l1yRbjR5/NBJ3bqJYZ/+kdTgjSS3Y2jehOedQ/irL8NxVeAbHcj2RzpZ46sgiRlvj99sI3Rl/+aeSkLXMrKuQIrdZ0FEGVl2nKaK92oFhPJ5ki3Y+LxjRRco2aDEBZCv6KmXlKQVPv1+w0KsfhldEssMQ2pVIpoNEokEiGRSJBKpTAMA+uSdp4so6oqNpsNh8OB0+nE7XbjdGb/TrtZkVQPnoYvYyUHiJz5QyTFjaPkYcxIE+FTXyE1+AbOik/jqf9vKI7Fq3PWdZ3W1tarr/g+QAhBMplkbGyMaDRKIpHAMAxM08zci3a7HZfLhd/vx+Vyve/vw/cKmupgZdFtlPjrph03SZKEz5HPR9Z+mePdr9A2dIyUEWdD+YdoLL6diuDqTJaBEBZjiQH6I+1YwiTPU0GepwLDSjEc6yJhREia6f6FhcVovI+ByEUsy6TYV0uxrxbdTDAU7SRpxDK6OJIkUR5YyWMbv8rRzhe5OHISgNtqHmdN6d3ke6oy94tDdbOq5E689iDL8zZdOgsaCnfQG2phZfFt2JQ5Wrgv8b4mfe9I7/lsmWxYuECNpFDScDcXDv4rbe8+xUDbIRKRQfR4iNrtT5BT0pj50QkhiI12Ew/14StYjjpLWr6mqKzJK1uoZk7i3Ggff3L4Z/zu5g9R7ctDnZCGLoRgMBHhyXMHeLXzXGZ5tS+X+ysb0W6gzgqkA0b3VjSyp7uZ59pOjGeGnOfP3n2ZX1y5gwpvYNIDWoyLDu/tbuJPj/yM/ngYAK/Nzqfrt1Dmycn6JRrRk3zj+Ou4bRq7ylfiUNRJ321qPEjzjRNvEBt3n1ElmZ9bvoGAwz3brq8LHpudJxq2cXyoi9PDPZjC4rm2E6iSzGdX3kKdvxCnaptyPSwhiOpJRpMxTo/0cKS/g8+uuOWGZ1d9kDFGexh+/s8whjsnLVf8ReQ+/Dt4Nv8cijc/u3v7GhIlJElGdgXSDj4ZL1OBOdY3+4YLjCTJKK6c9GzBhPIjc6z3urVBcQenWEcLI4kZG8E2rfpAlpgGZmRySYFks19Xa25hpq5/8G2JDxxCCHRdZ3h4mK6uLpqbm+nu7iYSiRCLxUgkEui6jmmakwI1iqJgs9nQNA2n04nT6SQQCFBQUEBlZSVFRUV4vd7MoHkxB85CCIaGhkgkpgqWzpdgMIjLNbW/KEkSiqsC75o/JXzydwmf/B3M8FkSPc9gxrvxrPwKzopPIdsW1prbMAwSiQSJRIJIJEJrayvt7e2zrt/b27tgGTd+vx+P5/oJkqdSKcbGxrhw4QJNTU309vYSCoWIxWKTAoeSJKEoCna7HYfDgdfrJT8/n5qaGmprawkEAjgcjqXAzSLhsQf55KavzrrOJXelW5d/kluXf3LG9WyKnZ3LH2Pn8seuelxNcXB3/ee4u/5zWbVTlhTyPOXc0/CLV2mrzK6G/zSl/fWFt1BfeEtWx1piiZuVBQzUSOQUr6Dh9l/m/Jv/SHSkA1mxUVx3G3XbPzvJy1xYBsOdJzBSMXKKVmB3zSzMawlBRE+gyWqmRGk0GaNprJ8cu4tlvnyUeXQ48hweQqk4r3WdYzgRZXflStbklpLrcGNYFm2hIZ5rP8me7qaM9bUmK3yidhM1N1if5hJBh5v/suo2zo/00TzWT8oy+d75A5wc6ub+ykYac0vwa050y6QzMsLh/naeaTuR0abRZIUHq9bwYNWarK+fX3MiSxLt4SF+f/8zHOprZ2tRNSXuHFRZZigeYV9fKz9qeZfeaNo3XkZiS2EV91asnDVnJ2UatIaGGEvFiekpokaShKETNVKMJGKcH7086E2aOj9ufpejAx04VQ2XquFUbbjG/y5y+yiZRfB5RaCYL6y5g9/f/wwD8Qgpy+SpC0c52N/GzuIaGnNLCNpdaIpK0jSI6Al6omO0hoY4N9pHe3iIHM3Fx2s3ZnXdllh4hLBIXDhAsv0IE6Msks1OYPev47/9l0CZGnCbcX9GEqx5Zn1IEmpOcTpLZ4JWjTHcgaUnkG3XabZHklACJePtuDwY0Ic7r1s7FH8Rst09KTNJGMl0xlPl+nnv10qEMCMDk5bJdheK7/o9j0UqgRUbu27HW+KDhRCCRCJBa2srx48f59SpU4yOjk7KnJkJy7KwLAtd14nFYoyOjmY+UxQFRVHw+XyUlpaybNky6uvrKSwszAyYF3rQbJomP/rRjzh9+vSC7E+SJJ544gk2bNgw4zqKqxJv41cJn/ofhM/+EbKWi7fxf+IsfwzmKYwqhMCyLEzTxDRNwuEw/f39DA0NMTAwkPl7eHg4E6yYiVAoxLe+9S3kBdKmeuihh7jzzjtRlMVz0hRCYBgGnZ2dHDhwgHPnzjEwMICu65ms4um2uXQvRiIRBgcHaWtr48iRI+Tk5FBbW8vmzZupqalB07SlgM0SSyyxxAwsaFqIomos3/JJCqq2MNZ/Hs2ZQ07xCpy+gkkPYiEsbE4fdTs+S+nKXSi2mZXYY0aKvznxBmvzyri3opFQKs7XDz3PyaFu7IrKF9fvYkfJcpQ5FvzfVlqLjMTTrcd5d7CDk8Pd5GhO7Ko6HhxKEkpdngmyyQofqlrFozUbUd8jqVSyJLE6t5T/Z+N9/MmRn9E02kfSNDjY38bxoU78mhNNUbGERVRPEdYTWOMv1kvn82tr78q6jEsCthZWc3tpLf/76CsMxCP889l3+HHLu7hsGjISCdNgNBmbZJu+IljMr6+7i0KXb9YX8kA8wlcOPEPTaD+GZWFYJoawMn+bE/aZMA2+c24fqqSgyDKqLKNKMoqsYJNlPl6ziS9tmNnZwaYo3FvRyGgyzjeOv05XdBRTWLSHh2kPH8Ch2LArKsq4BbpumSQMHWtCQMB7vQbfS0yLMFIkLhyYUtajla7Cu+XRtIDtHLDioXSJzjzRiuqQFNskUWFjtAdj6CJaUd289zvndhTWIqlaWtR3HHOsF2OwHa24ftGPr/oLUHOK0PuaMsusZIxUzzlY9+C895vqa0YkJotEy04/tryqWbaa5nkjzHnrzFiJEEbo+mZJLfHBwDRNurq6eO211zh16hShUGjGgfB89m2aJoODgwwODnLy5EnOREjCAAAgAElEQVT8fj8lJSVs3ryZVatW4fFc3fVxrqRSqQXLqJEkKROsEsJEmLFp15MdBXhX/h5YOkb4HKpvBUIkwUym3Splx6w23le2v7W1lc7OTrq7u+nr62NsbIx4PJ7JapoLQogF1a9ZbAvwS+LI77zzDocOHWJ4ePiqAcPZ9mUYRuYePH36NBs2bGD79u2UlZUtWPBqiSWWWOL9xILX76g2B4HSRgKljTOuo6h2lm/+RFb7i+kpDvW1c3tpHZYQvNp5jnOjffz2pvs4OtjBvzYdZGNBRdaORZfQZIXfWHc3JZ4cvn/+AIPxKAPT2LxKQJ7Tw6M1G/mFFdvJy8LC+nqiyDL3lDdQ7PbxzZN7eL3rPOFUgqRpZMqbJmKTZUo9AT66bD2fWXELQXv2dcMO1cb24mU8VreZgN3FN0/u4cxIL6OpOKPTlAM4FBtbCqv48sZ7WRUsuepxTGHRFwvRO8GNavb1BaYwYJp+w2hy+k7cROyKyifrNlOXU8A/nXmbt3paCCUTWAgSpp7JpLoSm6yQ63Czrah6KVhzIzFSpHqbpix2VG1EDczNqlEIQWrgAlY8u3tvOuzla5AdXszU5XvPGOki0XoQW8HycXvAxcdevgbZ6cNMXn6eGSPdJFr2YyusWfR2SKoDZ8124uf2ZpaJVJxE6yGsVBx5HjbdwrJINL8zboF+GVvBctTgzKWxkqxM0UATqTjCSM7LKSrV14wVXXJ0WWJhicfj7N+/n1dffZW+vsUPBJqmyfDwMMPDw/T09FBaWroogZrFwgifI3T012f4VEaSbQgjjBltZezw55Htl909PfVfxl54T1bHCYVC/OAHP6C7ez4C8zc3qVSKEydO8Nxzz9HV1bVgQcNLjI2N8frrr3Py5Ek+9KEPsXHjxqXsmutI2onJQo+HMFJpu2IAWVZR7S5sDh/yHDKSr348CzOVQE9FMPUkwjIQwuKSU7CiOlA1F6rdteC6IpZpYKSiGKkYlpHCGs+cliQ5fWybA8XmQLWNj4cW6JxNI4WRjGLoMSxTz5ghSLIyflwnquZEUW/+MkAhLIxkFD0ZxTQSCMsk/d3aUDUXNocHRZ3bOP2a25KIYBpJhDDHv2sbis2JzeGd/709/rtJJcLjNt9JIP2dqpoLzelDVhb2OXZjhVaywBLpHAafzUFUT/LSxTPcU76C7UXLcSg23uq5gD6PcoWwniTocPNfV9/OmtxSXuo4w/HBTrqjYyRNHU2xUeL20xAo5IGq1dxWUjutrbQQaRM6U1jpjj8SspT+t7tiBVXeIAJwqRo5dieGZaJIcuZLNCwTCQmLy9uawkKCjDtS+v/S5b8lKZPVI40fqzFYwu9veZBbO8+yt7uFsyO99MdCJEwdRZLxaU7KPQE2FlRyd3kDK4NFeMaDW0KITLbKxLYJIZAliVtLagjYnThVjdtL67ArKvdXraIuUMhTLUc51N9GW3iYUDKOJEkE7C7qcgq5pbiah6vXUuLOQc7ipvXaHHxs+QYGpgkwzYoQCMucIOYqsaWwMqtNbbLClsJqanMKeaunmXd6LnBmpJfOyAhhPYlpmdgUFbeqUeD0Uu4NUpdTwNbCalblluDTpgZqZCR2V6ykypt2KVsxg1j1qtwSPrdiO6awyHV48GhTH2J5Dg+P128hnEpgV2zUBwqzuyYfAISwsJJXBFclGcUTnFZQd9Z9GUmSbUemBALmghosw162itjpywMtoSeIvvsM7lW7USa43i0maqAEe/lqYhPcq4SRJHL0GVxr7kNd7FIhRcFZtxPpxb9K252nW0Cy7TDG0EVsRXVzeokJITCjQ8Sb30mXp03AWX8b0iwvf8lmn2JNbiUiGKEB5tplEEIQP/vGwrk+vdeQ5akdVMsCc0k8ebG4pEWzZ88eXnzxRSKRqZNFi01paSkFBe+Ncu6ssXSsRD+zC4tJKO4qECZWYsIz2cw+w+dSCc8HjUQiwdtvv81LL720qFbjQggGBgZ46qmniEQi3HrrrVlp14QGLqCoGu7A5CC9ZaQID1/EnVOKOo8JgfcT8fAAXadfxBifRM2r3EiwbA2yrGBZJvHRHrrPvkLfhX1EhtpIRofT1Q52D57cSnLL11NUu5Ng6WqkeQxq04E9gaknGOtrYrjrBGN95wkPtJAID6An0wEbSVGxObw4vQV4ghXklq8lv3ornmA5kqzOe8ArhMA0koz2nGaw7RCjPWcID7WRjI2kr4mwUFQ7qt2Dy1+My1+Mv6ieQPFKfIW1aA4vTBgPzeW4qfgYI92nGLiwn7H+JqIjnaTio5h6ApBQtXSwwOUvxpNbiS+/hkBpI778GhSbnYwz0TiGHqfjxHMkoyMAaE4/ZY270Zwz62OO9TfT27TncnBIkgmUrqKgesvMbbdMLp54jvh41rDm9FG6cveM8iTpYJ9JPNRHX/NbDLYfJjzYSmysNz1hKclorhw8gXICpY0U1uwkWLoKxTY/gXs9EaHz9IskxyfL/AW1FCy/BUXV0uNAIBEZoPf8Gwy0H2a05yyJyACmnkRWbNhdAdyBUnKKVxAoaSS/egt2V/Yah8KyiI1103N+D/0tbxMabCUZGcISJjbNhTtYQV7FBgprtpNbtg5Z1ZAk5ZoDj+/5QI0qK3hsdprG+rkQGqQjMsyvrLkdVZYRzP8lmhzvfLptdu6tWMltpbUMxSPjg3MLRZbx2OwEHW7c6szRsbih80b3eZ5tO8FYMo4qK9xRWsejtRv5VN0W4kaKvd3N/OTCMX5v/zOUuHP4VN0WVuWWIEsSf3X8Nbw2B6eHu8lzeNhZUsO/Nx8h1+Hml1ffjl9z8H+OvUa+08toKsaxwU5caloAeGthNYokYYw7OT194Ri9sRApy2BjQQUfXrYOn81ByjL4v6fepNKXi01W+ObJNxACHqxazYPVq3EoNv7h9NsMJSL86po78Y4HH/riYf7k8M+4p7yBr2x9aNJ528bt07+0YRfDiShjqThJ00ACHKpG0O7Cb3fOyYo74HDxX9fcMafvUQhBsvUQo6/9HXkf/YM5Z1JAOmsqIEs8VNHIvRWNjCRjmawkIQSKLKHKCm7Vjk9z4LbZZw08KbLMp+pmfhheYlvRMrYVLZt1nWK3ny+un7mE64ONNI1jnECYBukOfPYvAr3nPNFjz04S4J0rijcP16rdxM7vhQklVNFTrxA+/B/4b/2FaZ2hFhrFk4d79b3Ez7w2qZQrduY1Iod+jP/2X1rUdkiSjL1yPfaKtSRa9mWW6wOtRI78hMD9XwRpblk98bN7SFw4MGmZ4ivE3Xj3FIepichOH4ond/JCYZFo2Yd79e7s2yEExmAbsdOvzKndNxOy5kprG01AGEmM8OCsWUtLzB/TNDl06BAvvPACsdjVs0AXGlmWM5kMi8FizRKr3noCO/5jXtvK9usTML9ZSSaTvPzyy7zyyivX7Z4MhUI8//zzxGIx7r//fuz22cPozfufxOUrouG2yQKzejLK8Z/9KSvv/AK5ZWsWs8nveWKjXZx48c9JjOu61d7yBDlF9ViSxMWjT9O0/0lGu09jmZNL8eL0ERpooefc67Qc+B7VGx+lZtvjOH1F2ev9WSbRkU76Wt6h4+TzjPWeJREZmnKszDHHegj1nacPaDvyI9zBCirWPkTttp/H7g7O+TliWQaj3adpOfB9us6+QiI8iJjFrXG0J62jJckqDncQd7CCynUPs2zTx2c1u7kS00jR1/IW59/6F4a7jpOMDs06sTPceRwAWbXj8OQRKFlJ1fqPULbqPiTp8rtYmAath/6dvpa3AHB6C/AX1pFbvnbGfXeeeJ4TL//5eGYLgETF2gfJr9yENEOZYTI2wunX/prRnjMA5BSvpKTh7mnXFUKQjA3TeujfaT/2NKH+pvFA1GTioV7Ges/SdfYVWg58n8LlO6jb8dl0AHCO2d2p+Chn3vgmY71nAShduZtg+VoUVcM0dQYu7OfUa/+HoY5jmPrUKo/YaBcj3SfpPPUiDk8uOx7/GwqWbcvq2KaeoOPEc5x/+58Z7TmLaUw+1wQQHmylr2kvLQe+R+W6R6jf8TkU1T4efJs/C9ZbF0JgpGIIMbfsFgkJVXPN+IX5NSf3V67i707uRQjBPeUrqM8pxBKCjsgIhS7fjBbRV2tvpg2SlBah9QbntA/dNPlh82GePHeAR2s3UusvIKTHcaoaiiRjCcFPLhzjO+f282jNRiq9QQ72tfG1g8/yla0PsSJQxNnhXuKmzn0VjfzzmbdpHhtgV/kKfth8mD1d53mgajXnR/v5adsJPl2/lScabmFf7wX+6NAL/NH2j7AqtwRLCEYTMVbllvBQ9RpGkjH+9sQbNASK+Pn6rRiWhSUET7Uc5dGajTzRsI0zw71848Tr5Dk93FlWT0OgkK8dPMyDVatZk1eGEIJTQ90cH+zk8407Z7wGNlmh0OWj0LWwbgpzQRhJrPjYhAfSHLfX44y+8jd4NjyCvbCWIpePoht4Pktkh6SoaQHfiQiB3t+MFQ+l3Y+ughACKzrM8At/Rqr3/DW2x4Znw8OE3nmSVMfxzHIrOszwM3+ILViGq3HXvIIkc7GClxQV97qHCL35bZIXj05oxwjDP/1j1Nxy3I27kdS5i2tm2w7FX4TvlsdJdZ++XE4mLEZf+zucNbfgqN2e1UtaCAu9r5mR5/+/yVpEsop77f1oZatnbYvs9KMV1hA/v3eSUHTk3afx7/wMan51VtfUjI0w+uo3py21e7+gePORHZPLX6zoCImWfdgr1rwvbC7fSwghuHDhQmaAOhuqquLxeAgEAhQVFREIBHC5XGiahizLmKZJPB4nEokwMjLCwMAAoVCIZDJJIpGYsWylpKSE2traRQmoyLLMrl27WLNmDdFolFgsRjwez/x96f+XhJIvOShlo7siKQ5Ud/WCt3m6c3A6ndM6TU2HZVkkk8kZr7ck/f/svXd8Hdd95v09U2+v6I0ACIAESbBKbKLVe7ElW3Js2bGSONn1rjeb9038JllnN8462c272ZbNxonj2JHtJE5sZ+UiRbIlSlTv7B0ESIDo9eLi9jt3ZvaPC1ziEoUACari8ccfCnNn7vzm3Jkz5zzn93sesaxuR6p6eQLJ8yGTyfDCCy/w9NNPk8lkFtxXVVXcbjfl5eVUVlYWLLin78dEIsH4+Dj9/f2MjIyQTCYXXFhNJpM8++yzeDwerr/++gXJQyMdI+fwztpuY5OaHMZIrQi+X4zo4GmyySjnDj7GiX1fI3dxNvJFsG2LZHSAE8//BRODJ9l895fxlTQuqizIzGU4/PM/oefok0sel5u5DJPDZzj+7J8RH+tm812/i9NbtuhyJMsy6T32cw7/7L8QH+ta0rltK0cqNkwqNozm8tOw9ROLPtZIxzn79vc59uyfkU1GlnReK5chOdFHOjaMJ1RHzYa7ij6XFI1AVWuBqMkkJ0hFB7Br5jaCsS2Tsd7DF7W9TXy0m0wyguPixaspJCJ9hWwVAF9ZE6o+uyTWti0mR85y5Of/jb4TTy9Igs0IitTkEF0HH2Ok+2023v4latbfviQi7GKkJoewTQPTyNDx5vc4+cJfklqUw6mN5grg8s9d7XAxjHScM6//LSf2/TnGJbLu7anrPP3yt4gOnWHDrb+xoA7vYrB8RI2V4/TL3yI50bek4yRFZ90NX8AVqJrzc0WSuK+hjXKXFxubLSW1aLJCzrLy2SlrthfcoN5pjKbjPNl9jFtq1/LI2p2okoxNvlxLFhKT2TRP95xkW2kdD7dciyrJbCmt5dDzPTzXe4rmQBmmbbM2UMHHV29hb89J6rwhHli9hVcHzzIw5S5iYVHvC/PplmvxqDrrQpW8PniONwbPsi5UiTYlDCyEQJVkcpbJoZEezkwMkzFzBdKoxhPgkdadlDg8bCmtY2/vKU5PDE0RNRVUuv28MtCZJ2qAl/rP0BauXtA96d2GABwN11L2yF8gu5dGtE3DjA6TPLYX17q5meMVvDchFA2tat2s7enON8n2HMW55iOX/A4zNkL02b8kvv9Hl+/4NANqST2+nZ9mtP9EUclIbuw8Iz/4XcIfS+BuuwNpjkHmXLBtGzuTINNzBKE6cNTP73hSFEe4Fu+uh8n0HZ/lQjX6g3+HdV8Mz6Z7kJyLiwPAmo5D0XDUL+x2JoTAveVeEkf+mcSRn104/9h5Rn/yVUo+/lUcq3dccvJvDHUw9tP/RLr7QPH1ldTh2/3ZS7pYCUnGsXoHsTe+X1TWZgycYmLfXxG693cW7jdsGyubJPrio0y+8l1YzIDkfQrJ4UUtbSTbe6ywzUrHie//EZ6tH5tNiq7gimAYBm+++Sajo6Pz7iOEoKysjK1bt9LW1kY4HEbTNBRFQZKkggBrPgXdxjRNcrkc2WyWiYkJ+vr6OHfuHP39/fT39xcJ+8qyTFNTE4HA1Xm/S5JES0sLzc3NBdekaWeq6f82TZN0Ok0ymSQSibB3794F7a3faXg8Hu655x5Sqdmrs3NhdHSUvXv3kkgk5vzc7XZz11134fMtz0JQbW3tspE+lmVx/Phx9u3bd0mSpqamhq1bt7JmzRrKysrQNA1ZlpGkfKnIdMnYNPnW09PDkSNHOHz4MJOT8+vAZbNZnnvuOaqqqmhtbZ1lQpLLprDNHJaZxTQyZGc48Nm2RaT/OEZ6sshldgV5JCb6OHfgn2h/9TsFkkZ3h/GXNaG5gsiKjpGJERs9R3yse0o/Jj+3Gzj9ArorxNb7fh91EWMXWXXgK23i4qxmSdFwB2pw+srRnP58JkQuSzLaT3ToTFEWhG3l6D32FIGKtbRc98v58pZLwLZtYiNnOf7cn80iaXRPCb6SRnR3CFnVsS2TXDZJanJ4qjQpynQppRAS1a23LppEsG2bgfZ9nHzxG0UkjRAyrkAVnlAtmiuIJCtYpkE2NUk6Nkxioo9c5kJfoTkDVK29GemiRSwhKfjLmgt/W2aWRKQP28rNkVUO6cT4nHPxdHyEVHRwTqLGtm1Sk0NT7ZCHv7xlzgW1+HgPR5+eTdJIio43vAp3qA5Vd2NbJun4GJNT5W7T7ZsYP8+Rn/9XwKZu431IlzmHz6ai5Iw0o+cPcvL5vyiUbIFAdwdx+sqRVSe2bZFJjJOeHCpoygQqW9E9JfN/+RQsM0fv8Z9x+uVvzSJpdHeIQMVadE8Y27LIpqJMDneQig1jWyZDHS8jK/olSdFLYRmJGoveYz8j0n/s0jsXINDdIZp2PIyLuYkaIQRuVeemmmK3EkWSuK5y9RVEfOWIZlN0TY7x6xtvQpu60QQgTaXTRzJJBhOT3Fm3vvB5QHfR6C+lfWKYpJFFkSQCuhOHrOBWdUK6G12WUSSJ7NTKkiwkqjwBPJqOQFDu9FLq9NAdj5A1cyiSTEd0hL09J+mJRchaOY6PDdBWUoU99WBIQtDoL6XE4UEIgU914JAVUlOlESUODzfXrOHn50/mS7ZMgwMjPfzq+j2FUqjlgpmKMv6TP0RftZXswGkyPUdQgtX4b/hVHHWbQAhs22L8if+CEqhAdgWIvf0YVjKKe/O9+G/4PEKSMcZ7GPvxH2JGBxC6m7JP/w+UYP4+sm2b5PG9JI/vRV+1mcThn2ElI+i1bQRu+SJyoBIrFWXyxUdJHHuG9Lm3GfnebyG5fMjeMsIf/T3UksXp3FwN2LaN2TlGeu8ZXJ/diuR5Z0S43leQFJxNO5H9FZgzWPTcxAAjP/wypZ/8Y/S6zUi6u2g1xjYNzPg46bNvEt33VyRP7sM20iBrebekK+lUZRXfR36JVMdr+VKqGeRPtvcYQ9/+Ao7G7Xi3fxLHqq1I7gBCcyEkKb/6kTOwskms1CTZwXYyXftJdb5BbrQL7+7PLpqoQVLwXfc50h2vET/4eBHBkO07zvB3v8hk43fw7piOI4jQnAhJnhWHMXSGdNcB0p2vY4ycw7vjFy5J1AAowRpC9/0e2eGzGNPZSrZF6uTzDH7jEfw3fwH3xrtQ/BVITh8ICbCx03FysRHS7S8T2fvnZM4fKYpfOLwE7/xNHE27FrXK5mq9Ca16fVEZlp3LMvHc18mN9xK49d+gVTQhOQMIWcEmry1kxscwBtuJvvRt4gd+jJ1JgKwgFD3/3x8wCM2Bu+32i+5bm+Sp5xn+3m8SuvtLqKWNM34rwMph57LYRhorkwQrhxKsXrLj2ocRw8PDHDlyZN4sA1mW2bFjB7feeiuVlZWLcsVRFAVd13G73QSDQRoaGti1axfxeJyxsTFOnDhBe3s7/f39KIrC1q1br6q187TttyRJKMrCw81EIsFbb711WeexbZPcxCEsM4kWvBYhF49ZbMvAmDiIlR5CL78dIS/ufarrOm1tbYuOo7u7m5deemleokbXdTZu3Pie1ATq6+vj8ccfX1CTxu/3s2vXLvbs2UNJScmCJJEsy6iqitPpJBgM0trayo4dO3jiiSc4c+bMvJlTY2NjPPXUU5SUlBS1Uy6T4Mxr32Wg/UWig6cQkkL/6X0XDrRtjGwcf3kL3tKFS8o/jEhGBzix7y/IZRM4vGWs2vwx6jffjytYjaI6kWQF08iQjo/Se+Jp2l/5m4LOnWVm6T78U0pWbaNh2ycuSYQJIVG38R7OH36cdHyUQGUrZY07KWvciStQhebwIauOKeIiRzYVZWLgBB1vfI/+0/sKzpm5bJKzb/+A6tZb8ZVder5nGmnO7f8nJqZKYwB0V4jG7Z+ibuM9uPxVKJoLSVbyGoc5AyMdI50YY3Kkg8H2lxg9fwBFc1K+eveF99wlkEmMcea1vyMVHShscwdraL3hC5Sv3o3uCeeFiqfGV6aRIpuJk4mNMNpziJFzbzLee5iSVdcQrJptxCOEhLekAUV3F4idyZEzmLnMnL9FfPw8yakxsaw68sRpLkMqNkI8cp5A1bpZz65t5YiPdRXKl4SQCFS2ziJqsqlJjj3zP+k9foGkEZJMacMO1uz5fJ64cIeQFX1K1DdOMjpI34mn6Xjj7wtkSiLSw+Gn/gsObxkVTdctqp0vhmmkGOp8lfaXv0VqcghFc1HWuIv6LffjK2tGc/qRFA1si1w2QWpyhNHzBxjqeIWKpo8sioibGDzJ8X1/Tjo2XNgma04atj5Iw7YH8ZbUo2huwCaXTZGaHGTwzMu0v/IoiUgPfSefuaxrm4llI2qEJFHbdjfh2s1zfm7bJkYmTny0i9hYF5aZo37rx6ls/gjuwPy6InEjw0v9Z2gNVlLm8uJcRhXyK4Vp50uK5iu9sqf+J18UryKkKZHkaRIlvwqRJ3kEIGZp5AkhimQ3JCEKQsvtE0P89iuPsSFcxb0Nbfg1J397+o3C59PH6/IMYS6RLzub3kESguurmnms8xCHRnuITVmTX1O2arkE0C/AzJHqfIPU6Zfx7vwUvl0PEz/wE0Z/8LtU/Nqj+ZVbG7IDJ0kcegJnyx48Wz+GbaSRfWWFRpC9pQRv/3WSJ54juu8bWBfVDJqxUSZf+jaOgZ14tz+ElUkSfeGvQUiE7/8KQtFxtuwBSSI31oVv18N5VxzVMVvX4l2ACDpRt1Qj1HfGLej9BiEEWu1G3JvuZvLlmdkONumOV+n/i0/jbNqJXrsJ2Veaz45IRjFGu8j2nyDddQB7yqFJqA68Oz6FpLuZePZrVxST7C2l5ME/AtMgcezpIrLGSkRIHv05yWPPIHtCKMFqJHeoYOttZ5KYiXHM6GBeKHk6hV5Wl5Txk4+jhPAn/jBfL34RaWQlJ0gee5rk8b1I7iBqqGaeOIawMrELcUjKolOZhSThaNpJyce/yvA//CZmZErc2LYwhjsZ/f7vMrH3z9EqW1GCVUiqE9vMkosOYQy2kx3uLMoGgvzvFLj5X+G77nMLigjPhBKqIXDzFxieWYYF2Jk4sTf+keSJvWg1bfk2cHixzRxmcgJjuBNj8DRWwQ1Q4Fp3C2pJPZMvfXuWsPH7HpKCa8Md6NUbyPQcvrDdzBF/8wek2l9Gr21DCdYgqY68a0c2hZWJY6UmMeNjSE4/FZ//Jmrp1S9Leb+jq6tr3uwCIQRr1qzhgQcewOv1XtGYR5Zl/H4/Pp+PhoYGbrvtNrq6uohGo9TV1V32976XYOeSJDq/jjFxiNB1P0V2Xpz9JTDGXiXR8RcEd/8Tqv/DrV9yMaZ1aQYGBubdJxwO8+CDD9LW1oaiLF3kVVEUmpqa+MVf/EWeeOIJ3njjjXlJys7OTl599VU++tGPFghKRXfTsO0hglXrOfH8X6JoTipabigcI8iLrJas2obDs6JDdDHyGSQJdE+YLff8e2rb7prlTiPJKoruZs11v4I3vIoDj3+VRKQHyE+KO974O0obtuNbBBHmCa9i8z1fzk/iV12LoruB2WXTeVcgJ05fOcHqNt78P79D/8lnuZB90cNI99uLImqyqSiDZ16coQsjaN79Odbd+K+RFH3WuWVFR3V4cPorCFatp27jfSQn8uU/7uDis9US4z2M9VwoM1cdXtpu+y3qtz7AxcLAyAqyqqO5ArgD1YRqN9O887NMjnQiySqac3aGoxACp68cp6+C2EgnANHhTkwjM6s0ybZMYiNnyUxl9gSrNmBZOcZ7DmFbOSYGTlG15uZZuik5I010uKPwt+4pwX1RpYtlmfQe/zk9x54skDSSrFGz/g623PsfcPrKC/FeuNwQmiuIv2INgcp1HHrqPxMbOQtAMtrPief+nEDFWhzu0JLdtjLJCMf2/inJaD+uQDVrP/KrNF7zC/Pea55wA6UN22nZ/cicn18My8zR8cb3iI92FbZJik7L7l9m/c2/npdtKbpWHc3px1/egr+8mf0//n1iY+eWdE1zYRmJGoU1e35l3kG8TZ6xM9JxhjpfLZRJ+SvWLphKl84Z/LDjAIOJSa6rXM2uykY2ldQsyVb6asGt6AQdLjqjI+yomD0w9aoOArqTnnikYAVrmCZ9iQnqvCEci0zPNG2bkVQMwzLRZIVELstEJsW6UGflQd4AACAASURBVBWaJHNsrJ+UmeWRtTtpDVWSs0xylrkop6VpCCGo9gRZGyxnX287WStHS6CMcpe34Di1rDANHKu354VNdTdqeROD33iEzPlDyP6KqX1y2EYa/w2fRy2fSvuzzMLDLKkO9Jo2chOD8zPfQuC/8ddwb7wb28xiJSMkjj6NbZlImhNH47VY2QTC4UNv2IZj1Zblv9bLgBACOexGDrvf7VDe05BUB4Gbv0Dm/CEyXcXlMeZEP/G3HyNx6J8LK/y2mctPsGeKBksKnm0PEPro75HtO87E89+YRRAsBUIItMq1lDz0xyDJ+dKfi0tmbAszNooZm7/s4UohhECraKHkof8MQOLwk3PGYcXHyMTHrlYUuLfcRzgRIfLUf8eYMRDANsmNdpMb7S7su5CLi+T04d31GYJ3/EY+C2mR/ZuQVdxb7sNz6oWp8qXid5QZGyV1ch+pBWMQqJVrCN/3exhj3cTe/MEHjqgRQqCWrMJ/468x+tjvz7IhNyf6ZziJzd1OalnTZWuFfdiwkOWxLMts3779ikmamZj+Hl3XaWlpuSx7+vcsrCxmvAPFvQqhznZCEUJGdq/GttKYyd4VomYGbNums7OTY8eOzXs/Op1O7rzzTjZu3HjJzKj5MH2vhcNh7rrrLvr7++ctczNNk0OHDrFr1y7KysqmMrMknL4yHN5SxnoOIclqYcI14ywfnHv6akBI1Ky7ndoNd85rlSyEQMgKFc3X03DNQxzf+6eFMqjJkU6GOl7BW3JpbTdJ1qhac9OinZOEEDg8JTTv+AwjZ1/HmMpstiyjIG57KWSTETLJicLfiuakrHHnnCTNxefO/yvjCdXhCS2NwE7FRorKtpzeckpWbbtkaXfhvLJKoGLtgvvqnhKc3rICUZOaHCSbnpxVxmTmMkSHToNtISSZQOVactlUXrjYtpgYPIVpZmYRNZaRJjZ6gVRw+crR3eGidssmI3QdfKxINDhYtZ51N30Rp6983jbOP78ylWtuJBkd4PDP/v9CZtBYz0EGz7xE3ab7CtUoi4WVy5Kc6EPRPay76Ys0bPk4ij5/lsx0fIstaYuPdzPc+Vrh/gcI126iacfDqPrcczMxlWxRvno3q3c8zLG9/5Nc9spE2ZePqBFiURevu4K4Aw+i6h7eeux36Xj9b9l4x2/Pa6UX1F18Zfs9HBzp4dmeU/z3g8/gUjS2ldVxQ1ULLcEyArprSe5Cy4Vyl5dbatby/TNvU+0JUOsJkjZzJHNZ2sLVBB0ubq5Zw1Pdx9lSWku1O8D+kfMMJif55dbdS9LWOTLax9PnT7I2WM5rg2eZzKbZVdGALEn4NQeGaXJucgyHonJ4tJfDo71sKa1d0vXktW7a+OqbT2BaNv9h+z1XrV2FrKFVrC2UpWjlTUgOL9nhs7isXMGNRatcg1pSf6EDWGIto+wrQ6/dlFc5FxpKoHpqVX3pFrupnx4HwE4aGCeGkFcFcT20EeFUye7vJfN8J3bSQGkM4bhvHXLIhTWZJvnDI5hdEeRVQZAESlMYtamE5PcP43pkG3LYjTkSJ/E3b+H6zFbksIvUU6fIvtmDXObG/Ws7kLz5VO5cd4T0kydR1pWTff08GCbOB9pQ15eT64uSfvIU5vkIkt+BfmsLalsFQv5gi4DqdZsp+8WvMfaT/0jy+HNwkbOAncvMM6kWyL4yfLsfJnj3b+fts80saqgWY4rxv1wISUar2UD5L/8V0Re+ReyN7+fFii+TAJI0V77k5HLiqFxL+S99nehLf0Ps9X8kO3D68uPQXUgLWELOOr8QCNWB//pfRq9tY/zxPyZ56vl5SofmeSZlFb16HcE7fxP35vuQXYs/fyFup5+SB/8ISXMRe+uHmJPD8+w5OwahOnCtv5XQPb+DY/VOhOZE0j1YiaUJBr4fICQZ357PATaRn/0PjJEu5v5dPqAW5e8gFioxcblc1NXVXbVJ53RJ0gcFNiZWNoIS2IiYa7AvBJIWBBtsY36NlA8jEokEr7zyyrzW8IqisHv3bnbs2HHZJM1MCCEoLy/nzjvv5NFHHyWbndsJaHBwkGPHjnHjjTcWlecJIahtuxvLNFYEzpcIzemnYdtDyJfQdoN8ycyqTR+l++CPiY3mx0O5TILBMy+yavPH0C4xHhFCLNndUQhBsHoD/oq1jHa/DVxwkFoMsTxtCT7z73di4cC+yC3Utq1Z264Uqu7BW1LPyLk38iYL6Tix0XP4SoqTBHLZ5AU3KVkjUNmKaWQ4f+RxrFyWyeEzZJNRNEfx73exro07VFtEAtm2zXDna4z3Hi1skxWdpp2fzWvZLOJ9IisaqzZ/jP6Texlof6EQb9fBH1HedB1O7+VlwtWsv52GrZ+Yl0e4HFiWyWj3AeLjF8hkRXdTv+UB3MFLu2BKskrdpvvoOfYkY+cPXlEs744Kr5AI127G6a9kqPM10vFRPKG5SQVZkljlDVPrCXFH3Xp64xFeHejk1cGz/Kz7R9R5Q+yqaOT6qmaaA2WokvyODUAcssojrTuRheBPDz3HdG3SDdXNrA1WoMsKDzZtw7Jt/vfhfZi2hVPR+NV1e7imrH5Kf0fDMUU+uFUNx9SL0DVjuyIk1gbL2dtzkr85+QqmZfG5tTvZUppnfa8pr+eOunX89fGXcCoalW4fDzRuYTgVy2fDCHArGq6LdAPcqo7jIueX9aFKvKoDwzJZF6y4eo0nBMysuRdS3g3HNIpKvITqWDI5U3Qa1TGjxlJMZeNc3iQj1xXBONiH495WHPe0IiSB0GSMk0Mk/+4A+i3NyKVu0v98klTqCO7PX0vq8RMYhwdw/cImrLEEiUffxvXpzdhVfoxTw5DJv0TsTI7ciSHsZBaqfDhuXI1QZVKPHwfjQodvJ7Okn+3AYYO+J99BSyEnVjJL8ttvIRwqjntayZ0cJvGXr+L7yu3IVR9sByshyTgar6H8ka8z+fK3iR/4KcbQGSwjk88gmX5hCgGSgpBVJIcX55qP4Nv9WVytNyF0d55sDlaj1bZhTqWNSq7Aki0EC3EJgewrJ3T3l/Bse4D4/h+TOPZzjIHTWJl43kbcMmdk90zdn5KMkBSEoiF7S9Hrt+LecDuudTddQRxlhO78LTxb7ye+/8ckjz1Ntv/kIuKQi+NYfxuudTcvPQZZxbF6B+Wf/2a+HQ7/M+nON7DSsQvnn37wpXxfIFQnWvU63Otvw7P9IbSKlkXXjM/dBuWEH/wjXOtuYfKV75LqeA0rPYmdM8A2L6RLT/VFQnOhlTfj2f4Qvl0PI/vLEUJCCVahlq3Ol6ZNf/+lNFmEjOz0Y7mDhU2yK7CgtfglLgjJ4UGa8X3501y5iKbQXPhv+FW0qnVEX/wWqfaXMWOj2GZ26j65kFaOJCEkJa/doznRqtbm++wVXBLzTVCBgjDrChYHgYSQndhGFJg9QbJtG9tM5T+T3p1h73sR09k0p0+fnnefqqoq9uzZs+wW7i0tLaxevZqTJ+fOlrBtm0OHDhUyy2bCV9bMClm8dAQq1uAJLy5bRAiBJ1RHsHpDvnxjqt+P9J8gHR+5JFFzuVAdXtyh2gJRA/myK9syL+mYqbn8qA4f0F84ru/ks4RqNqI6fFdtbujwlCApOtbUgmBqcpCB0/twB2uQlkmuQwiBv3wNkqJhGmlyRor46OyymmR0kPh4vlxNVjT8Zc1YZg5J1rByWbLJCSZHOmfNuWOj5zCmFtAkWcNX2pR/t0/BNNIMd72Fkb5AdLuDNZQ17lzSGFlzeKnZcCcD7S8y/QxH+o8THWq/LKJG0VzUb3lgWUkayF/v6Pn9RUSf01tOWeOuRRPEujtEWcPO9ydRI4RAdXhQdTex0XOLSguShMAhK5Q4PKzyhjg+PoANTGSS7O05yRNdR7m/cTOfbNqGX1/eH2w+CCEod/r44sYb+WTzNWTMHIokEdLdBVIkoDn5pbW7uGvVBrJmDpeqU+b0IE8Nwr605bZCCdRvbLoFTVYQwK9vvKlI+6beF+Zft93IRCaJJitUzLAlD+kufmPTzYyk41i2TUB3ocsK8Wwat6ohgN/aeltRdoyE4Cvb78E5Y2A/rWPj0XSa/GWUuhbvCLNU2DkDc3K40PlayQnM1CSyr3yOycvVJt6myJt50n5nQm4I4bhjTZG4b/a182BaSC4V2zARQSfZ/b04H9hA9s0eHHe0oO9pwM5ZpJ+5tL2vkAQi5MoTLHNcunCq6Lc2ozRfEPMzOkYxjg3iuKcVO51D+HRy/ZPkeiY+8EQN5IXP1HAtwbv/P3y7PkOm5wjprrfJTQxipaJgWQjNhRKoQKtYg1bbls/icgeLOl2heyj7zJ8WHIKErKKEL19UWggBio5evQ6tvAnfns+RG+8l03MEY7gTc3I4T1ZYJkLRkXQXsqcEJVyLVtGMWtKQt012B65o9TAfh4Ze1YpWtjofx1gPmd4jGMNn81o0s+IIo4Rq0SpaUEun4nAF8tlplxWDhOIrw3/Dr+DZdj/G4BnS3fsxhjrJTQ5hG5kpUqgEtaQevW4zWtVaZG8ZknrlYtpCCGSnD/fW+3C07MYY6iTTc5hs/6n875BNIiQFyeVHLVmFo/4atOpWlEBVEREje0qo+Pw3sWa8t9SpQc9kepSusUN49BC1wfWoU6KlariOyi9+vyCSCPlyYWWGYHnaiNM5uh/TurCPIuvUhzbi0oqziCTdTclDf0zovi8XbVfmWfBYajuhaDjX3oBetwljtJtM136yfSfIxYbzmj1CIKkOJHcIJVCJGl6FWtmCEqhC8V9Fgv8DhIVEfNPp9KKdhlYASBqKtwUjchAz2YPibSn+3MqQHX8DEMiOFfeyaZimybFjx+YVPxZCsGXLFkpLS5d9kut2u2ltbaWzs3Ne0nJoaIj+/n7WrCk2E0nFhjGNVH4ivEK8LRrekga0JWTESrJCqLqN3uM/w5oyHknFhkhNDuErvTpmLpKszSorWWyGiubwE67dRHSGmHDXgceQZJXGaz6Jr7TxshfeFoIrUImvdDUTAyeAfJbIqRe/gZAUatbfgdNXtizZX/7yFiQ5T9SYRpr4+Hlsyyoak0WHThfKxnRPGKevAts2cXjCxDNxjEycyeF2KltuKHqmY6NnC+VbsqLPypLJpqJM9B8visdb2ogrULW0vkFIBKvWo7kCBYcsIz3JWM+hyxIV9oTr8ZU1Lfm4S8HMpYkOFhPY3tKGJZFJsqIRqFqXX2C8ggyrd62HM9JxcpnEvDWx07Btm7iR4dzkKM/2nmb/cDfRTIrNpbX8wfZ72VhSg2VbvD3UzV8eewGPqvPplmtnfY8uKzT6S3Cr+QF3tSeAtAwEgBACp6JR553b4lUIga6o834+0/q60u2f9d8J40LJRonTQ4lztqe9EAKP5sBzkTuTZ8bk5mKLbSEENZ7i1Vjbtjk+PsBYKsG/3tA6r0jy8sAmcfTnOJqvQw3XEXvrhwhFx7Fqy5QDzqVvaiuTwMoksRLjeSef2Cg5hxfZ4YMluI7kS15ypM++mZ+IygqKv2LOVXK5zIPQix8bayKFFctgnBwCIRC6guPWZmzTwo5nkYJ54lAoEsKr57MVLr71bLBzi3uQhVNFDhdrdNgpAyuWwTw/gTWWn0A6bmtBLv1wadxIqgOprBGltAF1w72kUgZG1sSybCRJoOkKTqeKqhbXTecMk/HxFJomEwjX5a0KkwbJpIE1biDLOZwuFYdDRZIEhmEyEUnh9mhomkJsMo1p2rg9Gg6HgmnaxGIZDMPE7dZwuVSEoqGGalBDNTibdr5rbSQUDTVYjRqsflfiEJKC4itD8ZXhbLk8tf8rOr+QULylKN7Sy7p+ISvziuV2jx/hay9+nrXl1/H5Xf8L1Zl/qQtVz2cELYCJ1BA/OPBV4plxDDNDNpfE5yjlX13/1zSEi0X6hSSjLnJl9HIhhEB2B5HdQRyr5jYJWMHlYyFb7Gw2y9GjR6mvr1/JrFkEhOLGUX0/6cEnmTzyJdxNv47saUYIGSsXJ9P3Y5Kd30ANbEZZ0acpYHx8nFOnTs0r6uv3+1m/fv2ylDxdjGnB7H379s1L1MTjcTo7O2lubi56Djrf+HsSkT62few/Iumzx8QrmA0hKbj8VUjy0jKj/OXNSJKKRf43sk2T2GhX3hXpKkAIcdlkiqK7qN/ycQZOPU8qlncXyqYmOP3SX9N34hlq1t9O9brbCo5Ay0U+On0V1G95gOPj5wskSTI6wMEn/pCuA49Rvf42atbdhitQM0uAdilwh2pweEvzWS22RXzqfNPZTbZlEek7XrCD9pWuLmjA+kpXEx/rxjTSTAy2Y+UyhRI4y8wxOZIXJwZQHG785cXjlWwqSmym5bmQCFSum2UlfikIIXB4y3AFqgpEjWmkiQ61Y5nGJR3FLoavNG+5vtzIJCKkLiqR95e1LOn5EULC5StHdXgxZtieLxXLZ899UW3gAjti5rIMnnmJ+HgP7mA1ygKp0pPZNH925Dle7DtDtSfIdZWrublmLbXeIA5ZRRIC27a5fdU6Xh08S/fk3KKYq7xhvn7jZ7CmiCFVlpekEfNBx9vD3XRGR/hZ93G2ldXRVjK/E9dyQKgO5EAl0X1fJxcdAtsmcNO/RC2/wIwKRUMs8FDE3vwhyeN7McbOYyUijD32FWRPmMDNX8DRtBshy/k0/JmdoiTPSs1XSxvwbH+I6AvfJPb6P6CWNhL+xB+ihuaoQ5yjf1UaQljDMVwPbUIEnBcycywbudJL7swo2va6PJkyOOWgo+U7NyuSRCp1Y/ZPYk3k2WzbtvOPkpX/17ZsbMsuPvfFyvkhF3KlD213Pdq1U6vqpoVwXXkpxPsJtm1jWTY95yc4fLCf3t4o0UiKXM5C1WSCQScNjSGu+0gDHu8FInN8PMW3v/kmNXUBHvrUJjo7xtj/Vi+9PRNksyYul0rj6jC33tGC16szPBTn+987xDXba3F7NF558RyplMHa1jJuvKWJjjOjvPZyF5PRNI2rw9x4SxPlFZ4PlC7ECpYXQVcln732j4lnIwzHzvH0yb96t0NawVVEZWUlYmr8cjFM0+Ttt9+mra1thaxZBAQSWtnNOGs/Ter832GMvYHsqgVJx8qMYGWGkJ21uFt+E6GsTOynMTQ0xNjY/ELyZWVlBTHfq4FgMEgoFCISmVvvyzRNBgcHyWazOBwXxm2paH5RTFHfmez5DwIkWUVzLZ2ccHjLiogTG7vIqngxsG07nxVj5jAyMdKxUTLJcYx0HDOXxsplMXNZbMvANDJE+o5f+kvngBASJau20bTzs5x66RsYU5nRtm0RGz3L6Ze/RdfBH1HWuIOqtbdQUrcNV6AyX2p+Bfe4JMnUb3mAyZFOug4+Vsg+sswsYz0HiQycoGv/Y5Q37aa8+SOU1V+bL8VaolSHqnvxltQXBIWTEwMY6ViBqDEyMWIjZwvlOt5wfT47SQi8M7Rs4qPnyKYmcU7NhYxMjGSkn+k5vCdYi+YqXkjIxEfJZS9keQrELFeoRV+Hw4s+5/cnl5TxBaC5AsjK8pdbZ+JjWBfpXTp95UsmEVWHF1VzvTeIGmyL/tPPk01NLLhbXujoKAOn95EzUpSsugbdUzLv/qZt4ZRVfu/au1kfqiTkcM8SuBVCICPYUlo7bxaILEnvWEnUckISEmuDFXNm0iwn2iNDvNh/hiZ/Kb/UugvvO6Az4Fp7A+6Nd2MlI0gOD0qw5kINqhCE7/+DWYRE0fHrbkav2zRruxquAyFwrb81b8084/5yb7gdx6rNRdkyQnUQvO3f4t12f778Qveg+MoWfR369Y0Yp4aJf+0VpAofdjKLurESx51rcNy1lsSjb2GOxMEGK5pXS5fLvCi1ARLffBO5Pog5MIlw5K/diqTIvt6NcXQQc2CS9OMnUJpL0K6rnzcGucKL4/YWUj86hrG/N0/qKBKuz2xDDi9O4fyDANO0OXyon70/P0NkPInXq+MPOJBliWzWZGQ4garJBcJ2GpZtk0waTERS7H+rlxefz4vneb06lg3xWIaJiQtK95Zlk0oZHD86iBDgdKpMTmZ4640eLMumrzeKqsnoDoXDh/pxujXu/WgrsrxC1KxgbuiKi+ay7QAMx7p4qePvyebSlzhqBe9X1NfX43A45i1xGh4e5gc/+AF33303a9euXXaNkA8UhEBS/XjXfQU1uI3MwOOYyfPYVhrJUYGj+n6cNZ9ECWxeIctn4MyZM5jm3GKrkiRRU1NTRJAsN1RVpbS0lM7Oznn3GR4eJpVKFcXh9JcTH+/BsnLIVzXz+4MDSZJR1KWPBWXVgaI6ZmiT2GRTixPktm2bXCbOxOApRs8fyIuzTmmhTBM0tmViWeZUeZOZz6a/gjIRWdFYs+dX0D1hOl7/W6KDpwtlU5ZpkJocovvQT+k7+SzuQDVVa2+mZsNd+Mtb5nXyWQwc3lI23fnbODwlnNv/w6lsjPw408plmBzpYHKkk+5DP8Vf3kzV2luoar0ZX+nqRWeRqLobX2nTlH05JCf6yaaiuIP5hfVMIsLkaP5ZkmQNT0kD0pS7l7ekEVnRMXMZYqNdZJLjOKfmOdlklMQMIWFfWfOstsgkI8W/iwDNVVyVsVgoqmOW+VA2Hcu7SS3FrEKSUTT3VenTjXQMyyx2Sc0TnUtbNJEVR+E3uFwsG1FjmTmOPv3fifQfW9T+QlIorb+W5l2/uODDEdRd/NaW2xb1Q3x89XvDWnk54VRUfnPLrVf9PA+v2c7Da7Zf9fNcgA1CRg3XQni2roIQArW0fsFvUMN1C6b/y+4Q8oyUOCEEsieE7ClOkxNCIHQXWuXC9niOO9cgZAEXuSjJFV68/89HyJ0ewZpIITx6Xj9GktB21yOVuDF7o0jlHuxoOl8e5VDw/JvdGCeGsDMmzo+ux5pIIVf6wDARmoK6sRJ141Q9vZI/p1ztx/MvdiDcxYN2IUs4H9iAurkK8/wEyBJytQ/Jf+XaHu8ndHaM8fSTp4nHs1z3kXo2b62mtNSNokpk0iZjYwkURcbjmbtdBgdjvPLSObZsq2bzlioCASeWbTMRSWHb4LooQ2loKMbHHlhP26YqDrzdy09/dJz9b/Vy+11r2Ll7Fb09E3z3b96mpztCMpHF61sRWl3BClYAFRUVtLS0cPjw4Xn3OXfuHN/5znfYvHkze/bsoaKiAofDsUI2zANJD+OqfwRn3WewjSi2nUMobiTFzdXXunt/wTRNzp2bLUY6DVmWqa2tvar3mqIo+P0LT8wmJiZIp4sJ69oNd3P8uf/NwOkXKKm/Zlb5haK5kVYy5oshxGXpywkhIc2UAbDzFtCXgpFJMNTxCmf3/5CRs6+TvYKMgqVCdXhp2vEwFU3Xce7A/6Hn6FMkxs8XxZ3LJIgOtRMdaufc/n+irHEnq3d8hpK6rcjq0vvYaXvxttv+X6rW3kz3oZ/Qd/IZUpPD2Nb0hN8mm5pgpOstRrreouONv6e27S7qNn2UYGXrJTN7JEXPEztTwsXZ9CSJiT6CVesASEz0kpzICylrLj/+sqbC9/nLm1GdfszYMJlkhNjIWQIVa7Ftm0xijGR0YOo6JPzlzbOIFNPIzMr+vNjie9FtJcmzyCkrl8WycvMcMe83XRXNIQDTzM7SRZIVx4LJA3NByMoV62gtX08mBK5gNbns3KJkhd0kBd0dJFC5jtXXfgp/xZoF9wfIWiaKJBU0ZdJmjt74OF7NQflUytfKwGUFVxtqy/wiUpLPcaHkaAaEJFDXlqGuzTPXqR9eGJRLQRf6dXNrXThubZ5zu/A50K6ZWzBUKDJqcylq8+VZ3L3fYZoWRw/3E42maV5Tyk23NuF2a4W+QfHIuNzTL4e5+4t0KsfWbSVc95F6nE6t0CeXV8wtrO12a9Q3hFEUidq6ALquICRB4+oQqioRDDrx+R0kkwbZ7NW3ifyg4kJpbf4Hubi/vzCAyO8z/fnFx804YurfC9vneocUD0wWd0xhn6KyluIYlvt9dflxruDdgsvlYtu2bXR0dMwr5gp5nY7XXnuN9vZ21q1bx7Zt22hoaCjohqz8trMhJAWhhy+944cYsViMWCw27+eSJBEOX902FEJcMmMnlUqRyRQTA4mJXizL4OATXyVYtR7F4S3q4dd85NcILGJu8WHDpTRBF3vcQn2ObduYRpqO1/+W0688SmpyaFaGjCSr6J4SHO4wqsODrDqRFR1JUZFklbGeQ8RGzl5WrBdilPCE61l34xep3XAXvcefpu/kM3ktlFxxSUs6PkrP0ScZ6zlM087P0HjNJ9Hd4cvqWyVZpWTVNgIVa6nZcCe9x55isOMV4qPnZk38E5Ee2l/5NgPtL9B6wxeo23gvkqzNe14hBO5QLZrDSzqeAdsmPtpV+Dw6eKqQBaI5A3hmGGF4wqvQXQHSsWFs22Ji4CS1bXcDEI/0FhyrFN2NO1Q322FzrpiW3Xjtg/cuy9vUX9l1LRtRI8kq13z0P2Ka81tOAggho2hONKd/UeleyVyWbxx/iXXBSm6rW0fcyPAn+3/G/pEe3IrGl7bexvbyhg/gz/sBhqygVa9fUnnRClZwKcRjGfp6owgBW7dVz5k1c6kXr8OhsL6tHKdTXVTf6nCoBfJnutRJliU8Hj2fwaVIqKpMJp3DslbsRC8X/dF2/v6tf0fYXcuDW34Pv7O478hZBj888FX6oqe5o/ULbKy+BYDeiRP8w9u/z6aa27h+9Wc4PvgCJwZeZCTejSypVPhWs632XhrCm1Au0sNKZCcYjHbQPvw63eNHiWfGEUIi5KqioWQrG6tvJeismPOekiSZZDbKkb5nOTX0MhOpIbx6mJayHWypvQu/Y3l1HzK5BOfGDnGo92mGYmcxLYOwu4Y15btYX3EDPueHk7x9L0MIQVtbG11dXTz//PPzCrpCPvtheHiY4eFh9u/fT0NDAxs3bmTNmjWEQqGrIvb6voVtYy84gxAr5BYQiURIJud3XBVCEIlEFixLulJYlsXkc618OwAAIABJREFU5MJlNKZpzoozEelDkjVCtXmRc9Mozrix7ZVFkYthW9YszY3FHWcWExsi7wo0Hywzy9m3/pFje/9X0cK9orkIVrdRs+42gtVtOLylqJobSdGQZBVJVhBCxrYt9v/0K1dM1ED+HlY0J8Gq9QQq1tJ47S8w0X+cnmNPMXz2DZLRgUK2i21bJCI9HNv7p0wMnGTrvb+P7im5rL5i2tm4ouk6SuuvJRntZ7jzNfpO7GW870hxWZSZJTp4mv0//QNSk8NTVSbzS114S+rRnAHS8VHAZnKkYyp+m/Heo4Xv9ZWuRnddqB7QnAG8pauJDrWDbRHpP57XshFSkbuR5griLamfdd2K5py1bdolaqmwzNwsskxW9PeUg5ssa7PKnKxcnhxbCvFiW4tzLFsIy9YqQghclykstBASRpZXBzrZXt6Abdu80NfOgdEe/u2mmzg82sv3Tr9JW7ga9zLYt67gnYHs9FP+ua+922G8K3DevwEp+OHRjHknkUwZJBIGiiJTVn55mk5Op1ogWRYDTbsgBiem/q8oAmWqVE2Q79Ptxbm/r2AeTBMRaSNBzpo92LRti8HJDrrGDhPPjBe2p40458YOoqtuxuK9vH3+CVRZR1dcpIwY7UOvc+D8k3x885e5dtW9yNKFxYNDvT/nx4f/hEwuiUP1oCtubNuiJ3KCN7t/wpG+Z/j0NX9EiXt2eUDGSPDjw/+VjpE30RQXkpDoi5zkUO/TnBh4iV/Y9geE3TXLMmGcTI/w1PGv8UbXjwBwaX4Egv7oad7ufpy1FXt4aMu/p8zbsDJBfY/B6XRy5513EolEOHLkyLx6ITMRi8U4cuQIR48epbS0lDVr1tDa2srq1avxeDzI8tIEKj8osK0s2ZGXyAw9g5UZAeZuS1fDv0AruTqONe8nxGKxWSVFM5FOp3n00UffwYjmh2EYRX+37H6Elt2PvEvRvD9hWTmMdHzJx+WyeT2ZaQjEgtok471HOPXyt4pIGlegitYb/hX1Wx4oCN/OBzO3dDJpMRCSjDtQhTtQReXam4kNdzDY8QpdBx9jYuBUgcQyjTTnjzyBN1zPupt/HXkJDrJzQVY0vOF6vOF66rd+nIn+E5w/+iR9J58hPtZdEP41UlFOvfhXOLwlNGx9cN4+3OEuwR2sKRA0sdEuLCuHaaSZnEFuhWs3IeQLZUGSrBCq2UjvsaeAfBZNKj6K01vG5PCZwn5OTwnuwGwzGYenpLjMyLZJx+cXIl8IZjaFkSnOIlWdvoIL1XsBqtM7q3wym4pi2xaCxZcQ5rWYLl0quBDeO/TVPDBtC8sGv+Ykmcuyt+ckN1a3cEvNWoK6i/956Flyi7ByXsEK3gvQts7hJLWCZYFl2pimhSQLJOnyJipCWtqxYs5957BfX8G7is6Rt+ifOMVNLY+wsfoWPHqIsUQfz5/5Lgd6nuSlzu+xpnwnQVdl4ZiawDrWV95IbXA9q0u24dFDWLZJx8hbPHPqrzk99BrH+p/j+qbPIoviV+n5yDFK3LV8YvOXaSjZgiwUOkf3s/f0Nzk++AKvnvshd7R+AV25MtLWsk1ePftPvHrun6j2t3Bb67+k2r8GSUj0R9vZ1/4dTg6+xHPtj3L/xt/Gqc1dwreCdwdCCHw+H/fffz+KonDo0KFZk9L5YNs2w8PDjI6OcuDAAaqrq2lra6OlpYWampoPVZaNbVtkR18levDfYCa7EbID20yBkBGShm3EQHag+jdiz0H0fthg2zapVGrR99q7Cdu2yeWWql2xgothmQaZxHh+orkEQdTU5FCBTABAiIII7cWwLZOB9hdITemdQL7aonnX52jc9iDKIsR6Z2XwXAVIkoyvvAVvSQOVLdfT/tp36T7444IZjm2Z9Bx7ilVbHsBX2rhs55UVnVDtZnzlLdS13c2pl/6anmM/K2T1ZBIRzh9+nJp1t8/rfiQkGV95MwPtzwOQTUbIJqNkkpGC3bWQZPwVaxBCnnGcgr+sGSHJ2JZJNhkhFR1Ec/pJRgcL+3lLG+cUv9VdQVSH74KTFjbJGQLES4GRieXFiWfA4Q7P0sV5N6G7Q7OsuFOTw1PZeot/t+YyiSK3rMvBe/5NrkoyLkXjfGyM/sQEHdERfrl195S7k8C0rEukua5gBSv4MECZKjNKpwyymZWB3QouIJNLcmPz57hr3RcLJU4hVzUu1UfX2GH6Jk4xHOsqImpqg+t4+Nr/hCoVZ1iF3TVkzRT/+Pbv0z1+hEwuiUsrXiW0bZvbWv8FOxs+UTg27KnBoXr4zhtf4q2un7C19m5qAgsLmF8KQ5PneOXs9/HqIR7c8u9pKNmCmGIJw+5a/M5yvv7Sv+RQ78/ZXHMHrRV7ruh8K1h+CCGoqKjgU5/6FC0tLTz77LMMDw8vWAo1E5ZlkUgkaG9v58yZM/j9flavXs2WLVtoamrC7/d/4O297VyC1Pm/w87F8G38E9TQDmJHv4zsXoWr8QsYEwdInfsWzrqH0Uque7fDfddh2zaJRGLR99i7jbnitEyDbCqKZc4mm3RX6LKFTj+wsC0SE73ksskFS2suRnSovcj9RpJVPOH6OffNpmNE+o4V/SaecD11bfcsiqSBfAbCpdyDlwNCCISi4StrYtOdv4M7UM3Rp/9bQXA4EellrOfQshI10+dVdTeh2s1s+9gfAvYUWWMC+fKlRKR3AaJGIli1vvB3Nj1JanKI1OQQ6UQ+m9jpK8cdLM70zevb1ODwlpKKDpJJjJOI9KC7AkVCz6HqtjmzeTSnH19Z0wVyxraJDJzAMnNLEu62bZvU5FBB9BjyzmL+8ub3lAC47grh8JaSiPQUtkWH27FyxoKlfzNh2zbp+OgMx7TLw7K1im3bYFvY2RRWJoEx2oUxfBZzcggzMY6dTWFjI2QNSfcgu4MooRrUskYUfyWSwwOyOusG8WoObq5dw58feR4Lm90VjawNVmBh05+YIORwo1ym6rNtW9hGBisdIzfehzHcQW5iADMRwTZSYJkIRUOoTiSXH8VXjhKqQQnVIjl9SJpzzpiXC7ZtY+cy2OkYuYlBskPt5CIDWIlxrGwKrNxUfA4khxfZX4EaqkEJViO5Q0iqA5T5hamuNC4rFcMY7sAY6iA30Y+ZjIJpIGQVyRVA9pejVa5BK1uNcHgRyuJLSq4oPtPAyiYxJ0cwBtsxIv2YsWGsdAxyBsgKkuZCaE5kbwlKsAY1VIPsK0NoLoSqL9mCbWnx5bCzKcz4KNmhDnLjPeQmh7DScchlQZLzv6nmQvaEUYJVKOFVKIX48srjH8b09oXg8ej4fA4mIim6uyeoqw+utNEKAHAoHrbU3FmkQyOEIOyuwe8oJZ4ZI5YeLTpGEjKqJGHZJkYug2XnsGwL27ZxKB5kSSVpxDDncCrwO8tYXbKt6P6ThExz6XbC7hpG4t2cHz92RUSNZVucjxxlNH6eTdW34daDxNLFqcgePYTXEWIg2sH5yLEVouY9DLfbzZ49e2hsbOT111/nwIEDRCKRJU2mbdtmYmKC/fv3c+TIEerq6rj22mvZsGEDoVAIWf6AWhlbGXLR4+jld+Cq/xWQnUiOUiQthBrcghrYhJB0kue+hV55N4p7bhH/Dwssy3pfZNPMh0xinM43/4GhztfIZZNTkhEC2zKRNSeb7/oyoZq2dzvM9xyiQ2fIxMcXTdSYRoaxnsNFxIs7UI3TVz7P/qkCWTANl78Cp79yzv3nQiYxXlTC805A0VzUbbqPs2//oFAGlMumSE0OYtv2VRlHCiHQ3SEarvkFhjpfIzPVbpmpDJn5zyvwhleh6B5ymThGOk46Nkx8/Dy5qXIid7B2zqwnp7ccd6CaVHQQyzSIjZ5Dd4cKxwlZxVfewlwp4ZorQEndFobOvFzQgIqNnCU21oWvdPWi28i2LUbPHywiLzSHj3Dd1kUd/05BVh0Eq9Yxdv5AYVt0uIPU5BCqY3HPj2VmifSfmJNMXgqWhaixjDTG8Fky3QdJnX6RzPnD5KKDWJk4tpHBzmVhii1ESCArecJGcyI5vKjlq3FtuB3XmuvRazciZtQEapLMx1dvocThwcZmZ3kjDkUlZ5kEdRefbN6G4zJYODM2SrprP6nTL5I89QK5SH8+3mwK2zTy8do2SFI+fVZWEaqOpLmQ3EG0yjU4GrfjqN+GVtWan+Qv48NsJiJkeo+SPPEcqZPPk4v0YqYmsY30hfa0rXx7StPxOfJt6vShVa7F0XAt+qrN6DVtyIGKZSEf7FyW9PlDJI8+TfLEsxjDZ4vbbSomoagIxYHk9KGWrcbVeiPuTfeg12wo+n2XE7ZlYYyczbfZqefJdB/CTEby5GEuA2auuM0kOU8eaU4kzYVSWo+jflu+3eo2oobrEcqlBa8XHZ9tkxvrJnnqBVIn95E+93aeFMwm889Jof3E1D2nXCAKdRdKqBZ91Racq3ei1bahljYirawa/V/23js8rus89/3tNn0wAwx6L+y9UyIlUl2WLNlSbMk1PXGSm5ObxMlJTkl1knMSp1fHJ8dO7MSWZcvRlWVLVjPVKLF3EiRI9I4BZgbTZ7d1/xgABAiABEBSJCW8z0OR2m19s8vae73r+953Am6PRl19kO6uKMeO9LJyVSnFJd5pz6Vti/wpXiRxPjAocBXjcxZNW67IKrKs5J0qxFTCxbJNhhLtXAgfpCNygtHMIGk9jm5lSOVimLYxyVVqKgKu4hnLmjyOAH5XiIH4BaLphaUNX4zPIJzoxBYWZwff4R/f+OlpfbwQgki6D9s2SeWu/yzlIhYOaYx8r6qq4pFHHmH9+vXs3buXc+fOEY1G5+3YYhgGra2t9PT0cODAAe644w42bNiAx+N53/V9QtgIK4XiqYUxi1tJ8SLMJNg6kuJGK9qKaPlrzHjzB56oudXLifrOvU7boW9TXL+V+NAFVKcfX1Et4Y6DFFWvw1u4WGI+E5IjncQGz+EL1V5xWyEEiZEOYv3NTH7HBStW4vLN3Q1MkudnTzzSdZT0aN+VN7yGkCQJpyd4SemNGMskmsk18tq16/aXTDXWETa2mP3ZzBM8IdwFZSTCSSwjQzo+SHKkExBIkow/VIfDNV0LyOkJ4i2sZrjrCIxdX0+gYkJPyO0rxu0vmfH9IMkqJQ3bcPqKyCbCAKRH+xlqexd/qA5pDuZAAHo6Rl/zq1OWBSpWUlDaNKf93ysomotQzUZaDzw1UfqXTQwx1L4ff0nDnMbTeiZOuP3AVceyYKJG2BbW6ACZC++SOPBtcp3HMIY74Uo+6MIGU0eYOlYuiZUI5wfXp19DDVbi2/wYwft/Ba2kIT+QliQCDjePNqybGriscHf1/Oz3hBBYiTDpky8z+uZXyXUdxc5cISXJtgALYekIPYWdikC0B73nJMmDzyB7gjjrNlL62b/FWbX68seaQ3x2ZpT0qVcYfeP/ku08in0lsSZhg2UjLAOhp7FTQLQXva+Z5OFnkZw+nLXrKfnUX+Bu3Lbw2CyTXM9J4m/+K4nDz2LFLtORjmUqCSOHnRnFjHSTOfs6o29+Fd+WHyOw62dwVKyYKkx1FcgTIF3E3/0GiX3fQu8/O3bdZo9v4pwZWciMYgFGuI3MmR+BouEobcRZv5mC2z+DZ+2DV/VhK4TAivWTOPSfxN/6KrneM3A5hlUIECbCNsfii4/F107m3JvElH9EC9XhrNtIwe2fxrv+4Tl3ku9nyLLE1u219HSP0t4W4an/OMq69RXU1AbRHAqZjMFgf4JEIseuu5vw+xdJrvcPLu/04lA9U4SCZzzCpN1NS+ft1qfYc/5rxNKDhLzVFPtqqQquwK35GU51E+semPVYmuJClqb3b5Ik4VS92MImZ87uuDIX2MIibeTfXy7Vi99VPFH2NBkFrmJkSaHIe+3F/hdx7TFuWbx06VLq6+sZGBjg+PHjHD16lHA4PM2q+ErI5XK0tbXR3d3NkSNH2LVrFytXrkTTrl828HsNSVKQHIXYuYEJK2DFXYkROYitx1Dc7ryjjJ1FGKNXONoHA7dK2dNMGOk6SlHNBrY+9secfOWvcPlLWb7zZxg4/xatB76JaWRwMrvg7QcVlpGldf83KanfisMduOzzb+ppOo78J6lYz8QyzVVAxfK7UB0zlzHJqhOHa6oOmp6JkcvEcHmnT5RMhhCCZKSTlne+tmCNGtsyxsaN85uUFkKQivZO0U2RFcdYzFfuI/PtqvPuT4UQjA62YE5yLVOdPjTn5bXkXP684G8i3IptGSRHOhkdOAuMZYJUrZ1xfCXJCoWVa+g5/VJefHjoAt5g1YSGireoBpeveMY2JUkiVLOBsiV30Hn02YnffWHfNyisXE2oZuMVf79lZOk48l2Gu45OLFM0N/UbHsN5hfvjvYYsKxTXbcJXVEtiuB3I6820H3mGsiU78M9S/jcO2zbpbX6VSO/Jq45lwURNrvMow9/9XbKt+/IlJVdraSJszGgPsT3/jD7QQuix38fVtO2alaAI2yLXdZzIC18kffJl7My1eVnb6Rgim0SZB8M8c3w2et8ZYq/+I4mD38FOxbgWJvUil8RORVBnSVW84v5CgG2SPPo8I899Ab3v7OVJhsvAHOki9to/kW3ZS+hjf4Rn5V1XTTCMn7fhb/930s178iVrVwvLQO8/hz5wAcVTiGftgwuPTwiMoQsMf+d/kjr1EmIBqvvT4zMxhloxwu3IDjeeNfcvEjVjKC7x8vCjK3n1pRZaW0d45eXzyJNeHgJBebmfnXd+sGdU32tkjAQHO54jfkl50ayQJKoCy9lY86E5bW7Z5owlSBcPN3eBZyEEPbFmfnjmS6SNOA+s+Bw7Gp/E6wyMkS8yx3tf5lj3D2c9hmnr2DNYMgohMMwsEjKqcnVEoYSMNnaMtVX38Ojaz+NQZndNuJSoCic7OdDx3BTryJCvhm11H7kiqbWI9waaplFdXU1FRQXbtm2jpaWFEydO0NraSjqdntdg2zAMTp8+TVdXF/feey+7du3C7Z5uuXpLQnGhBdZiRI9gG3EUxYUaWE+m8+tk+57DWfYAuYEXEWYCSbu868wHAZIkXVFsOhgMsn79elyuG+vEIssyFRVTS2csM4fDXYCsOlE0V76MQpIorF6D/maCVLQb73Vwob31IRhsfYeWvV9l6Y6fxOkpmvb8CyGwzCzdJ39A+5FnpoztCitXU9a0c9Y+Q3P68BXVkn/Z5vdLhNsZ6T5GxbLdyLNMzgrbIh5u5fSefyDae2rBv67/3Otkk2HKmnbiKihDUbR8hv8s8Y5nxOaSEdoOfWeKborTW0SgbNmc+sf2w8/g8BQSqtmA01s4liEzuzzBuFRIMtpD26HvTAj0AvhDdbgLyi7brurw4gvVIbUqE+cuHm4FQHF4KKxYNeu+wYqVKKoTy8iSivbm7brHsoa8hTVol3HlUh0emrZ+ksELe8kmhgAYHTzHyZf+kk0f+YO8ns8M5zt/T+XoOv485/b+6xRb7+K6TVQs3z1F+Phmga+ojvJlu0hGuiayaiLdxzn31ldYe//ncXiCM/5WYVuEOw7Q8vZXrlqfBq6m9ElWMAYvXDkjZb6wTNKnX0OYOcp/7qtoxfVXfUhhGWTOvUX46d8m13VsYsblmkBR8ay6F2UWFfQ5xWfbZNv2E/7Wb5FtP7hgImQ2uFfcjVq0sFRQYeZIHnyG4Wd+BzPSfeUdrgRTJ9t+kKFv/BolT/4p3nUfWjjJIATG4HnC3/pN0qdfu7bXFZA0B971Dy38Q1YIrPggw0//Nslj3798ls9CoKh41n0IaY7CVh8EyLJEdU2Aj31iHS1nw+x7p5OB/gTFJV5KSn2UlPpobCoiGs0wNJSkpMRLYZEHp0OhaWkxDoeCwzm1W0yldBLxHOUVF2c5XC6VxqYQgaCLcZ1OTVOobyxC1WQUJb9QUWVq6wpJpXQcjoW9iEzTYng4TSjkQdNuvpfZXJAxErx+4d/pjZ2d4x4S2+o+OkHUSEhIUl4vZiYCJG2MkjGuzbtICJuOyHGimX6Wld7OnUs+TcB9sX+3hY1uprHE7M9zPDuCbk0njXNmikRuBEVWKXSXX1WciqzmLb6RGEnly6hc2txFIsOJTr5/6m+wJ/2O5WU72Fzz8CJRcxNhfFBdWlpKSUkJGzZsoLe3lzNnztDc3Ex/fz+6PrcZaCEE8XicF154gVQqxX333UcgMLNo5a0ESXHhLL0fK92D0CPgKsVRtBXFt4zE6d8jdf5vsfVhVN8StMCidslciJpAIMADDzxAUdGNn+m+9BvM5SsmGenEMjK4/CUMXniHXCqCkUti6qmpLkWLyEOSkWUVy8hw7u2vEA+30rT1kxSULkFz+VEUB6aRJRMfoPvUi1x49z8mSlwgn+nRtO1Ts+rTQF5ouKRhG10nvj8hUKtnYpz50d8jSTIldZvz+jhj19MydbLJMOH2g7S8829Ee08CAoc7gJFLzvs6Dnce5vy+f8cTqKS4diPF9VsoKF2K01uEw12AorqQFRVh25hGBj0TIxFuo+3QdxhoeXPCfQmguHYTwYqVc2q35/QPGe46iq+wlpLG7ZTUb8EbrMbpK0Jz+lFUB5KsYNsmpp4mmxhmdOAsrQeeYqj9wMTYRVYclC/bPaur1jgkSSJQthRFdWLqaYY7Dk0IMHsCFXguQ1L6impw+orRM6Po6ehEaY6iOQmULrlsmZokyRTXbWLJtk9x9q1/wdTTCNtisHUv+5/5TZbt+CkKq9biLihF1dz5ifRsnFS0h97TL9N26GmyyYuTdS5/KSt2fQ6XNzRxT9xMkBWVxi1PMnD+bRJjRJhtGbQdehrTyNCw6ccoKF2at5wX+Sy09Gg/4Y6DnH/3a8SHLqBorny1zFVYdC+YqHFUrMC35XGiL/3t1HInWckL2/pCaGVL0Eoa0YqqkT1BkGXsTAIz0k2u+yR67ymsZGT6AFtYZM6+Sey1L1H8xJ8gzaO+8VIIyyR55HsMf/d3MQbOzbqdpDmRvUUo/hLUQDmKtwhJdWAbWexUFDPag52JY6VjiFyacbZYLSjDt/mxBWf+CNvKk0jf/Dy57uOzb6g4UHxFeXHZYAWKL4SkOhFmDisVxYz1Y6ejWOlRRC45wYJLLh/+rR/L67LMNzbLIP721xl57o9mLHWSHG60UB2OqtV5nZ6xmOxcEjPai95zilzfGazRwWnX2Og/S/ip30CSVTzrHlzQ+bPSsXyG1JkfTb+HZAXFX5oXM65cgVZUi+z2g6LlS8TSo5iRHnID5zCjvdipaJ50nHQcV+N2nPWb5x3XOOxcitgrf0/y+AvTSRpJRvGXoJU14axajRqqQ3YXIKmOvKZONoEZ6UHvP4sZ7cNKjuSzwCbF56xeg3vpzmtWQvZ+Qd7y1sW6DZV4vQ72vt3B5i1VbNycJytN06L1wgjv7u1kydJi7tjVQGGRhx//qZmvdV/PKEeP9PHkp9ZPLCsp9fGpz26csl1BwMUTn1w/ZZnH4+Ajj1+5JFIIQSyaQVZkAoGpM5jZjMmxI33cvqOWQNA9p3PwfoOmunBrfuLZMInsMMXei44GtrDoHDnBSKrnCkeZGwSCnJEvS3JrPrRLslQS2RHO9L/F5TIeY5l+OkaOU+qrnxSnTdvwEUZSPfichdQWXd2AUZFV6kMbKPRU0DFynJbBd9lU8/C0Wctx/R1Fmn9q9iJuLkiShM/nY/ny5Sxbtoy7776b9vZ2Tp06RXNzM7FYDMu68uAml8uxZ88edF3n8ccfx+l8b4T+rxckScFZdj+O4juRHPmSF9ldRcG6L5Ju/RJmohlH0XY8jZ/L69h8wCHLMm735d8luVwOIcRN6RhW1rSDZKQTPROntGE7HUee5e3/+MWxgb2EN1h1o0O86eDyhqhe8yDdJ18gl4rQdfx5+s7uwV9cj8MdHBv0p0jFeklHe6dkWiqqi8YtT1C9+oHLOvNIkkT50l2ULbmD7lMvTIxDhjsP8+63fpXCytV5IVyHF9PIkIkPkor2EA9fyJc7SRJljbdTs/YhTr32d1OIorlAIDD1NKOD5xgdPEfrwadxeAK4fCU4PYUoDvdFokZPjTkf9WBNKj0CiYKSJlbu/gXUOYouCyHQ0zEi6RiR3hO07P0qTk8hLn8pDncARXPmbbEtEyOXnHBpmiwyK0kyFcvvYsm2T89J0ydYsRJFc+eJn+TF81RYuRrNPXvplMMdIFi+fKJsapw4UTT3nIgpRXWy7I6fxTJ1zr/79TwxKmxGuo6yv/cUnmAlnmAlquZBCBs9HSMZ6RoTS774zeQJVrH2vl+nfMkdNyVJM45g+UpW3/MrHH/xT8nE8+XulpGl/dC36T39Ev6SRpyewrwERy5JKtpDJjGUFzbX3DRt/STJSCd9Z/ew0CqZBTMgkubCt/EjJPY/jRnpRVI1tIoVeJbfmRdjbdiCGihDUhz5jInxj0eR1waxcykyLW8x+sZXSDfvybvdTIEgefR7BHb/LFrZ0gV9RAgh0HtPMfLcFzAGWmb+HaoTV+M2PKvvxb3sDhzly5Ac7rzYLNJY6Y+VJx8iPWQ7j5DrOEK24zDGwHlcS3eglS1MBEmMZYSMPPdH5HpmqWNTHLjqNuBZdS/ulXfhqFiO7PDm45PG4hMWQs9gRHrIdR4l132cbNsB9L5mXHWbcFStmrcUlhCCbPshoi/+xXSSRpJxVK+mYPsn8W1+HCVQlhflVVRAmrjGwsiS7TxG/M2vkDrx4rTsKyPcRuSFL+KoWYtaWDXva5zrOkbq2HQSRHJ68a3/MAW7fxZX7QYkzXXxHpQAW+RVyy0D28hhjQ6Q7ThCtnUf2Y7D6L2nAQnP6vtQZqnXnAv0/rMkDjwzLUNK0lx4Vt9H4O5fxFW/CdnpzbuHyXK+wxpLncPKa9RYyRGyHYfItu4n23mMXNdRsCw8y3ejfoDSe8fFNG17jISUpIn+XYiL62U5n3KqaTLLV5bS2jpV50lRZJYtL6GzIzrl/SCEmHIcSZKVBd7FAAAgAElEQVSQ5Ysb2LaNEBfbHX/+xuORx8prJEmaWAZiyj6zxW+aNqdPDVJa5sPnc0y0LYTA5VbZtbsBl+tidz051kvPw+RzNR7/jR6EKZJGsbeGVC5G1khiWNkJTRmBmFWUdxwFzmLK/A20Dh9hb9vTBN3lFLiLMS2DtuHD7Dn/NXQrhyJdvT6+LMkU+2qQJZXe0XP0RM/QVLIZkIhnh3nj/NdpHnx7Rj2YcZiWwevnv0bIW0VN4WpkSaEneoY9579GSo+xvuoBSnwXB4xCjGvsCBB58klMnBsb27bGSrekseyifNuVBUvZUP0gb1z4D1448w8IBE3FW/A4Api2TiI7wkD8Ahkjwaaah3Fpc7NIXcTND0mSJspTVq5cSW9vL8ePH+fkyZMMDAxcsSzKMAz279/PsmXL2LjxyvoCNzsk1YM0ScBbkmTUwFr86/4cbB1kDUmde8bZ+x0ejwdN02Z1f0qn0zetM1Rx/Rb8xfW4/CU4vUWsvue/0H7kP5EkmZq1D+FZFBOeBkmWqVp1P+6CMs6+8eV89lEuecVSI0V1UbPuw6y483OXiO3ODKe3kJW7f5FEuJXYwDnG3+t6OsrghbcZan13bGAupmTMSLJCqHo96x/6b7j9pbQeeHreRE1+wndyP5YnUPT03IT0JUkmWLGSVff8CoXVM9tUz97upFZti2xyeEr2yGX3lxXKltzBugd+A+8cqx88gQqcviJyqUnft5JMoGzZZa+T6vRRULpk2nKHqwBfqG5ObTvcAVbs/gUkWeb8u1+fKN0a18vJCxvPAknCV1TL2vs/T/XqB6cKKd+EkBWVmtUPoqejnHrtb6fcS3pmlJFJejuToahO6tY/yopdn6Pt4LfovyRjaz5YOFEjSTjrNuLf+nGMSA++zY/jbtqOWlh1RctqSXUgO734Nv8YrsbtjDz3R8Tf+tdpA24j3E6m5W200iZYQP2ayCaJfP/P0Htm6ogktNImgvf9P/i3PpEnGy6TmaD4itBCtbiW3J4fPI8OkO08ilpQls8WWgCEnib6w78mc/7tGcp2JJRgOYX3/Qr+2z+FGqwcI0JmgRfUwipcjdvA0jFjA+S6jyOpThR/8bwZSzsdI/KDL2IMtV4SloJv06OEHvt9HJWrZo1JUh3g9OJddQ+uuo3E9z3FyLN/kBdjnjgBgsz5d4i//TUKH/pNpHk6GKWOv4h1iRUgskrw7l+g8OH/iuovmfl3yyChwZitueovxlm9hoLbPoE5OpQnui68i3/Lj+XJkwUideoVzOglzi6Sgv+2TxF67PfRiqpnvS6SooEGuHwo/mIcFcvxb30SKxkm132S9Nk38G974gOVTWOaNidP9NPZHsWybMorCtiyrRrTtDl6uJfBgSROp8KqNWU0NIbGSAoxbUA93jdd2keZhs2RQz309o5imjYNjUVs2pJ/aSaTOV59+QKxaIaa2iBbtlajqBLnmsOcbR7CsgR19UHWrqvA5dY4sK8LASTiOVLJHGvWVbBkaYizZ4Y43zJMNmtSWOTmtttrUVSZA/u6OXq4l0DAxakTA6xaU8aKlaUMDiTY924XyUSOjzy+moKCfBplZCTNwf3dJJM5fD4nW7bVEAi6eHdvJ6Zpk4hnMU2bDZuqaGicblNuC4tkLoplG3mXAGfRdS138TkL+eTmL5AzUxhWDt3KkspFSekxUnqMk72v0TK0H8HMg0ufK8SOxicZSfWyr/27tIYP43MVYZhZRrNDVAaWs7z0NtqGj8y4//wg0Vi8iWWl22kZ2sfX9v8mlcFlyJJKONmJYeXYUvsox3tenmVviTWVd2HZJl9551cJuEtQZI1Iqo/RzCANRRu4d/lP456klZE1khzufoFIupeskWQ0M0giO4ItLH545p8o8lbj1rz4ncWsq7qPYl8NAKri4P6VnyNrpjja/UO+cfB/EnCXoCkubNsiZ6VJ5aIsKdnGuqp7gUWi5v0GWZZxuVw0NTVRV1fHzp07OXToEAcPHmRwcPCyhE0mk2HPnj0sWbLkfVECNRkTZLXm43q5ttyqGM/Mcjqds5IxuVyORCIx47obDVVzoY6TMbJCxfK7KWnYjgQoDvc107Z8P8G2TIRtseLOn8ddUE7rgaeI9p2aVbhXkhW8hdU0bf0UjVuexDlHHU5JkimqXsu2j/0ZZ17/J4ba9k2UQQH5SdIpczIS7oJSatY+zJLbPktByRIsPU1R9TqiffPTqylr2kFs4BzRnpNkU8NzLp2SFQfuQDnVq+6nafun8Rc3zMupqmbtw+RSUZKRTnKpKHPNnFAdHvwljdSseYiGTR/HHSifMzmkOX0ESpYSHzx/cZnLT8EVypdkRSNQuhTV4cHULxoa+EsacLjn9g7Iu2QVsvqeXyFYvpK2Q99mpPvoFK2d6TvJeArKKG26faxEas28zvGNhOr0smT7Z3D5iml552tE+05dkoV1EZKs4AlU0rj1Eyy57TM4PUUEypfnyw7fa6IGQHJ4CD32+6A6F2QTLEkSamEVoY/8Dnr3CbJtl9hYWQbZ1n34tnwMxTO/jwhhmSSPfo/k8R/M1DKuJbdR8okv4mraPq/BriRJeTvnkga0koULkgrbJt28h8SB7+Rtoy+Bs3Y9oR/7At61D16eoJkhPlQnWnEdWvHc2NFpsVkGiYPfJX16qoUakox7xW5KPv3XqEU1c+tQJAnFV0Tw7s9hJcJEvv+nUzNMbJP43n/Hu+4hXPWb5h6jqedLxS658bXiOgK7fgZ1AZpBkupEC9WghWrwbXhk3vtPic8y0HtOThM3VoPlBO76ebRQzQLi01CDlajBSrxXIXB8q6KtdYSTx/u5Y1cDwUI3ws7rwhx4t4tINMOuuxoYGU6z960OAkE3xcXzG5TKikRVTYCmpcUkEjn2vHaBpiX5jKpM2mDZ8mJcLo2Xf3iO4hIPPp+TA/u6uPOuRrw+B2/uaUOWZTZtqSI8lCQez7H7nibcLhXnWDZMUbGHrYU1yLLEa6+cp/XCCOs2VLJpSxVDgwlWriqjaWloQoumrNzPjjvq+f7/dwbLzA+4cjmTN19vo7TMx5ZtNVw4P8ybr7fxwEPL6OuN43Kp3L6zjr7eOAf2dVFR4cfjdUz5rbH0IE8f+QMiqT7cDj8/vu3PpmR4XGsosnpZ16GckeJC+CDWLDpTsiSzvf5xCj3l7Gt/lt7Rs4xmhgi6y9i15LNsrfsIJ3pfI54dnmKLrSpOQt5qAu6yGbNtJEki4CqlyFs1sZ8kSRR6KvjU5i+wr+NZzg7uZWC0Fafmpa5oHdvrH6c6uJJoug+/KzRlUOBQ3JQXNLGp5mFWlO1kb9vTnBt8l3g2TKGnnC21j7Cz6UnK/E1T+s+MkeBQ5/cYSnZMLPM58yUcPbFmemLNAHgdQaqCKyaIGoAiTyVPbvo91lfdx7Gel+kbbSGjx1FkByXeWjbVPMS6yntxaZd3kljErQ9VVSkrK+Ohhx5i8+bNvP7667zzzjuXdYrq7OykubmZ7du33/JZNbYxihE5hD78Fla6E4SFpBWiFW7GUXwHirfuphStvBEIBoN4PB6SyZkNDizLor+/n+XL5+eu+l7A1NNIkoyi5ctSJUlCc3oRwsYysiiq8wM1iTUXCNvEzKVQHR4atzxB5fK7GBjLcIkPt5NLjiCEjeby4y9uoKRuC6VNtxMoXTrvCUtJkgnVbmT7k3/JSOdRBlr3MtrfTCYxNHbtFByeAL6iWoLlKylruj0/cB/LrlA0N8t2/jQl9VsBcBeUzipEPBllS+6guH4rowNniQ2cIxFuJRnpJJsYRs8msIwMtm0zapkU+oooKCijoKSJwqo1FFatwR9quGxp12xo2PwEVSvvZ3SwhdhAM/GhVtKjfWSTwxi5JLahAwJFc6E6fXiDlfiLGyiqWkuodiMuX8m8z7HmKmDlXb9I1ar7J5apDjehmvWX2Sv/rJQ23c72J/4Cy7j4XvAV182ZqBk/jurwULv+USqW38Vw5yGG2vczOthCOtqLqWeQZAWntxBfUS2FVWspbdhOoHwZygJ1NZ2eItY/+FsTxJ8kSRSULVvQseYLRXNRu/4jlDbdzlDbPgYvvEM83Eo2mScENac3/9zUb6Wk8TYCZcsm7tnSxtvY9sSfIywznwlbObvY80y4OqJGkpAuoxA912OoRVX4Nn2UXPf0ga0+eAGhp2GeRI2VHCax71uIXGraOrWwktDjf5B3lbpBnbmdS5LY99SM7lOKv4TQY7+Hd8398yJprhXM0UGSB76dP++T4wqUUfjgr6IWVc/7g05SNApu/wypI8+R6z4xtb1IF+nTr+KsWTfn32vraewZHJQUbxFK4OpEOq8FhJHDmuHayu6CBZE0i4Ce7lFq6wqpbyiaEOsVQjAwkGD5ilJKSn34fE5OHO8nMpyeN1EjSRIOp8pAf4JMxsDQLXK5PBFYWOimrj4/cC4p8TIcTpHLWvj8zrz9t6ZQUxukvy+OZVYgyRJVVQVUVRVMPCtCgMulMdifIJXKYZo2qZSOLEu4XBqqKuN0qXg8jikxaao8RWJKz1lEoxluv6OeULEHpGLOnQ2TThnIssTSZcWUlvkQAk6d6MeyppMfPbFmWsOHSORG8DoKMayFC529V9AUJyvLd1Ef2ohuphFCoMgabocfTXayo/HjbKx+EK/j4ruiOriSX7/nKVRZw+ecLoqpyk4+sfkPsWwdr3OqnWtZQRMPrf5l7lr2E9i2mdfBUD24NB8SEp/Z+r+RJRmP4+I7sCG0kf/3rn/H6wjgUD08uPIX2bXks1i2gSKruDQfDmW6007AXcpP3fZXWOLypQaSJONzTP8dbs3Puqr7WFZ6O7qZwRZmfiAjazhVz4xtLuL9C1mWKSsr45FHHkFRFN58881ZBYd1Xae1tZUNGzbccIefq4Gtx0ie+yKZrm9g54ZBWHltPmEhqT604Ab8a/4YR+j2Gx3qTYFgMIjP52NoaGjG9ZZl0dvbO1FeezOh89hzODyF1KyZ6gpo5lJc2P9NatZ9GN9i+dMU5Mu0898zkiTj8pdSv+Exqlbej2VmsS0TEEiSgqK50JzeBVlOT4bDVUD5sl2UNGzF1DPYlo6wbZAkZFlBUZ0oDg/yJVUYkiwTLF9OsHx+JKEkSaiai1DNBoqq1mKZOSwzh20ZCNtC2DZDmQT/6/AP+elVO9lU1ojqcKOorqvKnpckCae3kNLG7RTXbc6fT1O/2O5EOb2MJMtjbmXOfLsLPL+yohKq2UCoZsO893X7S6ldd3WT0eOQJAmHu4CK5XdT2ng7ppHGNidfZxVFc6KOXeerger0ULXqvmsS90IgSRIuXwm1ax+hcvndmEZ2TGfo8s+Ny1dM/YaPLrjdmyLvSJJkPGseIPrqP2DFphI1ZrQXYcx/EJFpeZtM2/7pbTk8BO/7ZTwr7roqkeKrRa7jMJmzb05fISsEdv8s3vUP3zDL5czZN8i2H7pkqYRv00dxL9+14LRSraQB74ZHyPWfnaJJJIwc6dOvUnDHT6DOkWSRJHlGgWRh6YhZUtLeU0jSjOcpr890DSzEP4CQZQnbEpPdIieWW2Pp/UKAZdlTtGXmiva2CAf2dbFiZSkejzamQZNfZ9vjWjP5f8uyjKxM1qKZ1O6YvozDObWzjsezvPj9ZioqCygt86GqysTxpfH/ziFjdkIfx56k2SMEkgyKIqE5lAndmpmUX2xh0z5ylLR+jR373gPIkozXEZhCxozDrflxX5I1oilOQt7ZhSUlSSLgLpl1nVP1TMnQmYyZ9nOoLorUykn/78ahXlkAWpFVgp7Z3TTmAllS8DgKphBHi/jgYry85cEHHySVSrFv376JAcOl6OrqIp1O37JEjbB1Ml3/Qbr1SziKd+Kq/jiqbylIKrYeITf0CtmeZ0ic/O8Eb/sWiuvGT+bcaDgcDmpqamhra5txvRCC7u5ukskkfv/NlY033HUUb7ByGlFjWwY9Z16iqHrtIlEzDWLKx4AkSSApeccart87YzzzYi76Nte0XVmZsd2O1DlOZ3UsdxDXHMu55gNZUZEVH3zAzFjz19mN6nh/G17knxsJzeVHc703/eJNQdQAKAWlaMUNWLH+KcuFnsY25jewFaaRF69NRaetc9Vvwr/9kzckU2UcYsyC3IxPn8lwlC2lYOdP3DCSxjZypE68gH1JraHsLsC77mHkq7gxJVnBvXQHyhtBrEt+e677BGa0b+5EjcOD4p2uDWSEO8hc2Idv46M39BpLmgvFF5oQBx6HGesnc3YPWqgWSb25RbRuNjQ2hdjz6gWOHenNlz4JQW1dIUuWFtNyLozbpRGJZJAkiZIyH3rOJJHIkU7pjI5miYykKQi4ELYgkciRSupYpj223EkykUPYgsIiN8Ph1JRBTSyW4diRXpxOlZHhNOs3VuL1OTh2pJfjR/vweh10dkTZsKkKRZmZJNJzJqmkTlHIAwJyWSMvQAxIskRBgZOO9giaQ6aw0EMg6CKTNoiMpMllTUZG0qiagtOlUVcX5NiRXpqWFNPeHqGswo/3kvKm2ZDR43RFTl0xe2MRi1jErQ+/38/OnTs5ffo08fjM5Gw0GiWbvQkmOBYIYSbJ9j2HVrSVwKZ/RnZPJWedpXej+paRPPMFjOhRlIqHblCkNxdWrFjBW2+9NauO0cDAAL29vSxfvvyGZ9XkBfTtceeAvMj6FNkAkS9v0TNTHIsWMR22sInr+ec94HRj24KUmSNnWUiAS1Fxaw6USyYbLdsmberkxs67pij4VCfKpGwUIQSpsW2CDjc2gqSRw7QtVEnBpzlRZXnG+8kWgrSpkzUNBAKHrOLVHCiyPE1rULdM4noWn+bEqarkLJO0oWMJG1WScasOnEp+ssyybbKWQcrUOTjUQUxPE8tlGEpfHOc4VZUCbeEZLou4tWHm0liWjiQraA7PTVU6edMQNZLqQPEWTlsuhJjBEerysBJhcj2nZrBsVvGs/RBqsOJqQr1qWOko2a6j0/RVkBTcK+9GXaC2zLWANTpArvfMtHOnBMpx1sxdBX1GSBJa6RJkl38aUWNnExiD5+esUyPJCo7qtaROvjzlPNqZUWKv/B1qoGze+kPXEpIk46hajaS5p5SQiVyK2I++jBqqw7Pq7hua1XWroao6wG076ujsiDI4kKCiKj8LtGJVXo+ovS2C06ly5+5G/H4n/X1xTp8cAAkiIxkOHehm++21ZLMmJ4/3Y5oWqZTNwf3dbNleTeOSEKOjWZrPDFFS6mX9xkrcbhVJgi3bakinDfr64mzcXEV5RQGyLLHzzgbONQ8xNJhk3YZKliwN5S0qZyBOgoVuNmyqorszRkEgbx8+bsWtKBLrN1Zy9HAvZ88MsWpNOT6/g/a2CG2tIwQL3TSfHmRkOMW27bVsva2WE0f7ON8Sxl/gYv2GChwOlarqAH5/firH6VKpqy9EU6c+A4ncMP3xmV3wFrGIRby/IEkSVVVVFBQUzErUmKY5a2nUrQAhLOxcGGfFh5FdpdO/UxQXjqJtSIobYV6/TMIrWVkLIeZkn/5eobKykqKiIoaHZ3anyWQynD59msbGRhyOuU0EXC9YZpbBC+9M2Dlnk2Eu7P/GxHohbKK9J7HMHC7vwt06PwgY1bP86eEfolsW/+v2j/JW3wW+23qU9vgwmqywqaSGX1q7m8pJk6FZ0+D13hZe6jrN2eggQgjqCkI81riee6pX4BybGNVti2+eO8DrvS387taHOT7cw/faTxDOJAi5fTxSv5aH69ZQ5Jpamq5bJoeGOnm27RhnIv3olkl9QTH316zgwdrVBJxTMzVORfr4owM/4JfX3cXaUBVPnz/Em33nGc1lCLm8fLRxA483bsClapyNDvCt8wc5NdLHhdEwCT3HHx74Pm714j19f80Kfmfrhxdlxz+AEELQ/Nb/IdJ9DE+gkjX3/xpu//x1Tq8XbppRoiQreZviSzHJLncuEEJgxvowJilhj0MpKMGz/M68I9ENhJUYntGJSvYG8ay6B1m7MenHQgjMSDfGYOu0dVpR9TWxgpY9QRRvIZfO5QvbQp/hms0KScK7/mHib38Na3RgyqpMy9sM/J+fJLDrZ/BtewKtqGbejlJXDUnCs/p+Rt/6V4z+c1NW5TqPMviVn6Ng10/j3/YEWmnTDbvmtxJUVWbFqtIJYmYyNmyqYsOmqbOoVdUBqqqnl8gEyIv0zoRddzXOuLyicubU4Lr6wgntmsnYtHl62rWmKWzeOnM6tiRJlJT6eOChqTXZq9eWs3rt9Cwzv9/Jzl3Txcxv23GR5A0G3ey+u2naNn2xFqLpwRnjWMQiFvH+g9PpvGXLmuYCSdJQPHUIM8W02ljIZ2CYKSTFheycudTxWkBV1cuSNZZlkU6nZ13/XiMUCrFixQreeeedWbNqjhw5wvr162lqarqh2QYSEsIyGek6QmKkAwmJVKxv0npweApZsesX8JfM/B5fRB6WbTOYitOfHuVfTu/lubZjlHoKWBooJZxJ0B4fQZs0yZkxDf6t+V3++dQblLr9bCipAQEnRnr47b3P8l/W3cVnl2/HoznyrpTZFMeHe/jjgy8QyaVZWVhOrb+IY8Pd/PHBFzgbGeC3Nz+I35Hvk3TL5N/P7efLp97CpapsLqnDrWqcHunjjw++yMGhTv7nlocIOC5qrWVNg9b4MPsHOvjP1mOcjw3SUFBMyOmlMxEhlkujjG2ryjLVviIKnV5sBKeG+9hdtYx6/8XSp2WFZYskzQcU2WSY7hPfZ3SwhYLSJVj6zSVPcdMQNSDNqDmyEBgjXdjp6UKuakEpjoqV16SNq4EZ6cFKjkxbrniLcNasuwERjUEI9HA7Qp8uwKwEy/PCx1d5jexsAkmboYbRtjFjA9OXXwbOmnX4Nj/O6Bv/d6qTlLAxwm2MPPcFEoeewbPmQXybH8NZtRpJc71nWTaO8qUU3P5pIt/7E8SUrDCBGe0h8v0/JXngO3jWPYR/y+M4qtcgO303VcrdIt5fEEJwfvggtrh5ZnUXsYhFXF8YhnHZjBlFUW54xsR8kC+BuZhJK8kOXFWPk277F4zoQdTgRiRJHSs9trFzYTK930Xxr0ALzl98c65wOp0oyuzvb9M0iUQiNDVNJ9BvBFRVZePGjZw8eZLR0enfzACRSITXX3+d8vJyfD7fexzhRciqk6pV91GxfDfHXvzfaE4/K3b9/NRtFA1Zddwytr83EgJoGx3mrb7z/Oam+7mzYgmqrGDaFlE9n5UC+W+GQ0Od/GvzXjaW1PDfNn+IhoJiQNCTjPFrb32brza/w+pQJTsrLt7Xo3qG4WyKL2x/NE/sAN2JCJ9/+xmebTvGfTUruas679jTHB3gn0++SdDp5s93fowVheXIksRwNsXfHHuN73ecYENxDU8u3Yx2iWvbc+3H2FHRxJfv/sxEBlDCyCIjoY59Sy8NltEUKCFtGkSyKVqigzxav5Y7KpdMHOfS0qpFfDAghGB0sIXMDFIkNwuua28mhECYOiIbx86lEEYOYeYQlomwTbAMhGWCZWKlo5iT2PGraBRzuHPGVWqoFtl940XRzJFOhD19oKQWVaN4pzt6vGcQNsbQzMJyqeMv0t157OrbsC2MSM9MjSNmcHG6HGSXn+C9v4Tec4pMy1vTj2jq5DqPkes5TWL/03iW78Kz7kHcjbehhmquOyEiOTwE7vxpMi3vkD710vQNLAO9/yz64AWSh76Lq2Ervo2P4lq6I58FdIMzv95P0M0s8WyYRG6ErJHEsvM2eQ7FhccRIOgux+MoWLBQ9q0AIQRpI07HyHHmpFr8AYJh6fn7IztM1kxiWkbecUt24nGO3x8B5Ot8f5hjccSzw2TNFKal50X6ZAdeR5CgpwyPI3jd41jE+wvhcHhWG2aAgoICnM5bR/3Szg6Q6frGpCUyws4hrCyxQz+PI3QbircRSVKx9RH0yH6sVAfepb92XeNyOp14vbO7DWazWbq7u9m8efMVy6TeC0iSRH19PStWrGD//unmGwC2bXPixAnq6uq4++67UdUbQ4KMi98qskJx3RaEZczLTngR02EKm4fr13Bf9Uq0CYJRw+e4mH2XtUxe625mNJfhE0u3sCxYOvH+aSwo5uG6NXzxyMu80dvCjvKLmUwSEndVLWNjSQ2OsbKopkAJj9Sv5S+OvsLrvS0TRM2Pus8S09P85MrbWFdcNXH8Ck8BP75iO2/1ned77cd5qG71tJIpl6Lxs6t20lBQPJFt47pE/1GWJGRJQZWsiW0UWZ4gchbxwYWwTWL9Z9GzMxPV84GVGEb2Fl7zseU163GFEAg9jTk6iDncQbbzKHpfM+ZoP3Yqhp1LTiJqDLBMxDhRY+f/zQzkxQIimZXw0UJ1+RmWGwwz1g8zpJlqRTU3TEQYAGFjxnpnXGWnIuipyHVsWyDM+bl7SZKEo3IlpT/+9ww/8z9IN78+zVIcAMvAHO4gPtxBfP+3cJQvx73sDnzrH8bZsAXFF7oupI0kSaiFVZR+9m8YfuZ3SJ96BTs7Q328bWKOdJEc6SJ59Hs4ypbiatiCb/NjuJq2o/iKb6gw8q0K09IZSfdyuu91zgy8RSTVQzw7TMZIYtnGGFHjxuMMEPJUUx9ax7qq+6gtXItT9cw7zTuZi/By85cZiF8sHXSqXh5c9UtUB1fMO37DynGw8zmO9bw8ZfnOxk+wrureWUklW1joZoasmSKjx4mm++mLn6d/tIVwopOe6Jkp22fNJN869Lu4tLnPlj68+leoK1p3SwvvmbZBNN3Pmf43aB7YSzjZwWg2TNZIThAkmuLE6whS5K2iKriCjdUPUR9ah0v1XbPfbtkG0fRAPo7BvQwl2i/GYetISKjjcXgqqQ6uYGPNQ9QXrcOl+W/4NbCFRVfkFHta/o2MMVmEXqLUX8d9K36egLt0ccZyDEIIkskktm3j9/uv+4A9m81y+PBhYrHYrNtUVlbeUqVRVqaP1Lk/n5Vuzvb/YHoVLFIAACAASURBVMbl6Qt/j+pfjqvy2ljTXgpVVSkrK5vVScmyLJqbm9m9ezeh0LV3nFkIvF4vu3bt4ty5c7PeI7lcjhdffBGn08nWrVtxu6+fs4tt26TTaQzDoLBwelkxQPWq+xcFg68BipweNhbXTCJppiOuZzgd6cfvcKFIMhdGw1PWe1QHhm3RHh9GnzSGc6saTYGSCZIG8t/E64urcSoqZ6P92EIgAYfCXXhUB1tK66ZMQkiSRENBMXX+ItrjI/Qko9OImrWhKmp8hTf8PbiIWxNGNsFwx6GZS2bnicgPvgjCwr3qXlx1m1D812bsdlVHyGvHCOz0KNnWfaROvkzm3BsYI10IPZMv97gBnak1Q9kTcNGF5wYjX5Y1/aaQvUVwQxlegZ2a/WPuure+gAdFkmQc1asp/fF/IP721xnd+7V8RtVs952po/ecRO9rJnHg27iX7sC38aN41tyfF5mWZlajvxpoZUso/czfkDjwbWJ7vowx1Do7KWkZ6H1n0AfOkTz2PK7GbXjXPYxv46OoRdXXJb73G4QQpHJR3u34Lgc7v0f/6Hl0a3rNqRB5kiJrJomkemkbPszBzufZUvsIOxqfpCKwdF6ZC4aV43z4IG3DhyeWeRwBdjZ9YkG/wxYWfaMtHO99ZcryZaW3IWDWYe/5oQMc7voBA/FWwskOMmMDftPWZ/y4tWyDc0Pvziu2O5o+Oa/tbyYIIUjroxzqep59Hc/SEz2DbmW5tE8WAnJmmpyZJpLuo234CEe7X2Jj9YPsaHyC2qI1SCz8eRRCkDHiHO76Ae+2f5fu6GkMK4u4NA5AN9PoZppouo/2kaMc7XmJDVUPsKPpSeqK1l5VHFcDIWw6Iyd49tif0TK0b0rsJb56ttc/ht95cwxIbxbYts3x48cntD+WLl1KSUnJRKbCtbqO48K1x48fZ9++fbNqkCiKQn19/XUdfF9rqN4GApu+tKC8QC249prHMw5VVampqeHdd2fvT3t7ezly5Aj33nsvkiTd8Pf5eFbNtm3bePXVV2e9T1KpFM8//zwjIyPcfffdBAKBif2vBnk3p/y9Go1GaWlp4fTp0xQWFvLkk0/OuI+sOqcdA2Hn34uL30hzhkNR8V5BvzFnmURzacKZBL/59jNTHJ4ADMtCkWQMy8K0rQmnKFWW8czgbBpwuFEkibSpY9gWiiQR1zMokkzQOd3CW5Ykgk4Puj1ILDf9Oy7gcC9mxixiwcimRogONF+TY/m2foz0iRcZ3fNl4oqGe8VduJffgaNiBZLqyE9WLaBvujqixsiSadlL7JW/I9t2ACsxzA1PqRcCMYudt+TwMPvw5r2DbWRmZO9kh/uGEklCgLjJRJTmAkmS0YrrKPzwb+Hd8DCjb3yF9OlXMcLtsxM2tomdHCF19HnSZ/bgrFpFYPfP4V33IZRg5TV90UuSjFpYSfC+X8az6h7ib3+d1IkX8+LJsxE2toWdipI++RKZs28Qf/trFNz5k/jWfxi1uO59XaJzNRDCZjDRzvdP/jXHel/BsOZuOWsJk1hmgB+1/Bvnht7lI2s/z+qKu1BusXr3C+GD7G17GtO+dV1crheEEETSfTx/8q840v0iOXO6HtdssIVFPDvEW63fGLs/foP1VfehKvMvURRCEE338/zJv+ZI9wtkzbmXfebjCPNW21O0hPfx6JrPs776fjTlvS1dEULQMXKcp4/8IR2R41NImqrACh5b/19ZXbH7lnt+3gvous7p06dpaWkhGAzS1NTE6tWrqaqqoqioCJfr6mxibdsmFotx+PBhXnnllVn1R+CioOzNUIozV8jOEK7qj93oMKZBlmVqa2vxer2kUjP3LZZl8eqrrxIIBFi/fv1NUXKmqiq7d++mq6uLc+fOzTppFo/HefXVV2lra2P37t00NDRQWFi4oHvHsiwSiQTxeJzu7m7Onj1LV1cXkUgEwzDYtm3brPtmk2HSsT6CFauQFY1cKkL3qRewjCyVy++hoKTxppiUvdkh5Sn+OW0TdHp4csnmae5L46jzh9BkBXvs3rGFwJxpYmicUENCJk/0jU+IWTORhCK/j4Q0jSSCa0dsLwS2bZJLRckmwph6CtuykGUFxeHG4Q7g8hejqFfbl5vkUhFyyQhGLok9Vravam40dwC3vxTVcW1JdiEEZi5JNjmCkY1jmfpYuzKyoqI6PGhOPw5PEM3huWbPmhACU0+TSw6TS8ewzCxCCGRFQ3N6cXpDuLxF16wCQgibSPdxcsmZXe/mC3fTdlz1m7DiQ2Ra95N45xuM7vkyzvpN+Dc/jnvZnSj++U9cLfgLyhwdIPbqPzL6+r9gJcKX3VZSHUiaO/+3ooGi5jMDFA3Z4c6Lyyoqev857GtxwmYb/N4sHfcsMxbXSkz5aiBmERmVvUXILh/XjeiSJFT/1VkqypoTV/1mnDXr0PtbSB77HsmD38UYasPOxJmNRBS5JNm2A+S6juFq3E7wgV/Fu+5DeeHha0nYKBrOmnUUf+LPCNz9OZJHnyd5+Fn0/rNjmUyzxGdkyXUeIdxzgvjbX6fwQ7+Ob8OjSE7v4szRJAgh6Iic4LtH/4QL4YPTMhNU2YHHUYBDcaPIGrawMawsOTNF1khObG8Lk+7oaf7j4P/giY2/y4bqB97zQfDVQFOcuLUCTHt6KaEQNjkzg2ByHyThVD3zyh5S5BtYorlACCHoHT3Ls8e/yOm+1y85B/n7w+0owKG4UGUHQtgYdo6ckSJjJCe2t4XNQPwCTx36XdJ6jO31j+NQ5/6hJISgP36eZ4//GSd7fzQtDkXW8GgBHOrkOPSxOBIT2wthMxBv5VuHf4+kHuH2ho/jVKfPSF4P2MKiY+QETx36HbqiFx0MJSRqClfzic1/SGPxRmRpcabzcjAMg3A4TDgcZv/+/QSDQSorK6msrKSmpobKykq8Xi+apqFpGoqiIMsXMwaEENi2jWVZE4LB4XCY5uZmmpub6enpuawdtCzLbN26lfLy6c5y1xPjRIBt2xN/stnsrNkc49B1nWw2iyzLE39uhqyUcUiSRHV1NXV1dZw5c2bW7WKxGE899RSnT59mx44dlJeX43Q6J1yjxrNMJl/f8T+GYZDJZEgmk1RVVU1ktlwtQqEQjz32GN/+9rdnLd2CvCByS0sLbW1tlJeX09TURENDA+Xl5fj9flRVnbgmk7NlDMMgHo8TiUQYHh5mYGCAcDjMyMgIiURiShtXup7dJ1+g/9zrbH/iL1E0J81v/DO9Z15B0VwMte1n+8e/iPNG6j2+j+BRNSq8AaK5NB9t3MDqoorLXp+smTf2yFkmI9kUQogp2/emYpi2TYnbjyorSJJEra+Q1tgQ3ckoq0NT3WWzlkF/ahSv5qDcM7P75nwwHsnlEvgziTDNb3xpQmC2rGkHDZs/jqI6QAgsUyfad5qOo88S6T1JKtqNnhnFtkxkWUVz+XH5ivEX1xOq3Uz9ho/iCVbMOUYhBEY2QaT3JN0nXyDad4p0rB89HcOy9PzktMuHy1dMQUkTFSvuoXzJHXiDlQsmMYQQWGaOWP8Z+pp/RKTnOMloD7nUCJaexbJ0ZFlBVhxoLj9ObxGeQDmFlaspqllPUdVaXL5iJFmdd39sWyaZ+AC9za/S3/ImyZFOMokhzFwKIWwU1YnDHcATrCRUs4GqVfcRqt6A5ppbub4QNmYujamn0LNxEuF2EiPtxIdaGe44hJG7SKqnRwc4/PwfoDpm1xobR1nTDpq2fmLinAshsHN5CRi95zQoKu7ld6KF6oi/+w1SJ35I6GNfQC2Yn/X3gogaO5ci+tLfMvqjL2FnEzNuI6lOHJUr0cqX4ihbhlZch1JQiuILIbv8SA4PkubMZwbIMlYyQvibv0769KsLCWlSw8wqwvr/s3fm8VVc99n/nlnuvmhfkQAhIcQOBgO28YJtEu9b4jp1kjZN0+XzNm3ftG+6JE37JunbpknbpFmatmnaOIuz267jLdgG2xhjwCwCgVgEAu37vVd3vzNz3j9GErpaQBtgxzyfDx9bc+ee+c3MuTPnPOf3e55s550rBzFBOiCANK9sfAIQk6wO59zyu/g3fuCSkl2Ke/YPYbAJEUf5UnKLF+Ff9xCJ468SPfALEidfx7qAzo400iRO7CTT24wZ6SJw/QcRzrl3ORCKiqNkMTm3/QH+9Q+ROP4a0f1PkTj1Bma4i0mz0kyDVPNb9Pzw/2D0nSN4y++ienLmPL53IqSURJK9PHPkX2jq3Z9F0ihCpSJ3GUtLbmRx0QYKfBXoqgtLWkSSPbSFjnOk/WWOd+0injmvIRROdPHMka/gdQSpK9n8tpkMXAxLSm7A58yd0NkpmurnpePfJpI8T4g7VTdb636XHPfUXx6lgeqL7/Q2gpSSWDrEcw1f41jna1nkiEChNFjD8rJbqC3aRIGvAqfmQUqLaGqAtlAjRzp2cLxrF4Op8259g6lenjv6DXzOPFbPe8+U+0c8Hea5hq9ztOPVcXGUBBaxomwLtcXDcXjtONIh2kKNNAzFMfr+Dab6eOHoN/E7C1hbcccl76dSSs721/PkoS/QMkbvqDynjgdW/TlV+VdJmulCSsnAwAADAwM0NjbicDhwOp0Eg0Hy8vLIycnB4/HgcrlQVXuCY5omqVSKWCzGwMAAPT09hMNhEokEhmFc9Jjz5s1jw4YNc5ZNM3pSnk6nSafTk/7/MOmSSqVGzqG9fXJDCSklb775JufOncPlcuF0Okf+6bqOw+HA4XCM+//Rf48muS4VXC4Xa9eupampiVRqct29eDzOnj17aGxspKysjJKSEgKBAA6HY+Q6Dl+jeDxOPB4nGo0SiURIpVLous6HPvShOSNqhBBUVlZy99138/3vf5++vvHOpKNhGAatra20t7ezZ88edF3H4/Hg8/nQdR0hBJZljRBLyWSSTCaDYRgYhkEmk7lg+xdCtLcZpzcfhztAuOsEXadeZ8Xtn8DlL+TAM58n2t/yridqnN585q+5j8yQSYemu/AXLJh2O36Hi5UF5ezqbGJ/z1lqc4vHOS9NhIxlcrS/g1gmNSJObEqL/T3nSJkZluefz1zfWFLFs2ePsLvzNLdWLBmxBpdScqSvnbZYiGuK5lPont14XBECXVXJWCYpMzOORBqGkYrR3vgygz02YSktk/mr70PVHGTSMc4eeJLGnd8i2nfONsYZBctMk4r1kYr1Ee46Tl/LIYqrNkyLqIn2neXErv+i9cgLJAa7xx1DSot0PEQ6HiLS3URX0y5yy5ZTd/PvU1KzGWUGZE0i0kXzgZ/TtOeHxMMdWBNohlqmhWVmMNIxEpFOQh1H6Ty1E83hJae0juVbPk5R1UaYxrvfNFK0HX2RU29+j76Wgxip8ZmIZiZBIpMgEemkv+0wrUeeY/7q+1h8w0dx+4su+kxPJ8I0vvYtepv3ERtoJZMaxMyksIzUODkAIxWl/dhLU4pdc3ioWvfwCPmXaHyFwb0/JdN7Bue8leTe9gc45i1DcXgxwh30PfE3pNsaLj1RI40Mg7t/SOilryMnuKBqoAjP0lsJXP8hHOVLUX0FKLrr4hN8IebI5UZMOrm24gNzIhg0Wwinb8g2Mnu7FQ/NkaDyDCHEUNbMBB+5fDjK694xJTdCCITuwlGyGEfJYnzr30+m8wTxoy8zuP8J0u3HJnGZkhj9LfT+/DNYiQi5W/8IcZEa3plC0Z0oBQvQCxbgW3s/mZ4zxI6+RHTfz0i3N9r9dQKYoQ76n/47rESEvHs/bZfMvcuRMVPsOPkdGjpewRpl2+rUPNxY/UG2LP4IOZ7icZPHfG85C/NXs67yLhq7dvHMkX/h3MDhkc87I6d4qv4fKfTNp9A//7Kdz2xQmbuMytxlE37WGz3HrtM/zZroa6qTtRV3UhasuVwhXnZILHY2Pc6B1hcwrfMTBF11cX3Vr7Gl9iMUeivHDXDyvOVU5i1nbcUdnOk/xFOHvsjpvv0jn/fFWnj6yJcpDiyiNFB90QGDJU12nv4h+1uezSpN01Un11U9zJbFH6HQN39cuVCet5zK3GWsrbiD5r5DPFX/JZp632L4JdIfb+MXR75MSWARZcHFl2wyKqXkdO9+Hn/rr2gdODaKaBJUF67jfWs+xfy8lVdJmlnCNE0SiQSJRIJQKMTZsxM7Wc4GZWVl3H///RQVXXygO1X09PTwk5/8hP7+/qwsEMMwxv19seyZidDY2EhjY+O47aqqjvzTNC3r7+Ftubm5PPLII5dcxFcIwapVq2hsbOStt966oPbecIlaKBS6YAbORHC73RfMlpoJVFWlrq6ORx99lCeeeILW1taLagdaljXSVyORCcwSLgGMdALd5UcoKu3Ht+PyF1JScwMSUFSNzESmDe8y+PIqWHv3Z2bdjkPVuG/hKl5tO8k36l8hlklzY1kNbk0nY1n0JAZp6O/g9oo6qoLns+IVIXil7QTfO7GH91QuRREKh3pa+HnTAYo9AbZWLh3Zd8u8Wp46XcmTpw+xMFDA5rJqdEWlKdzDV+q3A4JHF1+Lb5ZjcYeqsdBfgASeaT5CqTeHHKcbw7JwazrFk2TsJCJdSMskkxzk8Itf5vTeH5KZJElhLHz5lbiDUyNpLMukv+UQB37xWfpaDk5RMNvOvuk+/QaDvadZtuXjLFj7ELrz4hkhMLSINdDKW//zGTpPvIY1zYQBy0iTNtIMtB3ByCSnVRmSSUU5sfPbNL72H6QTU3NdkmaGeLiDxte+RaizkZVb/5Tc8hUXfIdlEhFajzxHpPvUlGObCeJHX8RZuYrc2/8AvbAKVH0kLi2nDNeiTQht+n142kRNuvskoRe/NiFJo5cspvDhv8ezfOucl41MHQItOHEar9HfdkXEjcdCC5YMdebsl6wx0G67X10pCGEL6k4AM9RxmYOZW6ieIMrCdTgXriNw00dJHNtO9K0niDW8iBXtZyxrZkX7GHj+H3EuWIN32e2XPD7F7cdRsQJHxQqCm3+TZNNuBt/8MbH65zCjfeP6rZUcJPTSv+JccA2+tfddcqvxtzOklJzue4tdp38yjqS5peY3uHP5H+JQ3Rd8Hrl0H6vKbyPHXcx/7/4TOiIn7baRNPcf5LWmx7l/1f+5OgF9B0JKSVuokVdP/WAMSePk+qqHuX/VJ3FpFy4jdOpeaos28ei1f8d3dv8J5wYaGH5mtIWO8crJx3hw9V9csPRISkl7+ASvnvp+FkmjKQ42LXw/D6z6s4u6STk1D4uLNvLo+v/HY3v+D8199SNxtIePs+PkYzy0+i9x6VMbpE0HpmXQ3HeQH+z7NK2h8+J7itCoLlzPB9Z9ltJAzTsm8+zdCiEEFRUVPPzww1RVVc3p/Uqn07S2ttLffwkdIifAMAF0IcRisVllcUwHfr+fO++8k4GBAZqami7+hbcRFEVh6dKlBAIBnn32Werr66eUnXU54fIXEuk5RX9rPZ0nd1JWexMOTy7JaC/SMt8WMgK/SqgKFvI3G+7h7996nq/X7+DfG3biVnXSlkEsk6bcl8OmkoVZ3/HrLm4qX8zPTu3nRyf2IQR0xQcpdPv4+MotLM45n1VQ4gnw6fV38pVDL/OlA9v41tHXcagqfYkYQaebP11zOzeUVs/aOVAAt1Ys4eW24zx/roFdnafJcboxLYutlUv5s2veM+H30vEBUvEBzh16mpNvPIZlpGwpA08uvrwKvLnz0Jw+pGkQj3QQ7W0mFR/ASMcpmH/NlLK7pLTobd7L/l98joG284uFqu7Gl1dJ3ryV+PIXoDs9mJkk0YFWBtoOE+4+hTnkdpuIdFH/yy9hmRlqNn0YZQouwpaZ4eiOb2RlkQhFxe0vIr9iNf7CRTg9OQhFw8gkSEV7ifScJtrXTDLaO1KelFNSS+HC9VN+n2SSgxx//b84uv3rmMO6skLB5c0jWFJLbvkKXF7bkTcdHyDcdYK+1nqSkS6ktJCWQceJV0gnImx8+B8JFC6a9Fiq7iJ/3ipc3vHyGtGBc8RDHQyPo1TdTU5JLap2cRfEQOGirCSU/Pv+CisZQxqpIc1eG4ovD6E5Cd70WzN6Nk2LqJFSkji6nXT3+BeP4g6Qd+cn8a66c2YW01LaVt2zhQAtt2zCjzJ9Z5Fmeo4yd2YOLacUIZRxBS6Z/hZbzNc7sSXhJYdQ0PIqJvwo03vWzkZ6B4/BR5hNfwG+dQ/iqbuF2OEXCG3/JsmmPTAmvdAc7CXy+vfw1N50WfrMcHyqNxfPivfgqtqAd/VdhF/9NvGjL8MYEs9KhIns+h6epVve1SVQaTPBgZbnCSe7s7YvKljH5upHp6zbIYRCZe5ybqz5IE8e+ocsodmDrb/k+qqHKQ5UzWnsV3HpkbFSHGrbxkA8u6yiIncZN9d8GPcUbcmFEJQFa7hl8Uf46YHPE0ufz3g70r6dDQsepKpgzaTfN6wU9W0v0R9ry9o+L6eOW2o+jFv3TzmO0mA1WxZ/hB/v/yzR1PlJcUPHDjYseIDqwnVTamtc24gJsyallJzpO8ATh/6BttDxUfsrLC7awAOr/mxKGUVXcWWhaRo1NTXcc889LFy48B0lIPxOghCC0tJS7r33Xn70ox/R0dExI1fLK4VhrZ33ve995Ofns3fv3gvau1+K41/ILr540XW0Nb7EGz/6Y9y+IsqW3IYQgnioDSklumtqz9J3K5yqxsaShSwI5ONzXHyFXxGClQXlfPH6h3iz8wz1fa2E00lcqs7CQD4bShayOKc46zsCuLGshkdq1rOt5Si9iSj5Li+3Vy5lZX55llOTEILl+WV8buO9vNx6nMO9bWQsk/n+PG4oq2FZXuk4C/ECl487KpexsqAcbYqTXyEEJZ4An1l/J8+dbaAp3IMpLQrcfjaVTD62MzJJWhuep2nPD7CMFC5fIRUr7mD+qnvx5s5DdbgRijakX5MiFeunv+0wPad3U7Rw45QIk1S0j6M7/pVQe8PINqc3j5pNH6Zy5d24A8WouttelJUWRiZJKtrHufqnOb7zP0kNyTqk4yFO7PoOhQuuJbd8+UXfyZHuk3Qc33H+GikqZUu2UHvDR8kpWYLqcKMoOgiBtEwsM4OZTpCKD9hE6amdDLQdpnzpVnTn1H53Ukraj2/n1O7vnidpEBQtvJYlmz9GbvkKHO4AiuoAYWvYGKkY4c7jHHvlm3Se2mmXg0lJf+shTu56jNV3fcrWEJoATl8Bq+/69LgSMoCjO77Bqd3fwxqaX7mDxay952/w5pZf9DxU3Z01Xkq1HmHguX/EiGTPRQrf/3e4qtbDTLgRpkvUpKIkTu2aMJvGs/Q2fNfcPzOSBjudyZrEVnt6EOjFNQjNiRxTY2eE2sl0n8ZZsXIOjjNz6EWLEE7vuPjMSDfpjmOTEk2XHELBUVZnd6YxpECm5zTmYM+k2UrvNAhFRfUX4N/0Adw119P31GeJ7PreuNKzxImdpLtO4SxfOklLlyg+oaD68vCtewh37U30P/VZQjv+Y9x9SZ7eQ6qlHk/tjZc1vrcTeqJnOdK+PStN1Kl52Vz96+R5p/dbUhSVtfPu4Ej7dho6dow6RjOH27eT76tAewcK6b6bEYp3cqDlhSzNHofq5vqqX6PIPz3iTREqK8tv5WjHK+w99z8j2/vj7RxsfYGK3KWTCk+HEt0caHkuKw5ddXFd1cMUByZfDZosjuWlt3CkZAd7zj45sn0g3s7B1ueZn7diRgLYmuIYJxQtpcWpnn08vu/TtIdPjOg/KUJlRdkW3rfmUxT6rjrRTRWKolBXV8fGjRs5fvw4kUhkzktYxkLXdUpLS7nxxhtZuXIlgUDgKql2iaEoCrW1tXzkIx/hxRdfpL6+nkTineOqKYQgPz+f++67jzVr1vDaa69x9OhRIpHIJSGdFEXB6/VSXl7O2rVrWbp08jFX4cL1rH/gb4l0N1FQuQZfwflsjkXXfgB//oI5j+9XCX6Hi99fcdO0vqMKhUp/HpX+PN5fc81F95eApqisL57P+uKLl40rQqHMm8MHazdA7cXjWZxbzBeuf3AKkWdDCMGCQMG0zj852M3Rl79GOhEhb95Klt/2vymp2TwpMeD2F5JTUsv8VfeOHPNCkNLi9Fs/pfPkayPjWHewhFXv/XMqV949wXFUHKqOw+Wn7sbfw+UvpP6FL5IcMvaJ9jVz4o3vsO6+z13QEUpKi/7WehLhzpFt/oKFrLnrr/Dlzx8ft6Kiag50pxeXv4BgcQ2Vq+4hEenE4Z6aVtZwqVXjK/9GItJlXx9FpbT2Zq659//iza0Yd1xF0dB0F67q6/DmVVD//Bc4V/+Locwak7OHnqJ82VaKF22acByiKCou38Qlr7ZosBi1r4bLl487UDzh/hdCeMe3cJQvJWfrHyPU8/SKXjw7TcdpETVmPEymp3ncduHw4K7djDKLVX0rHsEITS4kN1UIQMspQcuvINOVXY9mhrtJnN6Do3zZFS0VUf2FOIoXkTydnR5sxQaIn9iJe8nNVyw+Pb8CPa+CTE+26r8R6iB1rh51efGv1ABPCAWtYD759/0VqZZ6UmcPZH1uRrrIdJ7AWVZ3RVzDxJAbVt7df06q5TCJE69lfW5F+0m3HsGzePPbx9XsMqOp561x2TRF/gUsKrhmRpPHgKuA5WW30Nj1+kipjCVNjna+yrUL7iXgKpyTuK/i8uBM30H6Yq1Z2/I8ZSwpvn5GGQUeR4CV5bdxoPX5kRImS5oc736Dm5MfnpQcbO47RG+sZUwcpdSVXD8j8T/3UBz7W54bcfiypMXxrt1EEj3k++ZNs0WBQ3NnpZeblsHpvgP8aP/f0BY+n0mjKQ6Wld7Ew2s/Q753/MDqKiaHEIKSkhIeffRRWltbOXXqFMePH6e1tXVEBHi2xI0QAl3XcbvdVFVVUVdXx/Lly8nNzX1buST9qmO4zOyRRx5h+fLl7N69m3PnzhGPx2d0j4UQWZo7bvel16fTdZ2qqioqKipobm6moaGBY8eO0dXVRSaTb+XT4gAAIABJREFUmXFfHT4Pl8tFRUUFixYtoqqqivnz5+N0Oi/YRxVVJ79iDfkVq4Hz/TmvfOWQXsVV0vgq5g6WmSGdCOMJlrH6zr+kcOGGKb2zJyNysiAl8VA7zQd+PpLxoag61df+OhXL77hoG4qmU7H8TgZaD3Ny93dHtned3Em4s9H+jUzyW7JMwxYrHrV45M9fgDd33pTfEarmwJdXOaV9wSaH2o69yMCozCF/QRXLt/zRhCTNWHhz57H4ho/Sc/Yt4iE7OzkV66fl8LPkz1t5RbPppJHCu3wrzmmUgE0F08uoMVJYifHpj4rDg15QOavA0m1HsKYoJnRBCIEWLMVRWjeOqJGZBPEj2/CvvR91llbQs4Hqz8dZsYrk6X2M1kaRRorE0e2YN//OpFoxlxJCCLTceTjKl5LpOZMVmxUfIH78FdyLb0A4L48F7OWCEAItfz6eJTeTaj2SlbUi00nMWD+SK1j1JQRqTimeFVtJntmHzJxflRuuhZTIWdfvvhNhl2QcxMjKNBKUB2vxuwpmdE0URaUydxk+R24WAdQePkEo3nWVqHkHwXYoOkTKiGdtLwlWk+MpmVn/ECplOYsJuArpj58vY+oePEN/vG1CombYKSmVyc5GLQlUk+spnWEcCmXBxQTdRfSNIoB6os30xVunTdQIBM5RWj1SSk717OXJQ1+gdZS7kyo01lS8l7uX//FVkmaGEELgcDhYuHAh8+fPZ+PGjYRCITo6OmhpaaG3t5fBwUHi8fiIK9LwpHjYzhrsLARVVdF1HafTidvtxufzUVhYyLx581i4cCEFBQV4vd7LUubkcrmoq6sbZ7f8doDf78fpvDTGABeCEAKPx8O6deuora2lo6ODY8eOce7cOSKRCNFodMQRyTRNhBBZ99XlcuF2u/F4POTk5FBSUkJpaSllZWXk5V0eZ6Ph/lpTU8OCBQvYvHkzLS0tNDc309bWRigUIpFIEI/Hs/rpMLE07L41fB4+n4/i4mIqKyspLS0lJydnpI9O9Xli75e9r1CUd+Eo6CouB4SiUrnqbgoXrJ/RwspkkNKi58xeor3NI9s8OeVUrLgTTb+4TgqA7vJTuuQWmg88SSZlP3uT0R56z+4nb95KxCTainapc/ZnRjqOZWZQ1BmZQl8URipKW8MLWRnw85ZtJVhSO6XfvhCCnJIl5M1bOULUAPSceZNktO+KEjXOylUkTr6BGixBcQdHCDLF4cnKsJkupvdNKW2hrrEQYsa1VwBWOkF0//9gTejCM30oTi+eZbcRP7YdmcpuM370ZWJHfol/4yNXjHVXdDfupVsY3Puzcc4+yTN7ie7/H4K3fOyKxKe4fHhX3Um88RXkaFVzKYnu/Sm+1Xfjrt502eO61BCKgpZfgVC1MYLO0rZ1l9a0LOfmPD6hoOfNQ+jOLKIGhmzd3+H6QTNF0ojSM9icZXOsCIXKvOUos/j9FPur8DmziZpkZpD28HEq85bPKuaruHxIm3G6ImeyRKYB5ueumJUwdIG3goA7m6hJG0laQ8eoLlw/QRwJuiKnMcfEUZm7HEXM/N2Z751HzhiiJmOmaB04xuKijdNqSwgxIkIspcXp3gP88K3P0B4+yYjQnqKzccED3L/qz/A786+SNLPE8EQ2EAgQCASorKxkw4YNWU46qVRqxNp6IqJGUZQsosbr9eJyXRkzh4KCAj784Q8j0ybxxw9gnOzF97+uQy2d2E1lMkjLxBzsJd1+lMSpN8j0nMGM9oO0UJxetJxSHGV1OMqXoRdWofoLLni+dns9JM+8Ts+2nRj9LVipGIorgF5UhafuFpwVK1E8OZO2Y8ZDGKEOhKKhFyxAmmmibz1JrP45sEzcizfjW/8QaqAILJN0WwODe35MuuM4qr8Q76o78C+7neCSJdTW1pJOp4nFYkTDIaLtJ0jHB5EOH1peOYoQyIEWMqffgLZ69HQYDzn4/XV4Fy7EWTkfxZs3hZIKaS/mhDtJtR4h3XqYdFfT0LhToLgD6IULcVaswrVwHWqwBHEBQs+Kh5ChDvzAqiXVrFmzhnQ0RO/R1xmof5HQyb2kUv1Yqo5aWIm7eiPe6o24CitwOJy4XC48Hg9utxtN00auKZEIZsKJkj8fppCFIKXEivZjhG2TC8Xps8dv72JThau4tHD5C5m/6t4p6c1MB5lUlM6Tr2GOksLIr1iNL3/BlLPkhRAEixfj8heOEDWWmaG//TCZVAyHe+Lnr1A1vDnlKKpjxO1poOMorUdfoGLZe1GnSBRNBwPtRwl3nxz52+EOUlx9/bSOpWoOCuZfQ+uR50a2JQa7CXU2zsiCfq5gRroZfOsJYoeeQXEHGJ6U5d37KVzzV8+43WkRNULVUBzjsymkmcGKDVlfT3NwIKVF8vSbxBu3z50jkxB4lt2K/uq3SLcczvrIig0QevFruBZtQC+cW8eD6cTnrrkeR1kdyVO7sj6SmSShl/8V9+IbrpgdtmfprThKl5A6szdre6a3mdBL38BRuuSCA5p3IqSUmJHu8USkotqW5Vc4lVZKiTHYizTGuFYIBcXlv+LxXSnEUiFi6ewsPyEUCrxTT8WcCG7dj8+VD6OS/AwzTW+0ZfIvXcXbDon0IIOpvnHbC3yVs8pAc2peAs7srExLGvQMnptw/2QmymCqd9z2Al8lyiyeo07Ng39MhpclTXqi07dzFkLBqXmRUtIROcVT9V/KIml01cU1lXdx74o/uUrSXGIM63V4vefdu8y2MFYkibakEKG+zZ/3lsRo7Ca9rxX5m1MXtpZSIjNJYoeeJbLzOyROvYFMRW2jieHxoRCgqAhVR3H6CN78MfIf+GsQ44ezUkow08TqXyC84z9InNqFlYrZxgFS2u9NRSO8/d/wrrqT4C2/h2vBNROSFfGjL9Pz+J+gevMo+dh/EW98hb6nPocV6wcJ0UPPkmo7TMGDnyPddYqex/+EZPNbdoauohI98BQFD30e/6ZHUXQnTqf9LyCSdPz4S6TOHsBTdwvFH/1PEid20r/986TaGpCZJFgmBoKBo88T2fnfeFe8l7x7P2XrHV7gd5g6d5Do3p8RO/JLMp0nkEbaXogauZYKqBqK7sJVdS257/0EnrqbJ7WQjR16lt6ffgpppCj68NdxL76ByAtfIbnrMRyDfRQOty0EJI6j9LyOu/c68u77DK6Ktbbg6iikWxvo+u/fxQh1oOWWU/Kx/8a1YO3F+0k6wcCLXyO07V9AKPjXP0Tho1+5StS8DaApCptKF+HWHFQHf3Wyj4PFi/HkzL1+aDoRob/9SNa2vPLl087acXrz0J3ZxgixgVaMdHxyokYIcsuX4QmWEO23xy7peIj6F75ItPcsC9Y+gCdYilC0OXnfSykJdx4nHT8/Znd68/HlTbMiRyjjxH7NTIpY/8Tjr8sF78o7cS0av0A2W93Z6RE1Di/qBAI7VjJKquUwcoMxLTFhKSVGTzP9z3wRM9w1nVAuCr1gAf4Nj9DXfgyy3KQkyTP76Pv5X1Pw0OfQChZckQGnFiwmcN2jJJv3gZHtW59ua6D3Z5+i4MHP4Zh3cdXuuYaeX0nwhg/T03okO3vDNIi+9QSOsqXk3Pa/UCf58U8H0jTslS23f8qklJQSmY6DUObGBl5KrGgfiZO7xt0LxR1Eyy2b1jGGB5tIC+HwzMn9sxJhEsdfs897dHwuH1r+7MoO38lIGtFxZS0CBb9rYuGwqUIIBb8zuw1DZogkx0+2r+Lti5SZIJEZX4Yx+/4hhtoQDBMZUlpExmglDSNtJIinI5PEMfPfrhCCgCsfgTKSVWZJi3CiZ/ptIXBpXnqi53iq/kuc7HmT0eWvpcEati75HYKe4ndlmeWVhJSSxJNHMDsH8f/lrQj325yomSGsRITwjn9n4Ll/xBwc7sMC4fLZ4w1FRaYTmPEB+7+ZJGpOKTDJ9TAzRN54nN6f/RXmkAWr4g6gBooRuguZimGEOzEj3UR2fpfU2YMUPvpl3DXXjyNrpJHGioexEhEG9/6UwT0/QXH5UL15GP0tyFSUwTd/gnPeSuJHXyLVUj+UeZPB6G/BDHcR2vZVXNWbbM274XalhUwOYsVDpNoaGNz1PQa2fZVMdxOqLx81vxKEghUbOB/rG9/HjA1Q/JvfQLvA5DF5eg8D2746klkuHHY2kuLyAWKozQ6sRIR4w4tk+lsoevTLeJdvnbA9+xqEsJKDJE7sJH5sB5FX/xNppFH9Bai+AlDOx2olwsTqn8dMhCn+8NfHGXk4SmtxlC4h3X6MTCZJ7NAzOOevvuhY0Ix0Eat/FiseQvEEcS/ejKJf/rK2qxgPTVG5qbyGm8prrnQocwp//kJ01+znPGORCHeQimYvJqUTYTpPvT6tcb1lmRhjsu1TsQGsMXOasfAXVFGx4i4aX/23kXKkWH8LDdu/SmvD88xb/l5Ka24kWFI75HI083e/aSQZ7GsecVgC+/kX6jhGtG/qi0tSSgZ7z2RvswyS0fGLcpcTrupNWLF+zEQkK/FEcU7NWXQyTIuoUT1BHGV1xBtezM5+sQyiB3+Bf8Ov4Zq/ZkpZNdI0SJ07RN+Tf2O3N8dQHG4C132Q2MFnxmWtYJkM7vkJRriD3Pf+CZ7azQinb8odcCSddLCXdEcjVqwf/7UPTys+oer41j1IdP9T46+ntIgdehajv5W8ez+Fp27L9IkMI40V6yPdfRqjtxn/pkenXvurOfBv+DViDS8S2/9UdtvpBP2/+DuMgTZytvwejpLFoOrTu3aZJGa0l3RrA7HDz6N6csm965OIC6iTj2mE+LHtDO5+HO/qu3FVbUALliAc03+ISCkxo72Etn2NZNOb4z7XCxbgKJ9+qUvyzF5C276Gd8VW3Etuti3ZZ0DaSCmRySjh7f9OvGEbjDF113LKcC24uAL/ryoyZmpESHUYqqKhq7NP2RxrlyylRdKIIqV81xJj7zSYZpqMmczapggNhzp7gtet+xGIERckiSSRmbh/GFZmgjhU9DmIw6Xb767zRiySZGZw2v1UIEgZMZ489AXq217McqcC6Iw08Wbzk9y1/OM41LkhoK9iapDRFOkDbQj3r67jnJVJEt7+Tfqf/jus5CAoGo6yOgKbfh3n/NWovgKEomKl4xh9LXZJVG8z3mW3TTjmlJZJrOFF+n7+GcxQO0J34V1zD8HNH0EvWIBwerASg6Q7Gglv/zfija+QOneQ3h99kuLf+g/bdGKCdq1EmPCOb+FZdiu5d/wpQnMSee2/GHjhy1iJEH1P/y1C0ci7+8/xr38fVjJK39N/S2z/U2R6zpBofCWLqBmNTG8zvT//DAiF3Dv+FN/qu9Byy0GomIPdRA/+gtCLX8eK9ROrf47Qi98g7+4/HyJexsNTtwXXwmuQRgbvqjtwVa5Gy69AceeAEJiD3cSPbCO0/T8wes+Q6TxBaNvXcC3aeNGFuMjr38VKRdH8RQRv+R08dbfYK8dCwRzsIbrvScI7/h0z2kuy6U1C2/+Nwke+hDJqnKd4c/Gtfx+xw88j0wli9c8RvOljaDkXcBeVkvjxV8l02uUTjvLluGs3XzDWq7iK2UHg9OTMedkTQCzUhmlmj2EbXv4q8NVZt20aqSyh4IkgFJXazR8lHm6n7diLGEOuzpaRZqC9gYH2Bk7u+g7589dSWnMTxYuuw5NbjqpdWPB7wnjSSRKRjqxt0b5mXnvsY9M7sQkgpYWZSV58x0uIeMM2Qi9/EyseAmnZSZu6g6JHv4yzfNmM252eRo2q467eZD+gY9mORZmuk/Q//bcUPPz36IULQahZN3HEzk9KzGgf8YZtDPzyK6TOHbTTUMF+2c6h7Z+WW0bu1j+kq/3YOC0YLINE46tkuk7hu+YBPMtuw1m5Gi1YPFRGMhz7cNwWViJCpq+FdOdx0m0NJE68Trq9AXf19dMmasB2f8q5/eOkO45jjGUTLZPU2YN0P/YH+Nbci2fZbbgWrrNFhhV1gvgkVjKC0d9KuquJdOthEidfJ9XWgKN0Cf5Nv850Vm4Vbx557/nfpM4dxOjNjk2mYkRe/TbJ03sIbHrULtMqWTwkMjz6GHLkXMx4GKOvmXTnqaFrt5N0+zHMRNi+dtMqe5OY0X4G3/wxsfrn0YurRwYkjvJl9iBMcwwN3iY6Z2nrLaUTJE/vIfLGD4i+9cQ4u3QQeFdsnZHwtBUPE33rCeJHfoletMiugV9wDc6KFeiFCxG66yLx2eLXqbP7Gdz3BJFd30Omx1t7epZuQcurmHZ8vyqQ0hpnFaoIdU5W/CdKPbUnr1dUWvoqpgELmSVaB7aG0VyUlE7WPyYS9pZYWOPiUGelo3S+nfGvcYuJ47gQTGmwv+U5+mKt40gagLQR57WmH1AWrGHDgge4+huwkTnahXG6D+eNVcjBFJmGLqxwAuF3oS8pRK3IySpVGn5emS1hjGNdWJEkwudEX1Jk76ud39fsiGCc6cdo7MY42YuS5yHxk0MI3e57IteN67bFmJ0RMntbcWyoQC0L2tnKx7rJHGpHX1WGVmuXS5ntEVK7z+K4tgK13LZTlbE0mYYuzPYISIlaFkBfVoLwOcaN4VI7mhBuHcfacqz+OJn6Tjt+rwO9thB1fu4Fy7KklJin+0nva0EtDeDYOB/hsM8l3XKY8I5vDZE0Kp66myl43+dxzFuJ0MbEsmgD3tV3IjMpFPfEVuNmpJvwS9/AGGgHVce35l4KHvkHtDGOJo7SWpxldXR/9w+JN24nefYA4Ve/TcGDn0VMRIBIidCd5Gz5/ZEMkcB1jzK496cYvc2YoQ68K+8kePPH0PyFSCS+tfcTP7INKx0n3XlichLVSCOBnK1/RN49f4Hi8o/sp+VX4CitBdNg4JdfQabjDO75Cd419+BetGHC663nV1L06/+M4s1DDRQixkyu9NxyHCW1CIeX3h//GTKTJNV6BKPvHOq8Cy9QWbF+FFeAvPs+TeC6D2ZlN+t5FeiFVUgjycC2r4KZIXF8J2a4E6XwvJW2EAru6k3ohVWk2xpItzWQaq1HDU7uLmoZKeLHttv9RCh4l99u6wJdxVVcIghFnXU2yWRIx8PIWbr8TYaJxsdjIYTA5Stk1R1/QbB4Mad2f5942M4+HEYy2ktbwza6Tr6OL6+CecvfS9mSLeSULkWZxkK97Z51iYTm5fix3uVG9K2f4665HpBgmWh5FSSadqN6Zyf6Pr3SJyFwL7kJd/UmYoeeyf7QMokeeJp01ym8K+/EU3eznV6q6SOTYiPSReLkLhLHdpBuP4aVPJ8K7py/FnfNJsKv/TcyFWMuIISCd8095HY3EXr+nzGjY8oWpIXR30po29eIvP5dtGApWt48tNxS22pcKMh0AisRwQh1YEb7sOIhzGhfVgmKvEhq2eTxCbzLbiX/vk/bqbmjvOyHWsYMdxLe8e8M7n4cNacMLbccLbcM1ZuHUBSsTBIrEcGMdGNEurHiYcxYH3KUMLMsWMh0IYTAVb2Jgvf9P/p+/hky3U3ZkRkpUs1v0dNSjxYsRguWohcsQPEXoDjcSMtEZhKY0QHMcAdmPIQVG8CM9o8Tw50xpGWnC5/ZR+rMPoTThxYoRM0pw1G0CL1oEVpOGYongNCcSDODTMcxQp1kuk+Ram0g03USc7CXsZkqIHDOX03ght+Y+aROWljJQVLnDpI6dxDh8KAGitCCJehFi3AUV6PmlKJ6cmyRYMtEpuIYkS6M3rOkzh0i3XUSM9I9IZGll9YSuOm3bdLnXQpFqOPuz/BkebawLGPcNluA9vJNUMdO7q9ierBJmWxCxZLjSZOZwJykf0xEjgihjCN2LGnOSRyT9dPpkpWWNOkaPD3yt1Pz4NR8DCZ7R8qq4ukwTx/+MkF3MbVFm+bU/eKditTrZ4g/9hZWX5zkL09ghRJgmFiDadRCL76P34Dr1urzWR8pg+QLJ4j9915kNA2agsyYKB4d98Or8Lx/FcJpD82S25tIvXgCsyeGNZBAxjMkfloPytDkvSof1y3VWB2DDH51J35xA+77g5A0SPz8MPHHD+D5wBp8n7gR4XGQ2n2W6D+/Ss6/3I9aFsQ808/gV14j09BlE0QCpGGhLy3G/4c3oFblI4aOhZTEf3AA4dKQgylij+3D6o4hMyYyZeB5/yp8v7cRJiFqpGlhnOgl8vkXkWkD/x/eAOqQw5hlEXnj+2SGFqwcZUspePjvcVaunnASIISCcPrgAinl8cZXSJx8HZA4iqvJveuT6BMsaghFRS9dQu5dnyTd0YgRaie692f4N/zapASIo2wpenH1eWKiuAY9bx7GkHOLZ/ntqN5cEAKBwFFUheIOYA6VLmGmYZQOjBzTdvDG3xqX0SKEQLj8BG/6bRIndpI48RpGfwuxg8/gqlo/4ThF6E6clasmvUYIgeL04ltzD+Ht/0a6/ej5GC+mOSlUPKvuJLDxA1lZMsPtqt5c/BsesQmsvnNkek5jhDrthdxR+2n5FXhXbCXdfhQrGSX61pO4a2+ccFwjpcToPUvyxOsgLdsNc/nWSTV1ruIq5gJCiAuKbM8GppG84gSDEAJvThl1N/0eJYtv4vTeH9F18jWiAy2jdDslRjpGqLORcNcJmvb+iPK626je+EGCRdVTyjaS0swSTZ57zF2ix0xgpZN4lm6xS10jPfjW3muXdXY3zcrJedp+UaqvgNz3foJUSz1G/xhhTcsk3XqEdOsRBp77RxRPEKE7h7I9BpGpOBNNiB1ldRT++j+huoNEDz4zkno1F1B0F7m3fxzVk0vf/3weM9Q+wV4SKx4iHQ+R7jg2Z8eeCoTmtFcjNAe9P/srjL4WJupsVnIQq/M4mc7jly82VcO/7iFUby49P/wk6faj4wkDM4PR34rR30pyjPjw5YZMRcn0RMn0nCF58vVZtCRwzFtOwfv+Fr147upsZTqO0duM0dtMsmn3rOLTi6ooePCzOCtWvKtLEDTViaZku0SYljGuzGQmSBrZz6FhsdXLdb2ltDCtzMV3vIpJoSk6jjFlcJa0+8dsS9hsq+3Rz2rbNWmiNieOw5yTOJJGbMyqma01M9M2VUWnLLiYm2t+g1xPKU/Vf5Gz/YcZPtfe2Dl+dvDv+LW1f0114bor5p74doIVSRL7zj4871uJ88YqcKqkd58j9h9vEvv2Hhxry1HyPEgpSW47yeA/v4rjmnl4PrAaJd+D2R0j/r23iP7rG6glAZy3LEKoCu77luF6z2LM5gFCf/o02uJCAp+5HeGyh25CU8ChopT6UXwOjJYQ0rCwIkkyJ3vRFheSOdqFTGSQbh2jqQ8lz4NS4MXqGiTyxR22M9PHNqCvKQMhyBxsJ/btPUS+uIPgX9+OWhbMOtfM4U6s3jjOLYtwXFMBmoLVNWg7OzknGFIKgTQt0vtaiX7lNZAQ/L/vsUWRhyY/ZriTROOrYJmAIHD9h3BOUno0FUjLJHbwFyNOot4V77XLtCeBEALXomtxVW8kuu/nGEMaKO6qayckK/SCBSijiATF4UYZXjVVNPtYo4RzFXdghEyw0nGkmckiF0Yfwb34erS8eZPGquWW4l11B4kTO5FGimTTbqzEIKonOOl3LgYttwzVZ+t2SSOFlYpdNG9U8QTwX/PApGVXAHrxIlRfAUbfOaSZwRwcr+ElhIJv3UNEdn4XM9pLvOElMl1NOOdNVCogSZx8ncyQPoVr4Tpck5B5V3EV7wyMsZgXCrU3fgx//vQX2MdCd3pxTaMiQFF18uetJLdsGYO9Z2g/9hJtR7cR7j5JOhEemf9JaZEId3Bq93fpPLWT6g2PUn3tB9AuKiEyfvkoUFRN7Q2/Pf2TG9uyEASKrqwukhYoxAx3oeWUETv0HHpZra1fNstKoWkTNUJRcNdsImfrHzHwi78fn6UyDGmOK48a35jAUb6Mgoc+j7t6EzKTQMspG1mVmCsIh4fADR9GOFwMPPtF0h3H585hai6g6vjXvx+hORl4/p9Intn3tolPaDqepbdS9MGv0PfUZ23BXfNXefIocFasoOD9/w/PkpvflgMAR2kt+ff/Nd5Vd73rJ0kuzYtTy3aik1hEUwOTfGNqkEiiqeznlyo0fM7cWbU7HVjSHEcWXcX04FDduPTxE4mx93a6kEii6f6szC1FKPicE6e4OlT3OM2j83HMvJRuuJ+OjkMIMWkcF4NT87Cu8h5uqvkQ5TlLEEBm2cd5fN+nCSXOC/63hY7xbMNX+dCGL5DrLn1bPicvN/S6IjwfXIvw2+UlaoGXzME20vvbMDsHbaImmib5XCNCV/H+1rVoS4vsfRfY9ytzuJPkthM4r18AbgXF6wCvAxlKgqIgHKpNtIzRqlHzvSh5Hsz2CDKRwRpIYHUP4nrPEpIvHMfqjqL4nJitYZRCH0rQReqlk2QOtuN5ZDXuB5aPZPFolblY4SSxb71JatdZPA+tyCIrrEgS9wPL8X7oGnBqQ/pIJSAZ3w8UQBMYjd1Ev/wqMm0S+Mtb0ZYUnc/UATL9585bLXtycFWth1noQZixfjI9Z4YciBSc89cg9Atr4Cm6G9fCdUT3/RxMg9S5eqRp2FnhY/f15ICqjfm+ExA2aeMaM2FRNBhekTcNsLLHd3LUfnZp9AViVR3oJYsRDvdQhnAHVqx/VkQNipZ9PhNk6Y37ijuAo3zpBfcRiobiHHo/S4k1Qfk2gKOkFteia21txoE2EsdfwVG2ZLyLk5khdviFIYkEgXfVXVOy876KtyekaWE292Oc7kdfVYZSeOEFBmlJjBM9GMfHi+U7bliAmueZtvPwlYaqu7LG8VJKSqo3U1JzwxwdYfrXQ1FUgkXV+PIqqVx1D33n9tPa8AI9Z/YQD3cyeoEq2nuGhpf+BUXVWLzpN0BMnmUrFAVVy16wcrhzqFr3/jlybLuy99635j6Ewz30fHbR+5O/xFG8GEdx9azanTZRA3YWSM6W30PLKWXguS+Rajk8pQf7aCjuoF2W9N5P4Jy3fOgmuXFVrR8v/juV6bF8AAAgAElEQVRLCCEQQ+LCroXrGdz1PQb3/pRM37nZkQ6KhpZTctGX1VTiQ3fiW/cgroXribz+GJHdj2P0nUVmZpEmJlRUfwHOeSuYlbOIquFechMlxY8R3f8UkVf/k3THiVmVMAnNiZZXjqtqI8GbP2ZnXk35ywrO8qW4a28k1XrEtoafbcqboqLnV+JddRfBW34XR1ndrCYfevEiPMtuI9VSb7tXzFZ7SShoueV4lt5KztY/HPWbeXfD58wbNymV0pqRPfFoJDKDRBLZJLSmOijwXj49IMNME5mBe89VnIfbESTgGm8R2hM9O20Nl9FIZeLjnJUUoVLom9gW3q37CbjG6yj0RM8NZdTMKIyhOLohizBSKfTNn1F75Tl1PLj6L/A6ckaefyvKthBd8Ql+euDzIw5aljQ51rWTp+v/iYfWfOqyEphvRwiHhmN9JUrg/CBUeB2o5TnIN84h43Z5tNUdJdPYjVriR8ZSGA2jyp0NE+FQMY73IBOZaQkHC7eOWpWPcaIHGUtjHO9BuB3oK0tJvXoa43gPSp6dRaMvK0Z4dNIH25FpwyaFHKPeJU4Vx/p5xL69h8yhduQ9S0dIHAAl4MJ1Ww3CdT4+IcTEQwxFwTgzQOybb4CmEPjMFvQVpVkkjZQSM9yFGbPJdS2ndJyOzHRhDvaOuEYpLr/t3Hix0gVVRy9aNKKVaITaMeMDaBPonyhO9wQTkqH2Ncd4kmnMuYzPKx/6r+5C9Rde8NyFEGjBEhSXHzMdt881EWGy3jLskmn0nSPT20yq7SjGQNuQe1MUmUna2jRnD0x6zImgBYpQPTkX33H0dZpkAVLx5uJdcx+JEzuxEhGiB3+Bb92DaMFsUeFUeyPJ03bmtl5UhWfJTdOK+SreXrBCCSL/sIP0m+fw/ta1+D62AS703JOS1GtniH3rTWTahIwJlv1rynvsEZuoeYfB5SsYUzYkSQ0lOVzphVhVc+DNKcObU0bZklsZ7DtD29FtNB94gmjf2ZGyqEwywrFXvklu2XIKF6yf9Pmlqk4cY/RazEwCIxXDMZVnydscrupNmLF+rHiY4I0fxbvqLlR/gU3szwIzImrALinyX/t+XAuuYfCNHxA7/BzpriZkOo40jaEU1qGVQkVBqDpCdaD48nAvvgHfmnvwrnhPttuSouKu3czg7sdHjqP6CxDqjMPMglBUHGV15D/4f/Fv/ADxoy/ZSv9n92MlBpFGGmlm7JfJ8AtFKHad8dCKg9AcqL4CnOXLcFVvwl27eZzl4Gzi0wrmk3fPX+Lf8DDxxleIN7xI8sw+rEQEmUkhrYy9GjMuPtV2X1IdKJ4gznnLcVVvxF19Ha6F62YfmxBoueXkbPl9fKvvJt6wjfixHSSadmPF+pGZ4Wtnjqx2IIbuvaIhVAdCd6LlV+Kcvxp31QZcizagF9fYwr/ThHPBWso+/lMSTW+SPPUGyabdpLtO2dfJzIBp2A+R0ffSPhFb6FrVEKqO4vLjKF+Ku3Yz3pV32um2qmPWK8SO0jpK/9ePSJ09QKLxVRJNu209nFgIaaYnjw8BiopQVFtA0enFUVyNu+4WvCvvwFmxcm4syX9F4NQ8FAcWcqp370idr5QWLQMNSGnN+EXXM9hMLJ2dleNUPZQGL5RaKVDGzFYsac64fClpxOiLtc7ou1dhw6G6KAks4mjHq5jy/H1oGThquyHMsH/0x9vGWbVrqoOyYO2E++tDcRzp0LP6Q8tAA6Y0UJgZ6ToQ7yCSzCaMNEWnLGfiOC4GXXWOc8RShMq18++jP9bGSyf+i+QQWSOlxd5zTxP0FLN1ye/gccxiRf+dDkWgFIyZJAgxpMEiz2v+JzPIcJJMX5yBP36KceL7pkQNuuxJyDShLyki9dppu+zpSAdqWQCtKg8l6LLLoGqLsMJJtJpCMCxkJIlw6whv9vtOCGFv8zqwQklkysgiaoSuouRMzaHRCiWIfWMXmRM9OK9fiJLvmYDQkViJyMiimeLyXbCcZiqQ6QTWkI6gcLgQjotP4AS2japQHUgjhUwnJtVLFIo2KbkqZiFWLlRtarE6PCPjJplJwCQ6iVYmSbLpTSKvf5f4se22sPJo845h0w8hpq21KJy+IWOL2cPWa7yNcEktqTN7SZ7eQ7J5P75Vd47sI80MicYdGKF2e65QdzNa/vyrY6F3MkyJjKTs51E8jbTkhZdOFIHrPYvRFuUhYxmMpj5i39kHqeklCryd4M2bh6q7YNS6d7jrONKyLijMfrmhOdzklNSRU1zLvKVbOf76f3H2wBMjmjOJcCfn6n9BbtlS9Em0w1SHG29ueda2VDxELNzxK0HUDO75MdF9T9jz4FE9Oe++T9uO2DPEzBkQIRBCxVFSQ+5dnySw+TdJtR0lfe4gmYE2rNgA0jIQmgPFFUDLLUMvrMJZsQIttwzFnTPhCod3+VYq/mLH+Q2qZtsTzhGEEKDqOCtW4Chbgn/To5jhDtKdJ8h0N2EMtGMlwliZJAJhT4odHlR/gX0OBQvQCxai+HLt1QRFm9MXhR2fhqN0CXpxDf51D2GEu8h0nyLdecKOLx7CGspmUYbj8+ai5c5DL1yAlj8f1V9gxzcNRe4pxSYEesF8Aps/gm/dg7Ywb+cJ0l0nMfpbsOJhLCNlEw0OD4rTZ4sN51fa4r7BUhRvcMjNYIaDmSG3JNWXj3flHXiWbrGFimP9ZHrP2jowkW6saJ+t7ZNJ2cShUBC6E9WTgxosRs+fj6N8KVqwxBZnnk5Wz0XjA9WTg6fuFtzV12HGB7DiITK9Z8n0nMGMdGMO9mKlosh0EmkZ9m9KG4rPX4BeuBBHWR1qsMQmLGdgh/erDiEEVflrebP5CTJDFocSSXv4BNHUAH5X/rTbtKRFa+jYuPKpAl8luZ6ySb+nCAVVzSYdDTNN2kjMSIekJ9o86xKuqUFypUXYLhWEECzIX4VTcxPPnCdIOiKnCCd7yLvA/ZwMUlp0hk+NI0hyPWWTZlwNx+HSvMTSoZHtnZEmwoluCnzTz9SS0qIzcorwqJIkO45SCibJ7JkJhBA4NDc31XyISLKX10//GEvaA+OMmWTnqcfJdZdyw6JHUJW5WVR5x0FwvrTlQlAEaAp6TQGeR9eCNoEArNeBEpy+QLxWlQcZC/NcCONcCK0qH7UsgFoawGwJYbaGkMmMvZ+igKaCYYE5QZaDIcGwELoyIlycda5TfJbJpIFaHkRfUUriuWPEv7MP3x9tRvhGvWultN9/w1A0e2FsNrDMocVCbDJiKoSCsBdJhu+jNI3suMbuewXT7IWijtwDaZkTWvBKI83g7h/S/8wXyHQ1gTSHFn6WouXNQ/Xlo3hzUZxehO4i/Oq3MXrOTD0GVZvTMhM1WIx35XtIndmHlRgkdugZvCu2jvQFMzZA/Nh2MDMovny8y9+DcrXs6R0NJejC88E1pPcW4r5r6UWzCIUQaJW5aJV2BmfmaBfxxw8g38FEjdtfhCenlETkfHblQHsDlplGmaMkhbmCGCJ3gyVLWHH7J4iHO+g88crI530tB8gkByclahRVx1+wEFV3jVhpp2L9RHvPkFNSe8UziGaL+NGX8a65G3f1Jka/H7Tc6Y8zR2NOeoHicKMUzEcvmA+r7phxO0II+0VSOrPVwGkfT9XRAoVogcIZZ8VYpsWRI53UH+pg2fJiVqwqRZ0jFlQodumSXb40cw/2SwGhqKjePFRvHs5Zln7NKg5hk2lKTilaTumsvOovFYTutFN4gyU4SpfMqq1kJkZz30FKgzUE3VctKQGqCq4h31tBZ+TUyLauyGmaevexsvz2aVsgDyb7ONK+HcM6v8IoECwt2YzPOTnrryk6Xkf254aVpuf/s/feYXJc55X371boHKYn54ycAxGZSVFMokhKtBkkmaLW+mzZK0fZlldeOex6HWRJtmzZK68/rRUtWhSTSDGDRCACASIDA8wAmJxTT+eucPePmhmgMTPAAATAhPM8IIGq6qq3bqV7z33fc+LtWNJEE7MvZbBti8M9m0mb8fNvfAGYziVLSvuSiC+/V1Gbv5ySUAOnhk6n9g/FO2jq3ca6uvvHnbxmj2R2jP3dr+S0mUAwt3gtIe/UMqvTcSylNNTIicHdk8uGE10c7d3CxvpfvmAHpZQR50D3K2Rzrp2gsWgNeZfh3RDyFPGxJb/LWHqAA12vTOrixDJDPHfo78nzlrCk/OarTlDngBL2opY7bj6utdXn1WTIgcBJ85+hjFYpCaIU+sju6UTGMuhzixAuDW1BMalnj5A90IOS50WtygNdQa3LR77a7JA6i0ony5GkLbG6o8hYxrELv4ASrCkxFfjwf34dalUYaduknjuKUhTA/+hqhGu8+ykUFLd/8jfSMpys2HcAoblPi/VahpPFeh5IKcezqp1Bn9DdCO3KOCpOXlHbmlVmizSzk0SU0FwIJfcaSWmTatnO4BNfwRrtAVV3yrqv+yzu6uVo4ZKczGFpGSQPvnRBRM2lhtA9+JfdRfSNf8Ma7SF5dBPGwClcxY5jWrbzEOkTuwDwVC/DO2fD+06P5CpyIdwa3rsW4r3r3RtDvNtwecMU169nqP10/2Sk+wjDnQcoqlv7npycFULgDRVTs/zjOURNeqwfcwYdqonfFVQtwxsqIT7u8GcZKbqOvkpJ40Zc3iufleuQ3qf/Le3zW5rPBN/8G0gefhUr2puTGRlYcU/ON+5C8f6mr94DME2bndvb2b+3m7d3d5FOXzlmV0qZ8+cqPtiQUtIdPcZP9/1POkeb3u1w3jMo8FewqOzGnAF32oyz49TPGEsPXJBVt5Q2R3u30DywK2d5yFvEgrLr0JSZs65cmpeIb6oFX8vAW6SyYxcQg6Q/3uqU61xi1yeX5p3qkiUthhNdl/Q47yWEvUUsq7wNRZyel8haKXa1PsVwovsC7w9J88AujvZuyVnud+ezqOxGXOrMJSFBTyHLp4uj7WmGEp0XHMeJgd0c6dmcszzgjrC47EZc6qWv1RdCEPIUcs+S36MqsjhH3yea7ueZg1+ndXj/u241+l6GUuTHtaEWs22E1LNHkGNOaZHMmNjJLGbHKFZfbOr33K2h+FxYPTHsgQQya53+M76tEnSjVuRhHOxBZi20OU42oT6/GHskiXm4D62+AOFzBujujbWo5SFSTx9ysm0yJjJrYnVFST1zGCXfi2tDbY6ezIXCmUhREH4XgV9di3tjHckf7SXz2onJ8i6BU0YzYcdsp6JOKdQ7gDijfMrOJp3S9vP1kaTtGGBMlGC5/Siei+9c5+773KsnWlhahlO+fZ5Y7dQY9viMtJMRk/tdkkaG2M6fOCQN4K1fQ/HD38C/7G70guop2bnSmj4r50pCCIG7YvF4qb7A6D9Junk7UtpIaZM4+CJWcgQU1dF+CFx4tuxVXMV7DarupbTxWly+0zpvmfggrXufcpyW3rMQ6BdBPgQKaimsWZWzrLd5C/0nd74rfQfd7UecMXYwswksI31RY+r0ybewjRTSyDjVHON/TlucXxyuEjXvEEIRhMJudF0lFPZcsmya2cAybY4e6ae3J/aOtWqv4r0PKW26o8cZTfa+652q9xJ01cPq6rso8Odamh7t28q2E/8xWRJ1Pkgp6Rlr4bXj3yV5FrEyv2QjNZFzW6FripvSUCO6mttpPjn0Nsf7d8z6I5Q242xp+RG9sROz2v5C4NVD+M/KCjKsDMf6dmBdoCD8+wWa4mJF5UcpCdbmLD8xuIc3Wr5P1py9KPpAvJVXmv51isjznKJraCyaWURvIo5llbdRGqrPWX5qaB+vN3+PrJm8gDjaeLnpO1MEjRsKVzOn+PLNwgkhKM+bx8eX/h6loYacdV2jTTxz8Ov0xd69Wfn3OoSu4vvlZbg31JD87luM/t6zxP7mdWJ/+zrRP3iOkS/8jOxbHZMCmRNQC33oy8sw20aI/eWrxP/3duLf3kbih3smtxV+F1plGPP4AMKtolY4s5OOdbcb43Av2pzCSWtvfX4x/l9ZjXl8kOiXnyf+91uIfWsb0T9+HuPtLnwPrcC1tOySZC0IIVBKQwS+sAG1Mkz829vI7h63LR0Xx50YeFvRPsyRznc0+aSFitHyHNJcZpIYg22nS6FmgLQMsr3HJwJGz69CuVQzvLNsQmlkHA2Wc8QqpY052o1MO1pRaqh4ililNFKToruoGv4V9zh6LjOU59npMWRm9u+fywXF7SOw8uMO8WQZxPf9HDuTwBobINW8DcwsWl453vk3vCNXsA8j7HiGzI42zBODSMvGbB8hs6MN4/jAZOmQHcuQPdBDZmc7ZscocrqySMbdmnrHMA71ktneRmZbK9ndHZinhs9bhmQNJ8lsbyWz5WTOH7N9BGl/+AYyQggKqldQVHvN5DIpbToOPu9owFyEoYyUNpaZOe87VNq2s/+LeNdK22K4Y3/OMk+wCO087nqq5qJ2+X3oZ7xbU7E+jm7+F8b6Wy74vS+lxLYMbOvi+q+eQFFOiVk6PkRsqPWi9qX48wksv5vQxk8T2viZyT/vidKnDzM0TeG22+exfEUFxSUB3O4r16T9/Qme/tkhrllbTVFxAOUdzHxdTkgpSWRHSWaj5HlL0VU3WTNJPDuKaWVRFRW3FsDvCk+bNp8108Qzwxh2BoHArfnxu/PQlOk/1FJKspbzG9PKoKkuAu58dNVDPDNMxkiQ53PikFISywyRzI4S8hTh1UNTBjnRVD8pY2zG9YaVIZEZIWs5Az6X6iPgjqCp09dPSymxpEkiM0LGTGJLC0VouDQPPj2EfoaYp5QSw8qQNmJE0wMc6d2CaRuMJHtySn1UoRPxlc14zA8yhBBU5y/hhjmf4qn9fztZspQ24rzc9K9IKbl+ziME3AUzlkFlzRStQ/v5+aFv0jZ8IGddob+KW+Y9dt62FULQULiKiLeM/njr5PJYepBnD32TgLuAhqJVqIo2rduQbVsMJjrY3PJDtpz40WWZXVAVjbr8ZRzv2z6ZwWFLk7c7f8Hi8huZX7LxA3cPCSEoCdZz89zP8vjev5gsWcpaKd5o/j4KKjfM+RR5vtIZy6AMK0N39DhPH/hbmgfe4swp8oi3jFvmfQ7fNPbbZ8dRHKjl5nmP8fieP5t8XxhWms0tP0JVNG6Y82kivrJzxtETbebpA19zyL8z4sjzlnLLvMfwX2ZRX0UoLCi9jnuX/WGObbfEpqlvG08f+FseXPUXhDyF78m07UsNJc+LVhNBCUx9bpSIs26CHAFQq/IIfeVW0i8fJ7P5FNl9XWBLlOIAnlvnoC8rn6ILIzw6/v9vPWp5mMzWU2ReaUb4Xbg21J7eRlfRFpagVubhWluD8DrxKCEPrrXVZLe3oS0smXR4Em4N772LUUtDpJ4/SmZ3J0iJVleA/zOrcV9Xl+PsBAK1NOgQQ9No6+QGDEpRwCmzmjieIlBrIwS/dCOxv3uD1BMH0BoLUYv86EV16IW1jhtRKkri4It46tci3BeXGaa4/Xjq15I8tgUsg+TR1whe80nUwMy29XZihGSTk8YvNDeeuRvfBWdFSaZ9n+M2FZy+jFJmEqRP7hovkRLoxQ2owcKcbex0AjvjlM0KoeIqaZzxWZRSYvQedwii9wB8C27CVbGQTOvbpE/uItt1xHGl6jwEgKdhLe6KRR+Kd8ulhNUxyujvPYt7XQ2eO+YT/+c3MU8MoRYF8P7yMrx3LSD+z9tJv9qMTGTRGgoI/MYG3Dc1nlEiZ2Me6SP55EGM/T3Y/XHsaBpsifBoKEUB9JUV+B5cjn5GOeWZMI/0Ef3vL2KPJMGwJ4nmwH/diP9za8D14RuW6m4/86//VUa6DpKMOllw2dQoB17+OzLJKLUr78MXLkOdQZNJShvLSJNNRRnrP0Fv82aChfXUrf4kQszcnunEEEde+xah4kZKGjfi9hfg8gQdPc9zvC/MTJye41to3fvUGWsERbXXoHtD5zxXIRSK6tZQu+JeTuz6D2zTIYoGW3ez64k/YvEtv0V+1TJc3tC0mjVSSqRtYWRipOODDLXvY7jzAPOufYxgYd05jz0d8soWoHvDGOPEt7RNWnb8gPyKJfjyyi5MN8c2ib7xb8T3PJVDJOd/7Mt4qpddcGwT+PA9EZcYQgjyIl7yIrNzQbhUkFLS0x0lmby0pRGXA5ZtsOPUz9h68j/49DX/i4C7gM0tP+B4/w5imWE8mo/q/CXcu+wPcsQ9pbQZTHTy5snHOdq7lbF0P0KolATrWFJ+C2tq78V3FnEipaQ/dortp57gcM/rxDPD+F15LCy7gXV1n+DNk//Jsb43eWz9NygLz8GWJm80f483mn/AJ1b8N9bW3JuTBgfw4tF/YVfrU9y//Musr/tkzrFGUr1sP/k4R3u3MZzsQiDI91ewtOJW1tXeT8CdPyW+aKqPPR3PcaDrVYYSnRhWGpfqlM1U5y/musZHKA7UIoTAsDLsaf85u9ufoy92ktFUL6aV4Wf7/yqnhKXAX8ln132dkrNm6z8sUIXGmpr7aO5/i4Pdr2KPZxyljBgvNX2HztGjLK24hdqC5UR8ZeiKG4lNIjNKX6yVI72b2dvxPP2xXFtvnyvMTXMfpSJvwaziKArWMK9kQw5RA9AbbebHe77CtfUP0lC0iuJAHS7NeWekjThDiU7ahg/yVtsztA7vx7DSaIqboCef0WQfkktH2swv3cjrLT+YdO8BiKb6eGLfX3Jtw0PML9lIgb9ykgg17SwZM0kyGyWRHSVtJKgrWD4lM2c6SCmxpTVJKEhpY1oZslaarJkia6XImimGkl1TSn9i6UFODO7BpXpwaT5cqheX6kFXPQ7hJsS4rqk6Kx2ildV30jzwFm93PIc5XlKWMZO8dvy7dIweZkXl7dQXriTiK8OlepFIUsYYfWOnaOrbyr7Ol+iKHuNMksat+bm28SFqC5bP6oMuhGBF5e20DLzF7rZnJ0nFrJVk0/F/p33kMCur7qChcBV5vjLck3HE6I+doql3G3s7X6Q7eiynvVyql2sbHqS+cOUVEeRTFY3FZTdy89zP8tzhfyAzng0kpc2BrtcoDTXy0QW/hlu7AA2W9ym8dy907Kp9Z3WiNQXvJ5fi/djCHPFcIQQi4sN7/xI8d8x3BH2ls71wa+BSp20ztTyE/7PX4HtwuTO4UQS4tRxSx3PrHNzra5zl7nGCJOAm8Jsb4fPrEIGzHJ50FdfGWvSVFZAdd+rUVccN6uzsYAHBL93oDMqC5xHed6n4P7/WESQO5p67vriUyD/cC5LJdYovjG/RraRO7nIyKXb/DP+Sj+Kdd8O5bbXl6acgp82EwL/sTsa2fR9zpJN08zbSJ3bgW3rHtG0rbYvEoZfIdh8BQCuoxjf/xnOf42VC5tQesp2HUeffMCVWKSXZvhMkj7wGgHD78c699rQezziE7poU4ZVI7HTMmTU/+9ylRKbjxPc+M2ln/m5DyyvDt/BWMu0HsGIDpI5vRdqmk0Gk6viX331RTqFXAUiJcaQPeyyNUuhH9+oY+7pJ/WQfdl+M7FsduFZUYLWNYB4bIPX4AVxrqk+/v2xJdncH6aePgEtFq85DX1mJ0BSsgTjm4T7Szx7B7o0R/ss7UIoDU+5hrbGQ4BevxRpKYg/EybzWgtX5Xi7xuTIoqFrO3I2f5cimf5oseTJSYxx945/pbX6D0jnXEylfiNufj6r7kLaJZabJJEZIRntIDLcz1LGf2MAJjEyc+dd9/rwll7aZoe/Em5zY/Tj+vHIi5YsoqFpBsLAWb7gMty/iZMgoAsvIOMK/Q630Nm+h68jLJKOnBZA9gQIqFn4EbRaudaruYe76R4kPtdFz7A0mAh1s38POn/4+xfXrKa5fR6CgGt0dRCgqtpnBzCZJjfWRjPYw2tvEcOdB0vEB3L4IDWseuqh29+WVUVi9kvaR0w6r/Sd3sPe5/0HtivuIVCxC94RASiwzjZlJYqSjZJJRfOEywiWnnWDDN3yO0IZPTXnPavm52f4XiqtEzfsUpmnT2RElcwU1cS4WEknWSjGa7OF4/06aB3YxGG8nz1tCwB1hLD1ELDM85Xftw4d4cv9f0zq8n/LwPBoKV2NYGTpHj/LU/r+mP9bK3Ut+e3IGWUrJSLKHn7z9pxzr205RoIb6wpXY0uJg92t0jBxmLD1IyhibHMhLIG0miWWGMKz0tDoRaSM+uf5M9MdO8cS+v+RY/w5KgnXUF6zEkia90RaePfgNeqLNfGzJ7xLxlU7+JmXEePrg3/F2+3MUBqqpzl+CrrgZSw8ykuphb+eLLK+8neJArfMDAS7NR1VkASWhOg52vcpIqpeFpddRFKiZ3K/PlYfXdW4m+4MMIQRhbxH3Lvt9LGlwpGfz5DXOmAn2dr7A4Z43CHmK8OgBdNWNLS2yZpJEdpRYZnhKBotb83Pb/M+zof6XZszeOhu64ua6xoc51vdmDlkjkfREm3ly/18TcOfjd+ehKx7Ayf5KGWPE0sOYtpPmKhCTGS5PH/gaKeOdaTaciZr8pSwpu4k9Hc9NthFAd/Q4T+7/K0KeYnyuELritJFpG1i2gWFnMMw0muri167937MiaqKpfl5u+g6D8XbSZpK0Gce0Mli2iSVNLNvAss2cZ3KixVoG3+I7W38dRWioio6qaKhCQ1V1PJoft+bDqwdZV/cJFpXdcM44hBAE3Pl8bMnvIKXFno5fTDoXZa0Uh3ve4Hj/zvGsuQC66kFKm6yVIpEZJZYZOis+hxy5cc6nuXHOp9EvIAsp4I5w9+LfxrYt9rT/HOuMOI72bqFlYNf4fRrENcs4rm98hBvnfGZK2d3lhKa6uK7xEaLpATa3/HDy/WjaGd5o/j4Bd4TrGz91RWN6NyC8+rSCu0IIh7w5m8CZWK+piODsMzaEcIgZcY6sXTHNeqGIXJels3+jOHbcnEduQAiBCM1OXFeImY8pVAVxlr23QBBY8wDxPU+S6TiAMXCKgf/4Awru/RN8829CeAJnTT1LBYkAACAASURBVHjY2KkxzJFuhKKil86dchx31VKC636ZkZe+hTnay9Az/wMlkI+n7pqcTBlpGiSbNjHy/NewEyMI3UNo/cPoxQ1T9nklYEZ7GX7+byjOK0cvaZwkqqSUWKPdjPzibydLtFwVC/Evvm3KYFhx+dFL5jjEk2WSOPgigVX3OYKWZ2xrpcaIvvGvjG39/kWVP1wOCM1NYPndxHb8GHO4g/SJ7VixQQBcpXMdEeGruGhYnVE8d8zH99AK5Fia0T98DvNoH+lXWwh+6UbcG2sxDvQw+qWfY7QMYnWPocx1sruEpuK6vp6AEOgrKlBLAs5zrghkwiD9QhPxf9hK9q0Osnu78dw2d0rZn1oaxHvvYgDs4SRW28hVogZQNTcNax9GCIXDm/6RbNJxh7SMFINtexhsfxvdHUTTPQhVdzS1bBPLSGNmEtNkYM/2eZZY2SRj/S2M9bfQfuDn6J4gujuAqntQFB2EQNomppEim4yOZ5+c3r+qe2hc/2kKa1bPamJGCEGwqI4Vd30FaVv0tmwDaYOUpMb6aNv3FB2Hnkd3B50sIqEgbRPbMjAzSSwzdyz2TkSIXd4w9at/if4T20nHHbLatrJ0HHyevpZteAIFKJobcDJ5LDOLbWawbYt5Gz+bQ9Qkm97AU78Gd/mlFcd+3xE1AwMJtrx+kvwCL2vX15DJmJxoHqSrM0omYxEKualvLKCmNoKuTz8zFRtL88amk6iawnU31OHxaPT1xjl+bIDBgQQCCIY81NRGqG/Ix3VWx2doKMnWN06STORms9TW53PN2iq0GdKCs1mLXTva6e+Ls25DDYVFfjrbRzl5cojREefGy4t4aJxTSEVlGE3LTT9Lpw1OnRhmYCBBT/cYzcedj9fB/d309cZQztjW69O5/sZ68gumsptSSpJJg7bWETraRhmLpVEUQSTio74hn/KKMLo+ferbWDTNG6+fwOXSuPb6Olwuld7eGC3HB522E07b1dZGqGsowOU63SHKmEleb/4eC8uu54EVf0JxsBZFqMQzw6SMGGHP6VTfRHaU5w5/ixNDb3PXoi9yw5xP4dECSCRdo0f56d7/yZsnf0JF3nw21D+AIhRsabGz9UmO9m5lTvFaHl71F5SM6yj0jrXw4z1/QtfoUfL979zuPWXEeanpOxzt3cqt83+Vm+b+CkF3ASAZTHTy+Nt/xq62pynwV3LHwt+YLOkaSnSyt+MXFAXr+PzGf6IoUIMQAltajCb7GE31UpE3f7LtXaqHVdV3sqr6TuKZEQbibSSyo6yv+ySLy296x+fxQUNZaC4PrfoLnjv09+xu//lkeQk4A+HBRPt59yEQ5PlK+cj8z3Ndw0OTmS+zgRCCqsgi7ln6+zxz8GvjGTqnP2imnWU01ctoqnfGfahCY07xWu5f9kdY0sTnCl9SosbnCnP7wi8wlhnkeN+OnGwdw8owlOhgKDHz7716aNZlWclslL2dLzCU6Dz/xmfBsDKTZTUzQ1AdWXJeomYCRYEaHlj5VbyuMLtan8px1TKsNEOJjlnsRRDyFHDrvP/C9XM+hfc8JU/TodBfxQMr/wSfK8TO1idJnZHd5FyD2bSXIOgu4JZ5j3HDnE/jexeIWp8rxO0Lv0DWTLHt5E8mSaREdpRfHP4n/K4Ia2o+ftUJ6irOC1fpXAru/Sr9P/49zMFWMm1v0/udR/HOvRZ35RLUSJkzs5qKYQy1Y/QeJ9vXTHD9wxTe/+dwVias4gmQ95H/SrbnGIn9z5M+sZPef/k0gZUfx1W9DNWXhxUbIH1qD/G9TzvCu4qKf8U9hG/8VRTXlc2SBhAuH2qwiOThV+n5l4fxL70Dd+VihO7BGGglvvcZUse3gG2h+CJEbvsievHULFrh8hBcfR/JQy8ijTTxvc+guAP4V96Dnl+JnUli9B4n9vZTJA+9jOIJ4K5eRqbjwHuCsHFXL8U773pi239I6vg2p4xL1fAt/gh6ftW7Hd77GiLoxr2hBrXIjyzwoS8uxWzqRy0N4r6hHsXnQqsvQK0IY7WNIMfOGBQL0BsK0RsKp+7Y58Jz5wIym1rI7mjHbB6AWxody/urmBVcnhBzNjyKN1TK0c3/QrTvOPaEC5yUGOkxjPT5+4Kq7kWbwSL7TAihoJ6lKSNti2xydJIoOvcOFAL51dRf88vM3fArqBegGyWEQqh4Dms+8dcc2fRtOo+8SDo2yER/2TazZMyhWe3H5Q2jXKRmlRAKJY0bWXjzb3LolW+STY6Mr5FkU6NkU9O3g6LqWGauflDyyGuXxXn4fUfUJOIZDu7vIZLvpbIyj21bTnHyxDCZjImUElVV2PNWJ+s21rJuQzW+aWazMhmTI4f7sG3JylUVNB3pZ/PrJxkaTGKaTkdTVRXKK8M8UrpiClFjZE26OqMMDCTIZkwMwxm0CAVWXTNzipNl2bSeHOZYUz8VlSFOtAyydfMpYrEMlmlPHnf3rk5uvLmBVasr0c8gOvp64/z0JwfIZEwMw5r8nvZ0x+jpjuUcKxT2sHpN5RSiRkpJf1+cza+f5OjhPtJpE2tcMEzTFHYF3azbUMM166rx+6e2XTpjcuRQH4oiWLGygsOnhtny+kmGh1M5bXeiOo+Hy4K4zujs2NIi6Cng1nmfozTUMElGBD0FBD2nFfyllPSNneR4/w4qwvNYW3sfHs2ZURMIysPzWF39MY71b6epdysrq27H5wqTMZMc7nkdt+ZnXe19lITqJ49RGmpgbc19tA8fmvH6XAiGEh0c7nmdwkA1G+o+SdBdMH4sQaG/inW193OoexNNfdu4vvGRyfOT0nZKQaSdU66hCJV8fzn5/ncmOvVhhxCCAn8l9y77AwoCVexsfYr+2ClmO7ugKS7mFq/j+sZHWFR2wwWRNBNQhMKyio+gqy6eP/yPtA0fnPXx3ZqfJeU3c8ei36A4WEvaSOBzhc5JnFwMysNzuW/ZH/L0gb/leN+OyayODzqEEIS8hdyz5HcpClSz/dRP6Yk2z9pxSRUaDUWr2djwICsqbsOlXZyGhhCCoKeAuxf/NkWBGt48+Z9TypnOF0d94UqubXiQ5ZW3477IOC4Fgu4CPrLg8/SMtdByhn5PLDPEC0f/mbJQI9X5i69ISdZVvH8hFBXfktsoSH2Voaf+DHOwzdGr2f8cycMvg+pyskFsC2lmTgvu2jOTxlqkgoJ7v4qdGiPVvA1j4CQjr/wjissHqgaWgZ1NgmU6RMCCmym45yuooUtvbz8bKL4weTf/GrHdT5A5tZts1xHH5lUIpJkZF/yVCM1N6NpfIbD8bmd2/WwIFd/i2/AvvZ343meRmQTRrf9ObM/PnDIpaSGzaex0DDVYSOSjv40aKKTve78x6Xr1bkK4fPiX30X8rZ9OlmSpoWL8i26d/nyvYtZQAq7JjDahCJSwB1RHf2oyG09XED4daVhIY/Zl18KroeQ73yIZz84+qeMqJqFqLqqW3EGouIG2/c/SdeQlYoOtyPOaPTiW2XllCylpWEf10o+dV2PL5ctj7oZHadv/DMOdB8gkRpjVRRMCb7CY4rq1NKx9hILKZWgXoScmhMCXV8HS279E6ZzrOPX2Txk4tWtWbleK5iZU1EB+xWIqF99BIL/6go8/uS9FpX71L6HpHk7u/k+GO/djn+c9KBQV9aySUy2/ctK171KWfL/viJoJ9PfFefbpI4Bk/bU1FBcHyGQsWpoHaTrSz6ZXWrBMm5tubZwxwyWZyLJ/Xze7d3USCrlZv7GGUNhDJuMQMUVFAby+qR+FwiI/Dz6ygmzWJJ02ee3lFpqO9s869mzWYuvmVpLJLKVlQTZcW0so7GF0JMXhg710dkR59aVmAkE3i5ecLpspKQ3wmcdWI6UklTJ45aVmOtpGWbO+mpWrKnLEhDVNoah4KqM6MJDgyZ8eoq11hLLyIAsWlVBY6MMwbNpaRzhyuI9XXmomHs9y2x1zcc0g7JWIZ9m3t4vdOzsJ53lYv7HYabu003YlZUG8nqltN7d4HYWB6vPcxJK24YOkjDEC7gjDyS5Gkj05W5h2Bk1x0Rc/RcqI43OFGUl2M5zswe8KU1+4KmdgIIRCbcGyi5r9ng4dI0eIpYco8Fcylh6YUrqVMRPoqpvBeAfJbHSSqIn4yphfei2Hu9/g/9/+O6yru5/GojUUBarQFPclfbg/rHDKoIq5feEXWF19N/s7X+JA96uMJHtIZKNkzRS2tBy9BMWFW/MT9BRQmbeA5ZUfZW7xOgLuyDsaWLo0D8sqbqMybyH7Ol/iUM8m+mOtJLNRslYKyzYRgKrouDU/AXeEyshC1tXeT2PR6knRarfudwR+zyi9Cnnf+SBCUVRqC5bx2XXf4FDPJvZ2vEBPtIWk4bTPhIaLIhQ0xYWuevDqAfzuCOXheQQ908yoAbaRxhzpxk6OjmvIJKkMzSN0xvbSsjAGT4FQ0AuqMaO9WGMDoCho4RLUUMmMOhJWtA9zrB+kheINoxdUE/YWnbGNjTnUhjSz6MX1WLEhzGgv2CaKL4yeX43Q3QQ9Bdwy73Msr/woB7pe4WD3qwzGO0hkR8la6fHrI9BU5/oE3QWUhhpYWX0n84s3EPDMLEw9WwgcsuamuY+yrOIjHOh+hYNdr01mzU0XR8CdT2mogVVVdzKvZANBT2FOHOapYeyJGVBFoBYHUEumf+d5XUHqCpbnlFKVhRov+L4XQlAcrOWTK/4bzx36B+KZM2fBBLs7fk5BoIqAOzLjPq7iKgAUl4/Q+odxVy5mbPsPSR55DXOkC5mOIzMJh6hRNRRvCNWfj15Uj2/hTTM6Uwmh4K5ZQemvfpfYzseJ7XocY7AVOx0Hy0RoLlRfHnpRPcG1DxK45hPokYpp96cGCvDUrcJOxx1HqbO20Usa8TSsQfHlIc6y9VZ0L57q5ZjBIvTSuTMPoCwTd9VS/MvuYuSFr5M69gZmtB9pJEEoKP48XKXzCK5/mNDGTyFmmDUXQqCFSyh66O9wlc4n/vaTGCNdzntZ2gjdg+IN46tfQ+S238K74EbMkS58C2/BTgyj+Kd/VtVQIe661chMAlfZfIR6niGEouIqX4A0UqBos7bUFoqKd85GXBWLyLS9DYCnbjXuutWXxIXsQw2XmiNujjau93ZmWaMQTsmdLadkWEkpsQcTmE39GMcGsNpHsUdTyLSJTBmYJ4cmNrwCJ3N54AuXsvGhfzqjxEbgy7tyk6iKqhMpX0S4ZB6Nax8m2tfMcNdBYv0tpBNDWEYGRdXQXD48gUIChXWECusIFTfiDZWiewKz+o5rLh+1Kz9BxcKPkBjpIj7cTrTvGImRTjKJYYx0zMnoEQqa24/LGyKQX0OkbAGhkrkEIpVoF2HRfSaEELh9EaqW3EFJ40ZiQ62M9hxlpOsQidEujHF7a9XlQXcHCUQqCRTUEC6dhz9SiSdQOIUwuRjobj/1q3+J8vk3M9x5kKGOvYwNniKbGMEy0yiqjsubhzdUQqCghryy+YSLc0tuvQ3riG75Ltn+FrRIBQKBBDz1a9BC04vDzwbvW6Imm7WwLJuHPrWCsvLQ5Lt7xaoKXvrFMbZuPsWune0sXlZKaWlw2o5/Om2yfWsba9ZXs/G6WoJniN7ZlsQ0bVzuqR9UTVMnM1UMw8I/jdvDuSAlDAzEWbmqkrvvWZBDBi1eUsoP/n0PvT0xjhzqY8HC4knLb49Hp6bW+YDGYxm843XxeXleqmsiMxJSE7Asmze3tNJ6apja+nweeHAp+fmnWdCVqyupqgrzzNNH2LWznXkLipgzd/qbK5ky2L61jXUba9h4bW1OG1iWxLLsnLKnCYQ8RejKuR8qiZwkZg73vEFT37ap20hnS8vKnpFuH8W0MgTc+Xj1qWUAflceuuqZFPB8JxhJ9mBLm5ODe/jGpoenOwlHxE9aOdkKAXc+9y/7I4r81ezpeJ7H3/5zQp5CFpRey4rK22koWn3JyKQPOzRFpyRYz20Lfo0b5nyGoUQnQ4lOEtkRTMtAEQoePUDQU0BxoJaQpwhxDrX7C8VEdo9TmvIIA/F2hhKdDlljphFC4FI9BD1FFAWqc9x+JmIQCD6x/Ms5cxzTOUZdVHwIQp4iNtT9Emtq7mMw3s5wsot4ZpismQYkqqLj0f149RB53hJHaFfzTYnB0U/oYeSlvydx6EXs2BAIgZpXzoPrHyJ8/WOI8Q+6nRyl/9+/gJWKEqy6j7H9P8To60faWVylXvI/9puOkOcZgwCZiRPd8u/EWh7HHJRI20b1gX/lciJ5aydnMKSVZfj5r5Hp2E/eLV9gbOv3yPYeQ2aTKL4IoY2fIu/mX0cNFKAqGkWBGm6Z9zmub3yEoUTnJFljWBkUoeDSfIQ8hRQFawh7ilDGHRQu1T0yPDzMK6+8wty5c7l52WNc1/AIQ4kOBhMdJDJnxuElE4ODu1rYUHUzS2uWTRtH4rtvkdl6CpkykGmTwK+vJ/D5ddMeuzZ/Ob9/609zlokz/nshEAhq85fxG9f/nynzcRe7z6u4MpC2QabnObIjb+GreRQ1MLND0JWAUDXcNSsoql6ONdZLtrsJM9o3SdQI3YsaLEQvqkPLr0To0+vmmIlWUm3fQ/XX4a16iMidv09o42fIdB7AivZhG2kUtx8trwx35RKUQD4gZiQCfItuxbfwlvEgp25TcP+fUnDfn067Xiusoew3Hh9fN/mfKZDj2UKuioWUPPptsr3NZHuOYSdHQNHQIuW4a1aMEx5i2uvU0T7KyRNDrF5Tha+ghoJP/Dmh6z9LtuswVmIYbBvFG0KLVDplVZ4AAtCLGyj7radpOtpPW1+a9Y02mpbbh/Mvuxv/0rvOex4TELqH4s986/Qk/QXcV1q4BL2whkzbXlBUAivvRfVdJXvfKYQicoTCJ6+IpuRezom/n/FCl1mTzJZTJP7vboxDvQhNQfhdKGEPwudC6ApCFe/7RBpV9xC5DCUsFwpF1fBHqvBHqiiffzOTF0Ny1qN3hkD8Bb67hRC4vGF0T4i8sgVULvoouRf90h3rfHB5Q+RXLCG/YgmsfmCmiC/b8YWi4g2VUL6gmPIFtzCb9j4TmY79SDNL8vCrOcu1/IoPJ1GjKII5cwspKw/lZJK43SorVlWwb2830WiajrZRSktnHvgWFPrYcK1D0px50VVNoJ7PgvIdIBh0s259Nb6zyovyC3zU1ufT0x1jdDRFJmNOW751MRgZSdHSPIimKay+ppL8fF/uOaswd0Exhdva6O2J0dI8NCNRg4SiYj/rN9bgP8tJQtPEjKSR49Zy/lglNgKF6vwlzC/ZOON2QXf+Gba4zkMlxAyHEOKCZ4snXGumLrcRQGloLksqbpnx927VS8B1unMxYRX8sSW/w7LK29jf+TLNAzvZ2foUh7pfZ13dJ/jogl97V/QmPoiYuC89up+KvHlU5M17V46vqx7Kw3MpD08VvTz/7y8VNTPT/kFXXZSFGykLN17UfmQ6zsiL32Bs+48IrLgH34IbsY0MyYMvMPqLr6N6QoQ2PIzQ3Mjxs8m07ADTwL/wI7hu/SJG7zGiW77L8JN/hv5YJe4KR5BNSkls91OMPPc3eOuvIXLj5xGai+SxLcS2/DuKopF/1x8iPBOzy5JMxwFGXvg63sb1hG/4HHYqSnTL/2X05X9CK6ghvPHTOefv0ryUhedQFp4z5dwuJ+LxOG+++Sa6rrN8+XJcmmfGOE6cOMFP9r5MTWk3y5Yun3Z/gS9ei//R1WR3tjP2N6+fc1ZzopT0UuFy36tXcXkgjTGSrd8l0/simr8er78OzmHpeiUghEOYaHnlaBc5k50d3Eqi+ZtooYV4Su9AcRei5ZWi5ZVOu72UEmklkLaJ0MNTBgETMc0c88x9m/P9Vp75t4m0ec2Nu3Ix7kpHeNWybKLRNF6/95wDlK6OKG/v7mTR4lKnfH3cnttVcu53uwBsKejsiNHWNsKaddVoZ90G5zuP6ZBMOrIEfr/rggZWxlA72R7HZU8rqMLTsPaq3sm7jOz+HmLf2ILVNoJrVQWe2+ejLytHCblBVZAZk9jfbCKz6cS7HeoHBrnPjMj532U/zmU61uzieBcnC86OYZah5H3kvzpltGdBOY9l+fnwviVqVE2huiaSQ9KA08D5+T6KivzEYxk626Ncs3Z68TFFETTMKSQUuvIlJxWVYfILp9b0CSGIjNePZjPWpHbNO8WENs3IcAqXS8Xl0ujumipKlc1ak5kwPdOsn4CqKjTMKZxCcF0aCMKeEiSS8tAc7lnyu6jK+W9Vnx5CU12kzSQpM06IXJIpYySmODedObSQ0wxqDCudI/Q5gbC3GCEUCgNV3LPkd1Bn6QoEzjX26AHmFq+lsWg10VQ/R3o28/Kx/8Orx/6NklA9a2vundU5X8VVvBeQOr6Fse0/JLT+UxR8/CvOh0lKAsvvpvdfP8vIS9/EU3/N5KADnOcttP4RQhs/jVA1pGWi5pUx8IPfIr77CVxl8xCKijnazejL38JTt4qiR76JXuDUIvuXfwwrNsDYtu/jX3433oa1p/dtZvHOvY7CT/5PFLcPKSV6cSPd/3A/ycOvEFr30PnT9t+HUAv9UOjH6otfTWK5illBaH5chdeDbaKFl3K2KO/7FVpoIa7CG9AjyxHaLDrKdprE8W+CNAnM/zJcQbey2TyqA/0Jtm4+yd0fX4hnmrLyCSxeWkp1bR55ebNz6LqcsG3Jnl2d+AMuVqyqmDXHIy2T5OFXHHcroeCbd73zPbha9vSuQdqS9LNHsFqH0RoKCP35R1Gr8nKuiT2WvqpL8wGFbUuajvaz7+0urruhnsqqqWT2hx2KJ4g53Ikx1IYWqUQvqMJORh0B23eA921PVRGCwAwlR263OpmpMjaWnnYbcIia/Pxzz05cLoRCHlz69B0ioZwmDi7VO09KiI1lMAwLw7D4jx/uneG8nZIvcFymZhJFUtXL13YCQXX+Ityaj/aRwwwnuyn0V0051gSxMrE84isj5CmkP9ZK+/AhigO1k+uklHRFm0gbCTz66ZpKRajjgrGCsfQAtrRQxx8LKSXRVP+4GG0uqvIW4nOF6RlroS92irLQnPPGN90yRahEfGWsq/sEKTPOk/v+io7hw6yqunMKUSMQKEIbt0zOXnLBqqu4iouBtC1SJ3Ygsyl8S25DeMYz3IRA8efhX34ng49/mfSJnTlEjRYsxNOw5jRhoqh46q5BDRaR6TjgCF368siO2/UGVt+P0D1Y8dN6UO7yhSQPvUSm40AOUaP6I/iX3IYYFzMXOOmnarAQOzmKNLMfSKLmQiFtCRkTaThZg0JTwaNNfoNytpUSDBuZMacVcBU+F2iXrnTwKq4QFDf+OV/E3/gFUNwfGH5Pz1tOZN2PQKgIcf6JFNsYI9P7PFpwAXBpJsjeKaSU2LbEMCza2kbo642TTBjYlkQoApdLnSyNNw2LrGE5Dp75PhR16uBgov9hGBaW6fQvVUWg6crkfqb7TTZrIW2Jy61NTo5OxGVZNooi0DUVRXXKsaSUmIZNMmVw/NgAc+YVkkxmUYSTqe5yTe/IOnE8c7id2PYfOdpi/gjBNQ9cFRF+t2FYWH0xsCVqdWQKSQPjdtsds3ALuor3HSzL5mTLEAf29VDfUEB5RQhV/aB8LS4N0qd2M/Tkn2EMtRG+7rOEr3uUkVf+kfC1n0EvmurON1u8r3uq03UmJ5ZP3EDmOTJShGDGj9PlhqYpM8Z/OSCl81EF0F0qpaVBdP3c515yjpIxAFW9PDNvQjjOTvOK13GkdwuvHfsut87/HHneUlRFw7JNEtlRhuIdBD2FFAacjCmPHmBB6XW0DR9kx6knqC1YNrluONnNztanSBljOUQNCIr81bg1H0d7t7Cy6o7x8hRByoixq+1p+sZOTomxOFjL4vKb2NX6NK82/Ru3zv9VioM1qIqOLS0SmShDiQ48eoDScYtwcOy545lhCgPV+F2nP3RpM8FYqh8pbfzuvEmtkjOhKhphTxEZM0X78CHml16LR3POZTpS6Crev7Btm7a2NmIxJ5tLVVXKy8uJRK5cjf7w8DC9vb1UVVURDM78LpBmBivah3AHUP35U1Jo9cJapJHGGM61nBa6B9WXd/rfQqB4QyjeEFZ8GGk4JLs51o+diTH66redzvsZsBLDSDOLnRieuu9w2elYhEAoqtPZty2Ypb34+ZDNZhkaGmJ0dBTTNHG5XBQWFhKJRFCU3PerbdsMDQ0xODgIQEFBwbRZfACWZTE4OMjQ0BCKolBYWDjjthcLaVhk3+4i8+IxjKN9YIPWWIDnnoW4VlYizppIsLrGSL/QRHZbK/ZwMresyqUR+uOb0VdUXNIYr+Lywyln0YEP1kBYCAXU2br2SazYMaxkxzhR895BR/soO7a10dExSjSa5sc/2IuiCHx+F3fcNY/icbHwEy1D7NzezthYGq9X5/4HlhDJn+r6eerEMHt2d9HfH8e2bCL5PlZfU8mCRSXTHn9wIMHrm07g8+rc/JE5eL06pmnRdGSAA/u6GR5O4vXqzJ1fxOo1VXg8GtmsxY5tbZxoGaKtdYShoQSHD/UhgHkLith4XR1u9/TDDys+xOgr3yZ9ao+TTbPwFjz1ay5pm17FRUBVHBFiATKWhrQJ3tPvDJk2SD/fhNl+laj5IELTFObMKySdNqmpnVrNchUQ2/kf+JfdCbbp9F9VHTsxjDHc+eEkaiQOyz8dLEtOWma7PecjE96dm+1Kj6eFELjHhZEDARf3P7CEgsJzq3UryvRidVcCAXeEu5f8DpY02Xrixxzre5OCQCUu1UvGTBBLDxHPjPDxpb83ScYoQmND3QM09++kqW8b39n6BarzFyGlpDt6HE3RifjKOTM3UwjB/NKNNBatpqnvTf7Pm1+kNn8ZiqIwEGsjlhmmsegaWgZ358TndYW4fcGvk8rGeKv9GZoHdlEcrMOj+chYKWLpIcbSA9w059EcouZ4/w6ePvA18v3lFPqr8LnCPjKsiAAAIABJREFUmLZBX+wknSNHKQvPYVnFrWjK1Gwxl+ZjcflN7Ol4jtebv0f7yGHy/RWYVga35uf2hV/IccC5ivcvbNtm3759HDlyhLGxMTKZDA899BBr1649/48vEZqamnjiiSd47LHHWLToPMJ6QnDBOc9Szkw+iNzthFDwLbgRd82KqZsqKp6GdWcvRGiXd+AZj8d55plnaGlpIZvNjs9+24RCIW6++WZWr149SWabpsmbb77J5s2bicfjuFwuAoEAc+fOnUJ4G4bB5s2b2bp1K+l0GpfLRTAYpKGhAe1s0YiLhLQl6eebiP3DFtRCP64NtSAExtudjP3Ji/g/vw7vxxdNkjX2aIrY117HONCD75eWoVbnYRzsJfXTA+iLS/E9shKtfnaOLldx6SGljZ3qJDu4lezwLuxUt+Pu4y5EDy/BXXwLavB06Yi0TRIt3yI7sClnP4H5f4yev3Z61zUpyQ68TvLk/8ZX9zlcBRvJDr1Jpv8VrEQrQvWgBefhrfkMqqc8p5MjpY2d7sEYfovs4BasVCfSNlFcBWihBbiLb0ILL3OyMews8SN/gRlrIjD/y+iRlVNiGTvwR1ipTvxzfgtX/jWTy82xo8QOfxVpn86k1kKLCS76c8Q0pcRWsoNM3ysYo3sxhndiZ/rJ9L/CyPYHTqerCxVv1YN4q375wi7KJUJ+gY91G2rw7NVpPj7ARz46F5dbRdMUwnmniaiqmgihPA/73u7m0IFeLCv33WrbkuNNgzz79GFqaiJsvLYWXVcdouUsd9OJ13lfb4wXnmvC49VZf20tXq+OlJLDB/t47ZUWli4rY9WaSoYGk+za0U4qZXDzrXPQNIW584soLQvS3x9n0ZJSFi0uRQgIBNzo4+8VM9pL4tBLCNWFUBTM0R4SB14gdWwL0kihl80nctsXUfz5l72dr+LcEJqCa0012e1tGId6if/jNlw3NqD4XVjto2Q2nySzsx21NIDVOb1sgjQsh+Q3baRpYw8nkQnHYdIeTmG2jiA8GkJTwKWh5HmdvzNeYZA0kGNppGWDZWN1RR1nKsDqHsMsHHEIJU1xxI2D7is6If5BhhCCefOLmTf/nbuOflBhxYcJrX+EbF8z5mCb04+VOJOD7wDvW6LGtiSjIymkzCU9pJSkUwbxWAaAvMiFe7t/ECEEhMIe3G6VdNoklTTweK7M5RcIVKGhq55x15TZvTirIot4cNWfs+3kTzjau4XWoX1krQwu1UvEV8qSiluojCw8fRwhKAxU8ckVX2HLiR/T1LeNvR0v4HOFmFO8jrW19/LE3r8kkc1l/MPeEj6+9Ev4mr7DqaF97Ot6EbfmozTYwN2Lf4uUEadnrGXS8WUCxcFaHlj5Fd48OY+jvVtpGz5A1kqjKy7yfKUsKruBhqJVOb+pyJtPQ9FqeqLHOdq7FdM2UBWNoKeQ5ZW3sb7uk1TkzZ+2o6wIhfklG7hr0RfZ2fYkp4b2cmJwDx7NT13hCq4WB39woKoqd955J7fddhu7d+/mySeffLdDmhFCc6OFS5GZJFZ86KySPIkx2IrQ3ej5lTm/s400dnwYxpdLKbFTUexUFL2kAaE7gxA1VIRw+XDXrCDv5l+bZsAlQLnymZG6rlNSUkJRURHV1dW43W76+vp4/vnn2bRpE3PmzCE/Px8pJR0dHbzwwguEw2EefPBBwuEwXV1dvPbaa2Szp13opJScOnWKl19+mZKSEu677z6CwSDt7e1s2rQJy3pnH/wJ2H0xEj/Yg1oeJvTHN0+SLFZ/nLGvvkjy+3twLS9Ha3QyeczWEbI72/HeOR//o6vBpeG+rh6zeQB7JIW+sBglb7bZC1dxKSFtE2NkN7HDX8UYeQtsExQdEGBnyag+pG3gD54hpC4EQvUihI5tjGBGD2NnB/HWPnbOvBor1Umm5zn0vBWYY00kmr+OPaHhZmcQrnxcxbc4RM1EfNLGjB4gdvi/kx3aDlYmJz4UF3Z2iGB4qbNMWmSHd5Ad2o6v7r9MG4cx9CZGrAlv9UO5K4SGUL1IK4GV7MCMNSGNGDOVMpnxE6S7n8HODmFnh5xMOyuNnRk83bEUKtJMnusSXDYIIQiFPAQDbtraRnC5NKpq8iYdP8+Ez6fj8+m0549MOxGYThvs29tFJOLjznsW4PO5EILJMqozoWkKA/1xXt90glDYw403N5AXcZ5v07TZvauD+sYC1qyrwu3RqazKIx7LcPhgH2vX1xAOeygrDxEOOyX+BQU+qmvypmSwmyPdDD/9PzCjfc4C20KaaZASNVhE/p1fwlO7+mqm8HsEnlvnYB7pI/3CMRI/2kvypwdAEWBLhFvD99AKhFsl/u03p/292TpM7K82OXbeSQOZyGJHUwAkf3aQ9CvNCJ+O8OloVXkEf/9G1PJxfSkJmddaSP54LzKZRaYM7FgWmXC+n2P/6zWUgBvh1RA+F+4b6vF9ZjXCf2nMWC4G6bTJkUO9eDwaCxaVEBvL0NY6wuhoCk1TKS72U10bmSQuwekDxONZ2se3Aygo9FM9/txPJ7Fg25LoaJqO9lHGYhmQEp/PRWGRn9LSIO4zxnoT1RVdHVF6e2OYhk0w5Ka2Lp9Q2DMlU2ZoMEHT0f6cxIjFS0opKg7kbJfJmBw+2Es6bbJseRm+acTD+/tiHGsaoLDIz4KFpzP4LMsmOpqmrXWEeDyDpqmUlQepqAw71Sfvk+dfz68ieeQ1hO7GziZJN2/HjPag5ZW9o/2+b4kay7JpPTXMNWurcm5ygIH+OAP9cYSA6uq8Gfbw/saZ5V3plHHetHghBCUlQfIL/PT3xTh4oIeausiUtrscUBWNdXWfYEHpteT5SmftC6IIheJgLR9b/Dtc3/gpMkYcS1qoioZH8xNwF6CfJfgnxP9j7z6j5DivA+//n0qdu2d6cgQwmEFjkAGCYM4kSIqUKIq2bAUHSV7n9XptOay98tpr+fW7exy09q5lr9dJlteyZJGSRYlBjGACCSKDABphMMDknDp3V9V+qMYAw0EiBAID8P7OmUNMd3VVdbOnwn3uc6/Govga6qNLmcoOU7TzGLpFLFBLoZSl5BTPuJ3WylV8cuMXmcmNUbBz6JpJ2Kog7I+TK6ZYXLWGmL9u3raqQs08uPIXuXXpJ8gWp7GdEprS8Zve/ln63IJ+rZUr+fT1f0i6MEmhlMFxbZTS8BlBIr4qfEbonAclywhwR8enWdd8P9niNI7rYGgmAStKxCcj2tcKLwPOh2VZBIMLO9isNB1/xy1oL/8Nmb1P4196A3q5yr2TniS967sYlc3z0tftmRGyR97AauqcnZKU69pGaWaUaMtatHIXJ1/LWsyaNjJ7niK85kOYpxWVdF0HN59BWZe/cKZlWdxxxx1omjY7zam1tZUTJ06wdetW0uk08bg3Erxnzx7y+TybN29m7Vovc2DRokVMTk7y9NNPz66zVCqxe/duHMfhgQceYPlyL2jb2trK2NgYL7zwwg+8367rUtw3iN09QfiXbsVYVjPbrtVorsD/4HJm/vhlCtt6MNqrvddMZaFooy+qRJULmaqID72pgtLhUdzs/E4H4vIozRxges+vUZzYga/uXgKtn8SIJADlBSum9uCrv2/OeUWhEVz8EwRafgSnOMHM7s+T6//2BW3PdYrk+p4AXAJLPoev5k6UEcHO9WNnTmCE2uaMnjnZXqb3/AaF0S1Y8RsILPkcZmwVoGNn+yhN7sCq2/yeOzKeiR5uI7r+z8HJkx96lqkdP3/O5a34JowN/xNch+yJfyZ14ItYtXcRWfVFlHby2kKhzKu/C2M+bzM4MMOqNfWEw6eum3Rj/vVGOl3gqe8dJJMu8OBDy6moPFWPMJXKMz6WYWQkTe+JSZTyhogy5cyITLpALHZhx2OlGygr6E0VKBVA09EjNVhNK4nd/tlyXbLLV9T5WqaCFtZ1LWgxP5w27UxvrsDa1IqxuJKTg6jK1DE6a8HQ0E4rSq3Vhol8/g6sG1rJv96NM55F+Q2MtjjWplas9U2Ujo1h7RlAX1wJ8/6kFZg6WtQP0fN8R87UOVaB8hkonwGVcM67lwvIpHFdl1R+HL8ZwtQv/TVELlfk9Ve7CYUtAkGL5549xPBgCtt2KBYdGhqj/Nhnrpu9D3Mcl96eSZ55KsngwAy6ruE6Lo7rsmhxJQ8+tJzqmtBp1z/ezJI33zjBjrd7mRjPeoEW5d0jRyJ+HvnYSpYlTmXaT4xn2fJSF/vfGZodVCsVbaprQtx+VxudK+rmBFRTqQLJAyNMT+eYnsqRShWoqg7NC9RomuLwoVH27BqgMh5geefczBvXddn+dh+vbTnGAx9aPvt4qeSwa0cfb7zazeRUDkPXsG0HXddYu6GR225fQuR835UFInrLpxn7zh9S6D+AW8ySO/Y2kY2PYdYuPf+Lz+GqDdS4LhxKjrJzex+dK+vw+wwc18uyeemFo+RyJZqaY7SedvC5llimTkV5BLPr6BhDgylqakNompr9w7YsY050NFbhZ+OmZp75XpKd2/uIRP2sW99IMGSiaQrH8QrATU3lGBqcIdFZSyTyg58kldKIBWouelqOoVtUhS689sHJrkp+c+6BpFDKcrasE6UUQStG0IrNe+5sj8/un2ZSGaynkjO3/Zy7HY2gFf2B2m/rmkk81AhcXNvSD5pSyWZqKofrQizm/4GDk8WiTTpVwHYcImEf5jkKI14uruuSy+XIZDI4joNpmoRCIUzzzOPjtm2TyWTI5/O4rouu6/j9fvx+/7zaKu/eTjabJZVKEQqFCAaDKKUIdNxM9LafZGrL3+HkUgRX3D3bnjt3fAdVj/wOZv27WpO7DtOvfYXS9CC+5tUUBw8z9crf4mteTXjjY6hyK1ajsonKB36F0a//BoN/++8Ir38YPdaAm09TGEyC6xL/8G9hxM5cY+H9lE6nOX78OMePHyeVSlEsFjlx4gTFYnE2+8V1XY4fP040GmXRokWnColrGu3t7XM+b9u2OXHiBBUVFTQ3N89ZtqOj45IEaiiVU8Z1hdFSMRukAUCB0VENSlE6Mjr7sFYZBJ9B6dg4TqaIChi4Uznsngm0mjDqDCP84v3n2nmy3X9Pcfwt/M2PEV37p+inDSiYFWuh8eH5LzyZUaMHUJqJ0t9DMNgtUpp+h+iGLxNo/QSqXE/NZO38RZ0i2d5vUBjdgq/2XqLr/hQjfKpNtFmxBhoevPBtn4dS+mxQRbOqON+1nzKC6EawvHxl+XMJoQeaUBdc3+YHo4fjVD32RZz0BBgWviUb358Nlaeanuv4ftLEWJbOlbWkZgrs2tHPLbcvnu005TreVVTnilqWLa+ZM/BmmBqVlRf+uZm1S6n/7F9Tmh7CLeZRuoEercVqSKAFK6/4efVaYiyqpPLPPzrv8cCjqwg8umrOY1rMT/TX75q3rFIKVRkk8JGVBD5y5unQ5op6Kr/0yJmf66gm/pePXcTee4PTgYdXEHh4xfkXvkAuLi8e+gc2LX5kTomCS21oMMWzTyepr49w6+1efaZ0qkChaBM6LeNncGCabz/+DtlMgc0PLKOxKYbjuCQPDvP6q9089eRBHv2h1USi3n2Z68Kbbxzn2acOURkPsPnBZdTXR0ApZqZzTE7mqG84VV8wly3yzFNJDu4fZtONLaxcXY9p6gz0T/PCc0f4zhP7icUCczo6tS6q4NM/eR35fImXXzzKlhfn1+wEME2dzhW1HNg/xP59QyxL1MwpNpxKFTh6eJRwxEf7svIAkOty6OAw3/vOAaqqQ3z0sVXE40Hy+RJvbT3BG6924zou939oOcaZAncLjBFvpfZTX6I40oWTz2DGmzGqWsD1MsiVYV3UgMRVG6gxTY3q6qD3pTswTE1tmGLB5sTxCXp7pwiHLW64qZVYzH9J68EUCiX6e6fJ5YoUCja5XInRkTQAoyMZdu7oI+A3ME0df8CkoTH6vkwxMkyvPfaeXQP0903zxDf3snhJHJ9Pp5D3Kv/fcvuSOSMbSinWrW9iaHCGndv7eOn5I+zfN0htXRjLMigWbSYnsoyOpLEsndZFlZckUHO1KKWPYc8cxqq59b1duC4Qp2dVyQXOKZlMkW1bezjWNc6HP7qC5pbzZ9k5jksmXSD8ru+/Nz9/kIMHhjFNnRtvXkRj05UdbXVdl+7ubt544w26urrI5XJUVFSwbt06brrpptlgysllc7kc27dvZ+/evQwODlIqlQgGgyxdupTNmzfPZoGcaTvT09M888wzHD16lI985CMsX74cXddRVpCKe38RXIfU7u+R2v1dlNLQY/VUPvArRG/6BMqYm4JsxFuJbPphUtu/xfTLf4Pr2FgNCeIf/m2suvY5y4avewS3lGdm69eYfP7LuIUM6CZ6tJbQmgfn1aM58/dfeSP9l+hvY2RkhCeeeILe3l4aGhqIxWIEAgF8vvnHzGw2i8/nm1ePxu/3z+sKl81mCQaDZ1z2knDBLdjeiOMZLn6UVe56ly93glIKfVElvhsXkX+pCy0WQG+KUjo4QunoGKGf2IgWl2lPV4JTGKc4vs2ro9L8I2i+y1OjzIiuwFd7J2cYMp/DLU5RHNsKrou/+YfQg4svx+5dVTQrSGjVfedeSDHbTclx3Is615uWTmU8SH/fFMWiPe/G5/T11NSGuO+BBIeTI7z84lFiMT/rNzah6xqhsEU44kMpRdvSKizr7AMfSlEe3T+1v6c3PtB8Ifxt15/l1eJyKTlFjo68ja6ZpPJjNFUsp2fiHapDrbRUriRTnOLE+D4mM4OYhp+2qg1UBhtI5SfomzpIxFdF3+QBLCNIe81GQlYltlOkbyrJ8MwxbKdEfbSdlsrO2YYbPRP76Z9KUrK9qUt10TbaqjbguA7HxnYynu4jFqhlSfV6LD3A0dHtGJrFZHaQlsqV9E0eJOavYXHVOgAGp49yYmIvmtJpq9pAPNREtjjN8fF9VATq6J3cj66ZLKlaR0WgnpHUcbpGd7C3/wWUUlQE6mipXMmi+JpLfv08MZ5l5ao67r6vg2DQnPO3fKqLmsOeXQMMDs7w4EPLue76FgxDw3VdampCDA+lOHp4jO5j46xaU49SiqmpHNu39REMWTzw0HKWd9bO1hZ1Xa+Dr3FajZ/e3imSB4ZZ2l7FHXctJRzx4bou9Q0RpqZyvPjcEfbuGaCpOXZq5qfyusuZpjYbrD2bltYKqqpCHO+eYGY6Pztd0nVdhodSjAynSXTWUFHpXcuUig7b3uxB0xR339dOYrm3/67rEgya9PZMsX/fEJtubJ2TSbRQpbb9K6H1H8asXYrmj4DScEt5Utu/RXHoCMHOO/F33PKe38dVG6jRdY27720neXCEgweGObh/GNt2sSydhoYot9/ZxsrVdZe8MvXUZI5//foepqdy2LaDbXt/bIAXJOqZRNcVmq4Ri/n50U+tu6Abw/fKK+xUw733L+P1V48xNDBTTkNVGIZGQ2OUG25eNO914YiPBx/qpKmlgrff7GF8LMNA/zS27aLrCp/PIBLxsbgtTjD4wRolLU7sIHvinzAq1qJfjYGa0gy53m/iq78fPSDZNidFIj5uvX0J42MZ7HN0gTvd1GSWndv7uPu+jjmPuy4c2D/M2nUNLFoSx+czrujJ42S2xle/+lU0TeO6664jGo3S09PD888/z9jYGA899BDhsJddViwWefLJJ9m6dSuNjY3ccMMNWJbF+Pg4hULhrBk4AFNTUzzxxBN0dXXxyCOPkEgkZoMJSimMWB3xR36H6O2fw8lMgNLQw1UYFY1nbIWtdIPIDR8nfP1j2NMjoDSMinr0aN3caRpKoawg0Vt+nNC6h7AnB8sV9Q30YAV6rG62no3SLeIf+jVid/40Zs2SOdvTKxpo+Ln/izJ8s227fxAvvfQShw4d4tFHH2X9+vUEAgE0TePb3/42fX19c5a1LItUKoXzrrbWpdLcKUPeRZFFoVA477IXTVdolQEoOjjTuXfVFAJnLA0uaFWnjoFazE/wk+spnZggv6ULLepDqwoR+c278d3eNjsdSlxebnGKUuYEur8OPbz0kkwfuhB6sAXNqj7vsc8ppSmlutCsOEYkccaCvuLCxGJ+spki+/YM0NgUQ9MU1TUhfD4Dx3FIzRQoFGxmpvPYJYexsQxKQSBgEgiaBIMW6zc08dR3D/LM95IsW16DYWhMjGeJRn10nDY9QtM1/H6DdesbmZnO88rLXQRDJp0r67AsnRtubOX57x/GMDWWd9biOC7jYxl0XWPdhsbZkXTd0IjHgyQPDFNXH8HvNwgGTSrjwcveUEOcXdHO8/T+v6Ah1sHQ9FF8RohYoJa3s0/yiY2/z8D0Yfb2v0DYF2ckdZw9fc/xiY2/z3imj3/d+Qcsjq+lIlhH/9QhDg9v5eFVv0zBzrOj53voyqTo5Hn92Df4yOpfYWn1Rg4Nv8mWw18lUX8zXaM7GJo+yic3/gGO6/DCob+lbzJJfbSN/YOvcHDoNe5JfI4Xkn9LxF/FdHaErce+SV2kjcGZo3xy4xcZS/fy3MH/Q0Osg6KdY/uJ7/LIms8Dim/t/m/UR9upDrcykupmT99z/ND636ZkF8gVU5ScAicz7d33qc5jMGiyem3DbJAGygMgp2WcpNNFuo6OEwqatHdUzT6nlMIfMFnaXs3e3QOcODHJytX1gDdNamw0zYaNzSxtr5ozZUkpNSd73HFcuo6OYdsOy5bXEApbc/ZjaXsVr7/azbGj49i2g6a998zzcMTH8hW1bHmxi2Nd46zb0IhSCtt2OXxoBNd1WZaome34Njqapq9vmsbmGC2tFbP360opKuNBmppj7N7Zz+homuqacze/WQim3/wa01u/htJ1fK3rqLz/P1IYOsTMm1/D17KGiWf+BzXxZszqxe9pvVftWdMF/AGTD390JTfctIjR0TSlok0w6GWxxM5R2NALViynUPDajL0X4bCPezd3zLa6PhfztOlJJ3+/8ZZFJDprqKuPnLE1uFKQWF5DMGgSCvvOGcH0+QxuvnURieU1DA+nyGaKKE3h9xlUxgNUnGGesFIQClvcdPMiVq+pZ3goxcx0fnaEJRz2UV0TOmNRKfBueh98eDnFgsOixVd7/R8Xp5TGLU6D0sGdeyPkOkWc4gQ4BZQeRJmx2TRv13XByeEUp8rFGy00qwKUgVuYAN2HZng3x05pBpwiyozhFiZB03HtHJoZwymlUCiUFUcpzau5UZzEtbOgDDQrjlIGLg5uYQKlB731uTbKCKMML63RLaUoTb9Dtvdf0MNLy8+H0MzKy99i7AoolRz27RlAKcXYWAZdU6xZ30hFhZexoOlqXsHEdLrAO3sHmZzIYpTTNusbIhzrGmfn9j56TkySL9hEoz42bGxmdCRN8uAIfb1T6LpiaCjFddc3EwxanDg+wdEjY2hK0b6sipZW77iya2cf4bCPoXLRtjXrGhgbzczO921oijLQP8OStjiLl7z3VO98Ps/LL79MPp/np37qp2an1ti2TVVVFU899RStra3ceKPXFenIkSNs3bqV9evX85GPfIRo9FQ2kOM487avaV4ht8nJSR5//HF6e3v52Mc+xtq1a8+YQq+ZPqza99CGUOmY8UbMeMv5F9U0jEgNRuTsWQNK0zBrlpyxIKpm+vG1rLnwfTuP/v5+wuEwiUSCUChUni9eYGBgYF7R3+bmZt58800GBgaoqKiYHfE6ceLEnICMrus0NTWxd+9ehoeHCYVCc5a9FJSuYSRqUWGL4o4+fLe1ocqZY27RJv/GcdDUnFbbbsEm++R+lKFT8acPozVFF/zo1geB65bAyYFZeVpNlctA84G6gMtH18a1M6BZl2wqkeu6uGcpDnytUkrRkahmw2Azr796HNd1qa4O8fAjK/D5DDLpIi88d4ShwRkyGa8D3bNPJfH5DVatrueGm1rRdY2Vq72R+O3bejh4YBjXdYnHva5S3nbAHzAIh71Cw4apc/Oti7Fth62vn6C2LkxVdYg16xrQDcWeXQN8c+9elILKygDX39g657hgmjp33dvO898/zL89sQ/D0NiwsZkbb1qEdo5MHHH5mbqfja0fZmDqEN3je7i/8+f45+2/Q7owwdLq62iq6KRo55jI9PPtPX/EZGYQAF0Z3Nr+oyyqXE3PxDv8y47fJV2YoirUxIMrfoFCKUuulCZbmKJ7bDeLq9ZxdORtGiuWcUf7p1kUX8N39vwJNeFFjKV7eGdgCw+t+iVqw4sZmuni8V1/yOrGezB0i1WNd+E4Djt6vsv9K36Wf9r22wzNHOOt7m/TGl/NjYsfxXEd/nXnF9nb/yKrGu5EUzobFz3Mqoa7GJrp4h/f/A2mc6M0Viwj5KtgT//zbGh5iKaKxHk+oYsXCllEylloZ5PLFpmazJLP2zz37GEs6/Tjq8v4mNc8J50uYNsOhq4xNZmjULCpb4i8a/n5HMdlZDiNbbvs2TXAieNzm6pks0XyuRK5nPffiykRYBgaHcuqeePVbg4lR1i+opZAwCSdypM8MEK8OsjS9qrZz2FyIksuW2R0JM13vrV/zj2x63qBKMdxSacK8xoHLURKNwmv/zC+1vXMvP04mYMve/UmW9ZQ+eDnGf+3L1IYOvLBCdTgej+GodHYFH1P0w/8fi+6eTECQZN1Gy68XsrpDEOjvaP6nMsopahviFLfcGHvRylvVOVioo3hsG9OUbkLEQiYrFl7dWZrmLqf1Y13U3IKBMwoTnGa9OH/QXFiO8qMoRmh2WCNa+fJDz5FtudruE4OzawkuPTnMSu9DgRuYYzMsf9DcWK7N2lb9xNe/lvowWZSB/9/zPj1BFo+DkCu79uUpg8QXvYfmdn/u2hmjOLkHnx1mylO78W1c0RXfREt0Expchfpo1/GKYyjlIG/+TH8jR/BKc0ws/c/YYSWUprZj1OcwQi1EVr+G2hWnMLwc2R7vkZpYifpQ3+EMiL4au8huPgzV/Ijv2xcxyV5cARdVyQ6azkIZC33AAAgAElEQVRxfJK3tp7grnuWnvUE5tgOSkFzS4xjXRNse6uH+x9MUBkPUlcfYXoqR+eKWizLm8oYq/CztL2KriOjLF4Sn53WONA/zRuvHS+PLDq89ko3991vUVUVJHlgBJ/PoH1ZtZdppyn6+6aYms5h2y59fdO0tMTKo6TR2ZGGC5XJZOju7qa1tZX6+vo5NU0SiQTf//73OXLkCJs2bZpzs79+/XoikcicdZ0p8KLrOtlslqeffpqenh4effRRVqxYcUF1Dq51FRUV9Pb20t3dTSgUIp/Ps3fvXo4fPz5nOaUUnZ2dvPHGG2zZsoVoNEo4HGZ0dJTt27fPWVbXdTo7O9m+fTtbtmzB5/MRCoUYGhpi586d5/3cXdf1Wp/my8exgoNbKHlttk+/geqoxnfzYnIvHPGmNd22xGvPvbuf/HOHsdY3Yq46reaW4+BMZnHG0uSeTaLVhL3pGJaB3lKBsbQKJTdel51SBmgBXDs7pyX1gqF0lBEsDz5cos5JTsH7+YAJBEzuvHspm25sxXVcTFMjWK5vEQia3HXPUkr2/ACW32fODrrpumLV6jra2uMUy11cDFOfnZ6v6xrX39DC+uuaZm/ULJ/OrXe0kc0WCZe3Z5o6q9c00NFRQ6FQ8mpbGXq5K82pbSulaGmt4OM/upZC0UaV34dhyvljoTE0c7aobsiKoWk6mlLlaVHb2dX7DC4uBTtHKj+B7XjnmKAVJR70MidMww8oHNdmPDPA613fIJ0fxwV6Jw9SHW5FoQhaUfomk0xmBhmZ6cZvhjF0HzO5McbTfbx06B/QNQPbtQn5KnFx0ZWB3wh71+9WDF0z0ZROoZRlLN3DSKqbvskDAGSLM1i6Hwcbvxn2tqsUpu5Dafrsvl8uSps/UPhujuNSsh1KJZvB/hk0ff7y9Q0RoicHVfCmNoFXCuR8QQzX9eornsx+S6Xy85aJVwWpqgpedFlXpRR19RGqa8Mc755gaipHIGDS2zvFxESG6zY2z7nntG0Hx3XJZor0903NC2TpukZ9Q+Q9XxdfKUasnkDiDqz6DgqDSUrjJ9CjtaA0lKahBStwi/M/9/Ou933YVyEWpKAV5WPr/hPgtTTN9X6dwthWIit/F6X5mTnw+7jlC8DC2Oukj/wZofb/gBFdTmH4ZVIH/oDYhi+j+etJH/0LStPvEFr2K2i+WtziNHqwFdwiTn4EtzQzu123NINTGMV1S5RmjuBv/Ai++nqyx/+JyKo/IHPsrylO7sLULFLJ/46v4UNYVTdTmjlE+tAfo/lqMSIJSqnDXhvTzi/gujap/b9LfvAZAq2fxKq5C2XGKKWOEE78JnpoCcq4+APuVcmFzhV1rFhVR01tmKefPEguWzproCYYsuhYVkM269Wb2rN7gEK+RGVlgJraEAP90yxecqpeSzTq91qghiwaGqO0tFbgui5Hj4xRVRVkw8am2VGL7mMTVMaDuI5LR6KaVeWRzFLJwXVh8eI4juPS3z9N58o6Xt1yjFLR4QzlTc5pZmaGXC5HPB6fU9NEKUUwGCQYDDI1NUWx6HXkmJiYwO/3U1VVdUEZEbZt88ILL9Db28vixYtpa2ubVzvlg+rWW2+lr6+Pxx9/nOeeew5N0wgEAtxyyy289NJLs8sppVi2bBn33HMPb7zxBn/1V3+F3+9H13WWLVtGKpWaXVbTNFauXMntt9/OW2+9RVdXFz6fD8MwSCQSc5Y9neu4FN44Tvpv38LNl3Ams5AvkX18D4U3ulE+A+umRYQ+cz3K1FEBk/DP3wxA5qvbyX59t7eefAlzdQPhn7tpduqT67q4uRJGSwXFt3tJ/+P2Ux01bBflNwg8sorQ566frW8jLg9lVWCEFlMY20pp+iBGdOVlm/50ITQzghFeRm5qH6Wpfd5Ah3aeaXLK8H5cF8dOz3vazvbgFCbP8MIf0MmCKu75s6WvBK8ToHHGmxZd186ZRX76OpSuzjpA5503rHmP+f3GvFqLJ+vVhDh3+2NNU/NqvYmF6uTUk9O6/uTGeS75N6xtupd1zfczkRngGzt/f/Z5TenoZ5jSuPXYNxnP9PHgil/A1P18Z++fAF4X2FUNd7Gv/yX+be+fEDCj3Jv4XDlQFKYy2MDmzp8hfloDEbOcLXj6tKGTdM0g7IuzpHo9G1se8v6OXRefEWQyO4RSGsZZjjkn36frvr8ZeuUjyzkZhobPZxAImPzQj6whepbOaT7LmK0740299+owOo47ZyrVvH1Q3hQsv9/g7vvaZwv6vpuua/OOAe9FIGDSuaKWF75/hCOHRqmKBzmcHMV1INFZOydI6/MZGLpGR6Kau+/twPKd+doyFLQWfDYNgNWwnPEn/xCzrp1c11sozcAp5jAqGigMHqY00Udg2a3veb1yVSU+kFwnT2H0NXw1d2JWrAdl4KvbTH7gSQAKIy+hBxfjq98Mmh+/r5Zs7zcoTu7Cqr6F4vibBBb9GGb8xtmpCQBuceKc21VGECO2GpwCerAZs3I9+lALTnGa0uRuStMH0Pz12DOHce2cV4Ng+p3y/P4Avrr7MSrWg5PDqFiPnekGHDSrwqsZoFlovhr0wMVljF3NlKbQyyewkyOI5+paf2D/MIcOjlBZGSCdKXhBlIvYrmM7cwozGqbmjXS4LoahlUcZ3zVSYGhgO5innbQuZn60ruvlAND8ESLHcXAcZ3aZkx0/XNedNzXnbHK5HH6/n9tuu41t27bx/PPPc9999/1ALcOVFSB6y4/jpMa8gmtXqba2Nj73uc/R3d1NNpslEomwZMkSLMuioqKCyspT02pN02Tz5s2sWLGC3t5elFI0NTVRW1tLa2srFRWnppFalsWHPvQhVq1aRX9/P7qu09LSQjwep6mpiZqaM0/90mrD+O5oO1tjO69d6mnfQ60xSuS37qG0f4jSsXFwXfSmGObaRlTYOvWdLdikvvwGhZ19hH/5NoyOGpSheTfS41nSf7+N7Lf24b+vY7adt7g8NKsKq/YuCuNvken6K4zoCoxIB0qZ5a+Bg2vnUEq7bF2MTqeMKL7ae8gPfJdM999hRFdixjeilAlK4bo22PnyssGTLyrXWHMojr6Gv/4h0LwbB7eUItf/JHa2D2Vc2poFyoiCZnqBoFIKTSsX+j55Erka7hSEuMQ0peEzAkxlh+ge30P32C7ypfkB1HfzGUHyxTSD00eYzA4zNN1FbcSrGzeTH8MyAmzu/Fn8RgjLCODiUh9dSkvlCt7sfoJltTfiuDaOa5Oou/ms2/GbYTa2Pswbx75JyIwRsCKk8hO011zP+cIjATOMzwiys/cZxjN91EQWUx9ZekWm9QZDFjU1IY4f9+4hKisD59wP13Wpqg4SCJgcPzbBhuuaZ7tBnYmuqXLNlwFmZvJUVAQueQ3XkzoSNby25RhHDo3S3lHN8WPj1NaFaXzXlOmq6hDhiI+J8SyWTycev/pqg54uesuPMbP9CUoTfcRu+yxW0wrs6WGyh19n9Bu/hVHVgq/xvXctk0CN+GByHdzSTLmVp1clXTNjXq0awClOeReOWnleqeG1vHNLM+U0c7tcs2ZuhP+M90injdAppaM006stoHlpol7nDNerd6MZ6MFFs12ngpHlmPHrvNdqBpq/1rvpRnkXu07xXdu6dB/R1cYuORzvnqCmNkTP8UmCIRPL0mfbzju2S7HklAulKbqOjBGL+Vm7vpHkweHZ7m0AlmWQz5WYmMhgmjrBoHXGk9rJVM89u/vL838dhodSLG2v9lJd3+fzfTQaJRqNMjw8TLFYnC0GfLJDUzqdJh6PY5omjuNQVVVFNptleHiYxsbG816QmKbJLbfcwooVK3Bdl9dff51oNMptt92GYVzc6UMz/YTXfuiiXruQaJpGfX099fX185679da5oyZeYT+TJUuWsGTJ3CLHGzdunLesZVm0t7fT3j63+9WmTZvOuC9KU5gd1ZjnmVr77u2okIV1fQvW9WevEWQPzpB/pQv/5gSBhzrnFA52XZfirj4yh0dxMsWzrkO8P5Rm4m/5EQqjr1AYfZWpnT9PoPFR9IhXBN3JD1Oc3INZeR3BRZ+efZ1rZ3AKU7hOHrcwgVP0MlScbA926jDofpQeQDNjKO3iR1eVZuBreAhr4LvkB59iaucvEmj9BEakE5SGkx+lNLUXPbSYUPsveK9RCl/N3eT6vkW25+togWavzbhrUxh9lVzfE2cM0riujVvwpli5Th47cxxcB8dOU5pJovQQSvejzKj373cd+4xoJ5qvluLkLtKH/wxfzR2gmbh2DiPcjhF+/9r3CnEl6UpncdVa/GaIymADLi6mZrG4ah1V4RbuWvYZdvc+y+HhN1lctZaAGcFvhnFdh7bqDbMZK34jREfN9fiMINe1PkTRznNg8DXqo23c1v4JAmYU27HJFlPM5Mb5tz1/hFIaPiPIPYnP0hhLcN/yn2Zn79McHnkLQ7NYHF+Dqfloja8mbFVScko0V3SiK4PF8TVEfHFaK1eCUhwZfgvbLVEVasYyAigUbdUbsMrX05YeoKPmegKmN0BkaD7uXvYZdvY+zYHBV/EZQeojV+bv3O83SHTWcuzYOG9t7aGiMlDuWnyqg9PUZI5ozIdlGeXBnhj1DRG6usbYtaOPTTe1YlmnBuYy6QK64U1tVJpiSVsVkaiPvbsHWNpeReuiytnrWtt2mJ7KYVkGwdD8wcX3Ih4P0NxawdDgDIcPjTAxkWXTja1zWpEDxCr8tHdUs+PtXrZv6+XW25d4+1re/1y2RCZToKIycMaarguNHqkmdvtnwS6BYXoZW3Xt+JpXE97wEbRADC1c9Z7XK4Ea8YHkBT0asNPHwC3hujp2rn+2Ro0eWkxx9A3c4hSYFTi5fnBtNH89mhlB6T7s1BFcp4TSjFPtMpWO0v04xWnAu3i008cuaJ/0QCOaGcNXd185hb084ojCyQ1xKqhz1jcFOOWfDx7T1MmkC7zyUhe27XLzrYvx+Q2OHhlj354B0ukCb7/VQ8+JSW64qZWVq+rZtaOPV7Yco7IyQHNzDL1cA6ShIUJ9Y5TnnjlMbV2YG25qLRf2VlRUBuYUWutYVk02W2TLS0dRKJZ31tK6yCsYG4sF8J1Wu0MB4bCF32/g2C6RsA/D8DrEnW10YzZby3XndegJBoNs3LiRZ555hm3btrFhwwZM02RmZoZXXnmFQCAwW/hXKUUikeCll17ihRdeIBgM0tjYiKZpFItFstkslZWVc9pAe+n2Pvx+Pw888MBse+6KioqzFhQW1xjNa2luD81gD6fQa7wi6W6hhN09Qf6tHrS6MHr1wu/KcC0ywh3E1v05qYN/SH7kJabf+UL5PKZQSkfz1WBEls15Tbb3cdKHvwROAdfOls8vkDrw/5E+8hdeZmagkciK38WquuEH2j/NX0907R+T8tdSGH6emf3/dXb/UBqaFSe45KfnvMbX+DCh1GEyx/+BmXe+gNJ83iCHVUVwyecopY+S6/3mnNc42X6md/8qpdThcgBqCtfOUJrax8TrH/OKLes+Ai2fILj0509l8Jz8HCMJwonPkzrwh2QOf4nMkf8JmonSTCIr/6sEasQ1y8tu+RkA4sFTNSjv7/xZAKpCzbTXbDzjax9a9Uuz/64MNvDRtb8++/uDK39h3vLjmX5ePfrP3L/iZ2mMLcN1HV4+/I/s7v0+tZElxEON3JP47LzXnf5Ya3wlAPd1njpurG++n/XN98973cOr/sPsvyP+qnI3KI9Sio7aTXTUnnkA5HJSSrF2fSMT4xm2vdnD4MA0jU1RAgGTbNYbNLRLLh/74dXU1nnn4GDI5J7NHTzxr/v4/jOHOHhgmNr6CLrmte6emclz1z1LSSz3Bnjr68PcXS7u/bV/2sWixRVEIn5KJYeJiSwT4xk2P7Cs3FXKq2kzPDRDKlUknysy0DcFwLGuMZRitktwbV14TiAlEDBJLK/h2NFxtr3Zg2FodK6smxf80TTFbXcsYXQkxWtbjtF1ZIz6Bq/RTiqVZ3wsQ6wiwGMfX3NVBGoAlKbDuzpmaYEIVuDis8evukBNRUWAO+5qw3FcKuOXP5VXXCM0H77au5k58Adkj/8jyoxRGH5xNkPFV3c/hZGXSR/9MmZ0BYXRLejBxd7InhbA3/hhsj3/AspED7bg5Mewqm9FD7ZgRFeQH3yabGgxbnGSwvhbGNHzp7sZsVUYkRWkj/w5/voHAbDzI/gbPnxhb8mMoswoub5vYVasQws0YsZWX/xndLVRsGJVHYsXx1EKzHKAZElbJS0tsVOLaV7bwiVL4zS3xnDLRcnd8lQlAJ/f4I672mazb04GZnRdsfmBxJypTqals/66Jlav8aabGaaGrnvru/ve9jlF4TRdsX5j0+wJq21pHE3XuOPupbPrdF2XgYEB9u/fTz6f58SJExSLRXbs2MHY2BiBQID29nZaW1vRdZ3rr7+enp4ennnmGd555x2CwSAjIyNMTEywefNm2tq8Lkwnp9ts3ryZp59+mq985Ss0NjZiGAaZTIZSqcSnPvUpGhvPXCw8HA7z0EMP8c1vfpMnn3ySiooKFi9eLN1/rnF6fQT/5mVkv7mX6cEZ9EWVXimP6RzF5AhKU4Q+uwmtfPEoLi+lNPRIguj6P6M4tYfS1Ds4hTHAmxplRFd4563TGKEl+BsePvd6jTCab+7onxlbQ7jzCxixVeWBgQvZP4UeWkJ0zR9RmjlIcXInTn4UcNDMOEZkmTf9eM62o4QSv4ZVew+lyR3eVCSzAqvqRozoCgoT2zGCSzDCHadeowexam4777nWiK6Y7d44d6MmgdZPYURWUJx4G6c4gdJ8aP46rOrbL+i9CiHOzXUd8sU0U9khQlYFmcIko+ke1jTdi3amv8urmELNXodeyNTJYNDkrnvbqYgHeWfPIIcPjVIo2OUOwn46ltXMy0pZ2l7FYx9fze6d/RzrmmBgYAZcl0C5A3LktPpQmq6xbkMT0Zif7dt66TkxRS47iqYpIlE/jU3ROY1pZmby/Nu39jM6ksZ1vawbn09n5/Y+9uwcAAVNTTE+/om1c+pQKaVY2l5NZfwE42MZ2pdVU1M7fyBHKUW8KsgjH1vFrp39JA8Ms3f3ALbj4vcbVFeHaFsan3O9/UGk3HMVcfhAT6QQ1zrXzpLt+QaF0VfQrDhm5XWUZpKE2n8RZUQoTe8je+JrOIVR9EALgUWfRg+1oZTCKc6QH/wuhZFXcJ08mq+WYNtPYYSWYOeGyXb/HaXUUXR/PUakE6cwQmDRj5M+8r8IND+G6xTIDz5NsP0XyPX8C3pwEVbtXTi5QbInvkYpdQildIxIJ4HWT4JSpA99CV/9A1jVN+M6BbI9XwfXJtD6SW86lVOgMPwiuf5/Axx8dQ/gb3rk5Nu92u+mz3ksKhZsvv3EO6xd30jHWYqkXS1c12X//v28+OKLOI7D6cfok9NiNm3axIYNG2Yfn5qaYt++fSSTSbLZLPF4nDVr1tDR0YFpzk1jLRaLdHd3s3//fvr7+3Ech0gkQkdHB+vWrSMQ8ALg+/fv59VXX+X+++9n0SKvfavjOPT29vLss8/S2trK7bffPicDR1x7XNfFncmTf/UYhbd7cQa9C0EV9WMmarBuWlTu+nTB4z7X9LFICHHVuNqPRXCVHY9KToHDw2+xf2ALuVIaQzNpqVzJ+pYHZqckXSts22FiPIvrulTGgxcccHBsh1S6QC5bwrYddF1h+QzCIQvd0OYNjrmuS6Fgk5rJUyzauK6XYR4ImgQC5rxsbdd1yWaLpFNebUalFJZPJxg0ywWKveVLJYfxscxsd6kzMS2deHz+1CTbdhgfz1AsOASDJtHzZI3btktqJk8uV5odNPUHTIJB86rJprkEzvgBSaBGiA+Gq/2C5JzHIsdx6e+bpqLCLx0mhFjYruljkRDiqnG1H4tAjkdCXCskUCPEB9jVfkEixyIhrg1yLBJCLARX+7EI5HgkxLXijMejD0w+kRBCCCGEEEIIIcRCJ4EaIYQQQgghhBBCiAXifFOfhBBCCCGEEEIIIcRlIhk1QgghhBBCCCGEEAuEBGqEEEIIIYQQQgghFggJ1AghhBBCCCGEEEIsEBKoEUIIIYQQQgghhFggJFAjhBBCCCGEEEIIsUBIoEYIIYQQQgghhBBigZBAjRBCCCGEEEIIIcQCIYEaIYQQQgghhBBCiAVCAjVCCCGEEEIIIYQQC4QEaoQQQgghhBBCCCEWCAnUCCGEEEIIIYQQQiwQEqgRQgghhBBCCCGEWCAkUCOEEEIIIYQQQgixQEigRgghhBBCCCGEEGKBkECNEEIIIYQQQgghxAIhgRohhBBCCCGEEEKIBUICNUIIIYQQQgghhBALhARqhBBCCCGEEEIIIRYICdQIIYQQQgghhBBCLBASqBFCCCGEEEIIIYRYICRQI4QQQgghhBBCCLFASKBGCCGEEEIIIYQQYoGQQI0QQgghhBBCCCHEAiGBGiGEEEIIIYQQQogFQgI1QgghhBBCCCGEEAuEBGqEEEIIIYQQQgghFggJ1AghhBBCCCGEEEIsEBKoEUIIIYQQQgghhFggJFAjhBBCCCGEEEIIsUBIoEYIIYQQQgghhBBigZBAjRBCCCGEEEIIIcQCIYEaMSuRSPxlIpH4wpXeDyHEB4sce4QQQgghhDhFua57pfdBXIREIpE67dcgkAfs8u8/k0wm/+l93HYT8BfAbUAG+GIymfzL92t7QoiF4wofez4O/DKwDngrmUze+a7n1wF/A3QCB4DPJZPJXe/X/gghhBBCCPF+kEDNNSCRSHQDP5VMJp+7TNt7EdgN/BqwAngReCyZTL54ObYvhFgYrsCx514gDiwH7j49UJNIJCzgMPAlvEDyzwC/CnQkk8nC5dg/IYQQQgghLgXjSu+AuLQSiYQP+G/Ax8sPfR34jWQymU8kEncCX8W7ifkVIAX89skR8EQi8fdAbzKZ/M/l3x8Bfg9oA0aAXwBeBe4EPp5MJovA7kQi8a/AZ/ECNkKID6D3+9iTTCafPhkQSiQSP3WGXbgT75z2pWQy6QJ/lkgkPg/cDTx9yd+wEEIIIYQQ7xOpUXPt+W3gRrypAWuBTcB/Pu35eqAaaAJ+AvjfiUQi8e6VJBKJTcBX8LJmKoDbgW5AlRdRpy2ugFWX8k0IIa467/ex53xWAnvKQZqT9pQfF0IIIYQQ4qohGTXXnk8B/z6ZTA4DJBKJ3wP+Cji9UOcXkslkHng5kUh8F28E/PfftZ7PAX+bTCa/X/697+QTiUTiNeALiUTi5NSnx/BGvYUQH1zv+7HnPMLA1LsemwIiF/4WhBBCCCGEuPIko+ba0wgcP+334+XHTppIJpPpczx/Ugtw9Czb+BSwBOgBvow3paH3YndYCHFNuBzHnnNJAdF3PRYFZi5iXUIIIYQQQlwxEqi59vQDi077vbX82EmViUQidI7nT+oBlp5pA8lk8ngymXw4mUzWJJPJG/CmM7z1g+22EOIq974fe87jHWBNIpE4fVrmmvLjQgghhBBCXDVk6tO155+B/5xIJLYBLvA7eBkvp/u9RCLxW8ANwMPAfznDev4GeDaRSDyJVyS4AYgkk8mDiUSiEy+DJo83dWEzXjtcIcQH1+U49uiAiXfu0hKJhB+wy4XNX8JrE/5LiUTiL4F/V17fC5fwPQohhBBCCPG+k4yaa88XgbfximjuBXaUHztpEJjAG8n+J+Bnk8nkwXevJJlMvgV8BvhTvDoPL3NqtPx+oKu8np8FHkgmk1KjRogPtstx7PkxIIs35fK28r//uvy6AvBR4MeBSbxOdB+V1txCCCGEEOJqo1zXPf9S4ppwskVuMplsvtL7IoT44JBjjxBCCCGEEBdOMmqEEEIIIYQQQgghFggJ1AghhBBCCCGEEEIsEDL1SQghhBBCCCGEEGKBkIwaIYQQQgghhBBCiAXifO25Jd1GiGuDutI78AOSY5EQ14ar/VgkhBBCCPG+k4waIYQQQgghhBBCiAVCAjVCCCGEEEIIIYQQC4QEaoQQQgghhBBCCCEWCAnUCCGEEEIIIYQQQiwQEqgRQgghhBBCCCGEWCDO1/VJCHGRiodHwHExltWglDQ6EUJcfVzXJTszTGayH8P0E6lZim5YV3q3hBBCCCGuaZJRI8T7wM0WSf3Za2T+4W1wpLO0EOIq5TokX/lrtvz9Z3j7279DPj12pfdICCGEEOKatyAyalzXxcXFdR3vh5M3ti7gZSIopaFQaEoD1DWToeC6LuDiXKXv/Xz7r1De/pffw0La9/eL67rYo2lK3eOYq+qv9O4IIcRFKxUyjHa/TT49TjE7hes4V3qXhBBCCCGueVc0UGM7RaayI0xk+umfOsRI6gRj6V7S+QkKdg7bKWLoPnxGgFigjqpQM/XRpdRFlhAPNhK0Yih1dSYFua5LrpRiJHWC4ekuBme6GJruIl2YJF9KU7ILmLoPnxEi6q+mMtRIbXgxtZElxAI1RP01GJp1xQIfruuSL6UZTfUwOH2E/ulDDE0fI12YIF/K4Loulu4n7ItTE1lEXaSNpooE1aFWglb0kvx/cx0XZzyDMzSDmymCAhW00KpDaPEgyvC24WaLFA+NoHSF0VGD8s3/2jvTOUqHRlARH8bSKpShn9pOrog9OIMzngXbAUNDqwig1YZRQXP2/4FbcnDG0jgTWQrbe7F7JtHrIxTe6gGtHHQzdYz2KrSof97n6aYL2H3TuDM50DW06hB6Q3T2fcy+lyOj6PURlGVQ6h5H+U2MxZWgK+yeKZyJDHp9BK0ugtKvzr8PIcTCMD3SRXqq/0rvhhBCCCHEB8plD9Q4rkMqP0732G529z3L8fG9jMwcJ1dKXeAaFBF/FY3RDtprrmdd8/3URZZgGcHLFrRIDr3B1u7HKZSycx7XNZ07O36CtuoNZ32t7ZQYz/Szp+859g9s4cTEPqZzo8CFTY8JmBHioSYaY8voqLmBZbU3ULzJg7IAACAASURBVBtZgq699/+VBwZf5Y1j38R2inMe95shbmn7kTO+D9d1mMwOsX/wFXb3fp/j47uZyo7gcv5R1rAvTnNFJ531t7K+5QGqQy3omvme9xvALdhkn9xP9vG92D2TuPkSuKB8OnpTjMBjawh8bDVKU7glh9Qfv0ypd4qKP/4w1vqmueuyHfIvHmHqvzxL8IfXEPn8nWCUM2NOTJL+660UdvbjTGTAdkEptAo/5uoGIr98G3pTDABnOMXMn2yhdGgEe3gGCjaFbT0U3xma3ZZWFST2+w9grWucs/3C271k/u9OivsGcNNe0EmrCRH4UCeBx1aj14QBsIdmmPrN7+G/fxnOWIbc84dRlkHoJzeiVYVI/82b2D1TGMtqiPzqHVgb5r5XIYS4UK7rMNG/j3xKpjsJIYQQQlxOlzVQU7TzHBx8jdePfYMjI9tI5cdxXPs9rsVlJjdKMjfK0dEdbO/5LuuaH+CmJY9RF21D8f4Ha0ZTPew48b15wSVN6bTXbDproCZXTLGv/0VePPwVeibeIV9Kv+dtZ4sz9E0epH8yyd6+51lacz2fufFPiPir3vO6hme62X7iSUpOYc7jlhGkMZaY9z5KdoGjo9v5/sG/5sjINnLFmdOmOp1fKj/OwaHX6Brdwe6+57ht6SdY3/wAASvynvbbdV2KB4ZIf/l1MHT8D3V6wZJ8idKJSUrHxsHQTs4cQ4UtrNvbKPyv18m/egxzbSNKO+17UrDJv9qNFrKwblwEVjmbxnHJfOVtcs8ksTa2YD66ChUwccYylJIj4Lpgnsq8UREf/g+vwM0VKR0YJv2/t2KtbSTwiXVQDiIqn4GxqGLOeykdGWXmv7+IM5LGd3sbRqIGN1Mk/0oX6b/fhpspEP75m1H+clDLdsg/dwRzfSPBH1pL9tv7yPzzTvTGGL5bl+BMZMl+7yC55w5hrm2QrBohxEUpFTJMDhzAsYvnX1gIIYQQQlwylyVQ47g2A1OHefnIV9l2/DtkCpOXZL0lJ8/g9FGePfCX7O59lvuW/zTrW+4naMUuyfrfKxeXiczgGZ8bnunme+/8Obt6nyVbnL4k28qXMgSt2CV/v8VSlsHpI9hOaTZTJ5Wf4IVDf8drR/+FyeyZ3+OFKthZuka30zd5kP2DW3h41S9TF1ly4dOhbJfSwWHs4TThf38LoZ+83pse5Lq4toszmZ0zJUkphe+OpWS+tov8li6CH1+LXncqOFTqGqO4qx9jeS3m+qZTU5lm8hS296E3xYj8+l0YS+LeC1wXJ13EzZfQKk5NYdIiPvx3tHnTwoJeUEVrjOK/b9lZgyVupkj6K9ux+6aI/PLtBB5dhfIZuK6L/74OJn/9/7H33vF1XOed9/dMu/1e9A6iEGCvokhJpBpVLcuWbNlxLMeOHTuOs1nH2XycTbJvdr1pb5zEcTZ5d+NkHcdOHJc4iRTJ6rJ6oUSRFHsFQAIEiN5uL1PO+8clQYK4FwRJgKSt+f4hETNn5py55dw5v3me3/MUqX/bh+eONvS1Z6NwUAWBX9qIWhPCiWVI/8sevHctIfhrm7GHEuTePYXVNYZM5BARb8G+XVyuNNKxyaYmyKUmsXIpHMdGKCqa4cfjL8Hwl6Io6oVPdK0hJbadI5scJ5eKYltZpHRQVR3NE8ATKEf3huY16lNKBzOTIJMYxcolkbaFUDRU3YPhK8ETKEUo2iX3KaUkEx9l9OS78zZmFxcXFxcXFxeXubHgQo3lmBzof5nH932NgWjHRUVgzBVH2gzEOvjRu79P1+hO7l/1Jcr89Vfcv0VKyWRq4LyxOZyaPMK/vvuHHBt+a17701QPy6o3z/vCRiIZSZwkbcYJGCUksuP8x94/4+0Tj2LL+XuymrWS7Oj5MROpAT689ndorbgORczhWhSBUuIDRZDb1YdxYxNaaznCpyE0BbUiMOMQbVEJni3NZJ44hLmnH+XuJfm0KNshu60bZyxJ4HObpnnHCI+GUurDPDpC9vXjiKAHpdQHqkAJGhC8/BK1ds8E5jsn0VrL8d6zZMo/RwiB2lKGcX0DqWMj5N7pnSbUqItKUSI+8GiodWHQFPSV1eDR8uOMeJHJHNK82Ig1l2JIK0V25FWkffGRcD/LGBW3oHqrizeQEsvMEB06Ru/+pxjt2UVy4hTZ1Di2lUNRdTyBUoKliyhrXEvTmg8QqVmGqntnncNjI110vPVdrFw+BdUXqmLpzZ/FEyi76GtIRQc4tu2fyCbHAdA9QZZs/jTB8qZZj5NSYqZjDHa9Qf+Rl5gcOEJqog8zm0A6DqrhwxssJ1y5mJolt1K35HYC5YsQQr3g75OZiXP4tW+Sjg0hhGDR2geoaduClA6piX5O7n+K4eNvER3qIJMYw7GzKKqB7g0RKKmnfNE6Gla+j/JF69B03+zX4diY2QRWLk1qsp/46Anio8eZ6D9EdKhj2uu055k/QTNmzrHnUtm8kaZ1D7plvF1cXFxcXFxcLpEFFWosO8e+/hd5dM+fMpLoXsiugPzCf3v3f2BLi4fW/jfC3oorLNZIYplRpJRT/Q5Ej/HYvq/RObJ93nsLGBEWla1ekHSv8WQ/6VwMRSi8ePTb7Oh5fF5FmnPpGt3FY3v/nJ/f8Ac0lq64YHshQF9Xh+eWFnLbuon+zlN4bl+M56Ym9NU1eQHj/GMMFc8trWRe6CDzSheerYvB0HAm0+R29iFK/ejr6kA957X0avgeWo319VdJfGMb2W09eO9sQ19Xj9ZSNs3k91KxeydxEjmUCknm1S6EMf0r6Qzn0+vsgelRWErAAE1BCIFQFYSuIgIGAhAKefNiR7qlwecRx5wgfvAr2Kmeqz2Ua4rSG39UVKiRUpJLTdL59j/TvecxEmM9M9JoHCtLOjpIOjrIaO9uBo68RMv1H2Pxpo/j8ZcW7VfVPAx1vkl06BgAnkA55YvWU7/8zosav5SS4RPv0Pn29zAz+e9Zaf0qlt/2hQseFx08yrFt/0jfwefIpiZATvfqsrIJEtkEibEehk9s5+TeJ1mx9deoXXI7Qp3959cyM/QeeIbY6eszfCVUt97IRP9B9j33NUa6d2DlUtOOsZ00tpkmEx9m/NR+Th16gSVbfom2Gx6eVVxJx0fY9/xfMNl/iExiFNtM5yOeznuvcukoJ/c+Meu48y+Ow6I19wOuUOPi4uLi4uLiciksmFBjOSbbex7jyf1/xXjq1AXbC6Hg1YL49BCG5kURGgKBIy1MJ0fGTJDKxXCkdYF+c7zT/TgCwYNrfotSf+18XdKcSOYmydlpDNXHWLKPf9v9RxwdegtHzm62qyo6umIghIrEwXYsLCeHnOW4prK1lC3Q9Y2nTjGRHmTnySd5peOfyNmZgu0M1YfPCOFR/WiqgUDBwcG0M6ffs+gFfYikdOgc2cEje/6EX9z055T6a2cX2IRArQ4R/srdZF/pIvPMEdKPHSD96H70pZX4H16PcXNLXsw45xj9unr0NbXkdvRidY6hr6jG6hjFPDCI50xUzjn9CiHwvm8pamOEzLNHyb5+gvifv4xS6sezdTH+j69HbSqd7ndzkTiJLFgO5pERrL94tfDlhjwI5TxR6BwPHiAvzChiygvHZQGQDtKcQOZcY9VpOIUFXCkl6egge575Kr37n5q26BeKhu4JIBQVx7awskmktJG2SWykiwM/+Utiw52se/9/wxMoLzgf+EvqqG7bQmy4EykdsqlxBo6+TPXizWjG7BEk52JlkwwcfXlKpBGKSu2S2/CGqooeI6XDUOc2dj/1x0wOHpkm0Ki6Lx8NBNhW9nTEj8TKJhnt2ck7j/wuq+/+TZrXP3RR45wcPMzw8bfZ/dT/y0T/gantmuFH0Tz5a8mlcKxsfoyORXKil/3P/wUgabvhk0X7y6Wj9B9+YSqiyMXFxcXFxcXF5eqyIEKNlA5Hh7bx431fn9XPRCDw6iGaylaztHozteE2ygMNBL1lGKoXgYLpZEnloown8yW8u0Z30jnyDsnsZNE0Kkda7Dz5JF4tyIfW/lc8WuCKRdZkrSSpXBR0yXOH/5Yjg9tmVEQSCAzNT6m/lkWlq6gKNRP2VuI3wmiKgSNtslaKVC7KSOIkg7EuhuLHSWYnMO0MEokqNFor1uPXF8aPx7SzvHTsO3SN7CJtxqft0xSDymAT7VWbaC2/jopQE2FvBT49hCo0bMckkZtkItXPyfH97O9/mb7Jw7OaJ0skR4e28fKxf+T9q76ETw9ecIxKuR/fQ6vw3rOE3J5+cm+cIPNiB7E/eoHgr23G9/Nrp3nDKGEv3ruXEH+nl+ybJ9Daysm+0gWWg+eudoQ+M0JG6Cr62jr0lTX4P7aO7FvdZF/uIvXv+7E6xwj//j1ojSUzjpsrwquDKjDWN+D/+HqEUTj1S6m68Ovh4nItkU2Msv+F/zVNpDF8JdS030JF03UEShtRNQ+WmSI+coLBjtcYPbkb20xjW1l69jyGJ1jOyju+iOENzzi/EAr1K+7hxK5H8iKLlAx1bSMV7SdcuXjO40xM9DJ8/GzEo8dfSt2yO4v+ZkjpMDlwJC/SDBwGJEIoBEobqV16G2UNa/EEyhCKQi45weTQMU4d+gnxkS6kdMjEhznwwl+h6j6a131opghbhIn+g7x7uk+hqESqllDdvoWyulUY/vwclIoNMdq9g/4jL5NN5gVFK5fi2Jv/SEntCqoXby54XR5/KYs3fWJGhE4mPsKpQ89jnxZ/DH8pDSvuRvPMPh+VL1qPuIRKhC4uLi4uLi4uLnnm/U5KSsl4qp+nD/6fWUUaVdFZUnkDWxZ/nLbKjYS9FShF8vZLfNXURZawouYWbmr5CF2jO3m143scG357RsWiM5h2hre7H2FJ1Q2sb7xv3q7vQmStFPHsGEeGtrGj54kZIo1PD7G0+ibWN9xHc/laQt4KvFqg4LVL6ZA7HZkSy4zQNbqLI4PbODmxH8vO0VS2egGNNyX7+n6CfV4EU8hbwZbWj7Gx6UEqAg1FRbCwr5LacBvLqjezselB9ve/yItHv81IonjaiCNt3ul5jNaK61jXcO8FxTUh8hEkIuzFc0sLxoYG9FU1xP74BTIvdeK9bxmi9OwTZKEqGNc3oNSEyG3rwXNzK+aeftRFJeira4pGowghQFfRWstQm0rwbl1M7A9fIPduH+be/oJCzdTY5eypR2pDBOE3wHIwrqvPe++4uPyUIx2b7j2P0bv/6SmRxh+pZfU9v0X98rswfJFpAoVjWzSte4DO7d/n6BvfxjbTOLZJ97uPUt6whsbV9xecDyLVSyirX8VQ1zYAkhN9jPa8e1FCzcjxt8nER6b+LmtcR7iytWj7bHKCo69/Kx9JgwQE1e03s/KOX6e0bhWa4T9rSC4ljVaOxlX3sffZP2P4+FtIxyYdG+bYG9+msvl6AqWNc3qQkImPkImPIIRKw6r7WLn1i4QqWqZ5+UgpaVx1H5UtN7D3ma9ORcikogP0HXyOqpZNCFWfcW5vqIKVd35pxnw13reXwc43poQaX6iS5bf/J/yRuhnnOBehqCgF+nFxcXFxcXFxcZkb8y7UpM0YPzny9xwf3VW0TcAo5da2T3DH0s8S8hQOay+EoqiEvOWsrb+HlvL1vNrxz7xw9FtkrVTB9mkzzrOHv0FT+ZorZi6cMRPsO/UCO3qemFbdSVV0llTdwG1tn2J5zS14NP8chAgFj+bHo/mJ+KpoLF3J5taPMRLvYSjeRXP5ugW9lukijaCpbDX3r/oNVtbehqZc+CZcCIEqdCqCjdze/os0lq7ikT1/womx3UVTuibTQ7zc8U+0VKynxFfE98KRyGgadBXhNxCKyL+Wfh21uRQRMMC0Z/qzCFAbSvDc3EL6yUNknj2CdXIS/8PrplWBmuonY+Eks3mD4TN+MIpAqQyiNkRgVx8yVzitS/h00BWc4SQylkGU+gu201rLMTY0kH3jBJlnj+L94IqplC0pJWQsnEQWJeIrGm3j4nItIaUkNnqCzre/P5VO5A1VsuZ9v0PTugcLisuKqhEobWDF1i+Sjg3TvftRpGOTiQ/Tuf0HVLXehDdYPuM4b6Cc2mVbGT35LraZwTaz9B18lqa1H0TVL1ztzMwm6Dv8Ao6dF/w1w0/9sjumIlRmXptD38Hn6Dv0/Ol0J0FZw2o2PPAHhCpaZ8zpQghU3UN541rW3//feeeR32G8by8gGe8/wMl9T7Hs1l9BzMVEHUAoVLffzHUf+Aq+cHXB/jz+EprXf5j4SBdH3/g2jp1DOhajPTvJJEbxR2amywqhoBV4vRTNc146qIKqeS8qZcvFxcXFxcXFxeXimVehRkrJ4cE32XXyqaK+JD49xD3Lf4Vb2z6JT7+0cqVCCMLeSu5a9nlSZozXO39QNLLm1ORR3j35NLcv+TS66rnovi6WVC7GC0e+RcY8m+ajKho3NH2I96/8dcqDDXOrbHQO8sxTTkeiY1AXaqc2uBghFKR9juBxRrBYACqCjXxk3f9DW+XGqZLdF4MQCq0V1/Hhtb/Dv777B/ROHCza9vjouxwZfJMbmj9c+HqyFskf7sHum0RfVoVSFURoKs5EiuwrXchEDv26ekR45vstFIH3jjYyTx8m8/QRhEfDc1NT3vPlPKzjYyT+fjtacylqY0m+klLOxjo+RualTtS6cL7S0oxrFSjVQbSWcsz9AyT/4R30NXX58uGOxLNpEUp5XrgRAQP/L6zHPDxM4u/ewjwyjL6iGgwVGc9id09gjyYJffk2tEWXnmLl4jL/CBDqaffqs0jpMHjsNeJj3VPb6pffRf2yOy4YAagZflo2fJSBY69MRbmM9e4mNtxZUKgRikJN2810vv19EmPdgGSi/xCxkeOU1C6fdT6UUhIdOkZ08MjUNn9JPVWLb0KIwulIuXSM3gPPTAlQmuGjdePPE6poueDcG65qo2ntA0z0H0A6NkiH/sMv0Lbp4aLC0Pl4A+Us2fzpgiLNuaiaQcPKezmx69/JJEYBSI73kk1NFhRqXFxcXFxcXFxcri3mVahJ5aK8efxHxDOjBfcLBJuaHuTWtk/iN2Z6DlwMQgj8Rpg7l36WgWgHR4beLNjOcnJs73mcNfV3UR0uHs4+X0icaZ4uqqJz/aIP8KG1v03YW3nRQoq0HezeSayeCZzhJFhFjHlVBe/d7UUjNy4HVdG5Y8lnaKvchHoZqVaKUFhcsYF7l/8q39/xe9Mijs7FtDPs6Pkx6xvvw6MVeHKrCBSfTmZnH9mXu/LrRSGQ5H1o/A+vw//xdQi98Fi1JZXoq2rIvnYcz+1taEurCr4vwqcj41nS/74PaTn51CgBQlPQWssJfOZ6tNaZi0cAtTZM4LMbSX53F6l/2wePHsiXDm+MoLVVnBVqFIG+upbw/7iL1PffJfvacTJPH85nVCgCJexFX1WD8Lp+Dy5XGaGi6KUIowzFW4Xqb0ILtqOFlk5rZufSnDr8wpTBrmYEqFt+J7rvwnO+EIJw5WIi1UumhBorm2K0ZydVrTcUPCZY3kxVy6bTQg2kowOMdL9DpLq9YJrPGRzbZLjr7SkhA6C6bQv+kvqixyTGehg7ufucvpuoabu5qLBzLoqqU75oPR5/6VSfifGTxEa6qGjacMHjAcob11LeuG5OvyO+SC3+0vqpvnLpGHaucPSpi4uLi4uLi4vLtcW8rf6kdDg6/BYdw28XNfmtL1nGnct+GZ8+M83kUqkINHJb+6fonThIMjdZsM1QrIt9/S9yV+jCTz3nF8Gaujt5YPWXifiKVxAphnQkmWePkvjGNuzeybx/QDEfFZ+OvqYWZQGEmpby9Vy/6IHLEmnOoCoaa+vvZv+pF3mn58czPHzO0D2+l57xfbRXbpoZ3u/R8P/Cejy3tGAPJ5ApE6RE+HXUughqY8mspbNFyEBtLAFNxXvvEoS/8GJObS4l8qfvz5fQjmby6VSqglLiQ2stQ0S8RT9PQlXw3r8c4/oGrOPjyLQJhopaGZzhaSNUBc8Ni9BX1+QjaIbjYDoIn45SHUSti0ylQymVQcK/dydKmX9KvPFsXYy6qARtaf4zJgIGwS/dDDIvXLnME4qBFl6NYpTN0wkFqF4ULYzQS1CMUhRPBYoWIjv6Otn+x+d2DsWDUH0I1QuKjhB6/v9n/i3E6WiuDNLJgWMinRzSziDtFDjZC/ShoJffRGDxF1D9zSieKhRfLUIt7E8VH+smPnpi6m9fpJqSmmVzEjMANE+QUMVihjrPiO+S8VMHis5/muGjYeW99Ox9AttMn05Pep5Faz6AN1hRtJ9scoxTh38y5cuie0I0rLgbVSseeTnWu2cqmgagrGHtrH2cixCCQGkDxjlCTS4VJTZynIpF182pYltV640YvrkZyKuqgcd/7mdVYmYTczrWxcXFxcXFxcXl6jJvQo3lmOzpe65oGWdd9bC+8X1UBhfNq1gihEJ75SZqw+10ju4o2CZnpzk69Ba3LP4EXj0wb31fiLC3gq1LPkNZIP+EVko5lcYkxIXTlJyhOMnv7MAZTmBsbkZvq4AiPiVCV6aiNOYTQ/Wxpu4Owt7CkSOXdE7Nx8bmB9nX/1LRqJpEdoITY7tpLV+Pphoz9gtDQ2urQGub2yLpXJzRFOaBQdT6MPrq2nxZ6wIIIVArAqgVl/aZEaqSF47q5rawUvwGyorqfOpTsTYBA88t0yPDtOYytOazCzJhaHg2LbqkMbsUR/FUUHL93yMvUG5+7pw2wxbq6RQiFaRNbvgV7O7vzDYShB5BC69ACy9D87egBppRvNUoRjlCDyMU7+mF/7mfbQmOiWNO4mRHcTIDWMnj2PEOrPgRzNhhsFP5dtNwcNJ9gEAv2whCn3XuSo6fxMycjSrUvSE8/jIcZ26vm1AEund6VaFMfBgpnYJeLkIolNatIlTRwuTAIQCiQ8eYGDhETdstBccqpWS8bx/x0e6pbeGqNiI1y2a9tujg0Wl/+0tqUVRjztem6V5U7ex8ZltZsslxJBLB7L8HquYhUNow92pKQsww9HVsq0hjFxcXFxcXFxeXa4l5E2qG4sfpGiluIFzmb2B9w30X7c8yF/xGhJW1txUVagD6Jg8xluyjLrLkikXVrG+4l7bKjSinnySbpsnrr79ONBpl69atlJaWznq8eXgY++QE/ofXEfjMRkSp7wpHBEHEV8Wquq1zfho+V5rK1tBSvo5Dg68VaSE5PPgGN7V8lLB68WJMMaRpk3nuKFbHKL6PrM5H31zh19TlpxMhVIRn/j6L5yPtLKme75M48lWcdO/M/lU/Wsl6vPUfxqjYgupfhGKUnY2amSMqjWf7lBKcLE52FCvRQXbwGbIDz2AljsE5ZuJ2qofont/ETp/C3/LLCKPw3CWlJBUdnFbmOTbUyUt///CcxweSdGxo2hbbymJbWTSjsBjti1RT3baF6NAxpGORTY4xcOQVqltuQmgzI+YcK5cvYZ2aAPJpSTVLbp01OkZKSWL85LRtx3f8iP7DL13EpTnERo6fuwErl0Q6DkKdfY5VDT+Gv3Tu81XBZrNXoXNxcXFxcXFxcbk2mBehxpEOHcPbmUgPFG2zrHoz5YHiuf+XgyJUWirWoykerCJh/JOpQYbix6mLLFmQMZyP34hwQ8tD04x3c7kce/bsIZFIsHXr1gueQ8YzCF3FuKkZpWz+o2XmQkv5ekr8828+GfSUsax686wl1gejHYwl+wh7L29x7MSzZJ47ikxksXsnyTx3DG1JJb6Prpk1RcrF5Uoh7Szp3h8SP/jfkbnx6TuFil56Pf6Wz+Gt/xBCL5s3cVGIfPqV6m9A9TdgVN6Gv/ULpE58i3TP93Ay/WfHmBslcfiPcbIjBJf/d4RWwAxeOpiZGNI5K/JYueTpSkeXjpQO0imcJpm/DoXGlffSs/s/yCRGkY7NYOfrpKKfJljeNKN9crIvX9L7tI+ON1hJ/Yq7Zjcfdixy6ei0banJflKT/UWOmBvSsYtWwTsXRdVR9YU3xHdxcXFxcXFxcbn6zMsqNWsl6Z04iO2YBferik5j6Uo82sKIDUIIQt4KQt7i3hESyUC0Y043xPNBQ8kKqkMt07Y5jkMymaSkpIRA4MLpNMJngKbOLDN9BWkoXb4g75siFBpLV85qKp2xUgxEj112XzJjkn78IIlvbCP95GHUxeUEf23ztHQhF5erhZQSc2IHyaNfmynSAEbVXUSu+wa+pk/lU5sWMAJMCAUt2Epw2e8SWv1VFF/jtP3SSpA68S0ypx6FAv5SUkocu/DvwEITqmylrGHN1N/x0W4mTqdCnc943z6Sk6em/i5ftJ5g2ezpgo5tLcjvx1xndyEEyiVU3HNxcXFxcXFxcfnpY17u+pLZCU6MFX9iGjBKqI20z3v6zLn49TBBo5SJVPGonoHoMRwcFOY//epcVEWntWI9AWO6aayiKPj9fhRljqaa7RUoEQ+5XX3o6+qmDGWvFIbqoybUiioWZnFQV7KUoKecWJEqYVkryanJo0gpL2txqpT4CH/lLmQ8C5qKWhtCqShshOricqWxUyeJH/pDrPjR8/YoGFW3E1n312ih9is4IoGiR/A1fhwhNKK7v4g0J6b2SjNK4shX0UJL0ctunP49Eswo1x2qaKFh5b2XNSJfpAalQArTuXj8ZdQuvYOhrm3YZgbHytG7/xnql9+Nop6dwxzLpHf/M8jTgpJmBKhbdscFTXqFmO4iIxSV2vZbidQsLXrMXKhq2YSYk1G7O1+5uLi4uLi4uLxXmJcV+ERqkMn0YNH9fiO8YGlPZzA0Hx49OGubidTgFYmo8WpBFpWumiFMeTweli1bxs6dOxkfH6e6unpWsUBtLMH30GpSP9wDpo33/ctQqoKIQkKPABH0zGsqj88IE/HNPsbLwasFqAo10R89f4Gax5E246lTmE4WQ7306kVCV9HbKy/5eBeXhUJKh0zvD8mNvsH5sRVqaAmhFV9BDbZdncEJFW/9g+TG3yZ1/JvTqkPZXFcdwwAAIABJREFUiS6Snf+H8Lo2VM/Z75YQat5H5nSlKYBAaSNr3vc7lykziAv68AhFoab9ZgKlDcSGOwHJ2MndxEdPEK5qQwiBlJLocAfjp/ZPHRcsb6J68eYLPkhQVANV903bVrvsDtpv/OQlX1V+4OebPru4uLi4uLi4uLzXmRehZjh+AqtI2hOARwsQKGI+OV+oio6mzP7ENW3FyVlpdHVh8/wNzUtlcKYvgqZpbNy4kc7OTl577TXuuusuSkuLm0NaHSNYHaM48SzJf95F+pkjKBHv6bLM55esVgl/5e55TefxaH6CnoV73xRFozzQOGubWGaUrJm8LKHGxeVaxUmfIt33SIES2Qq+ho+hl2y4apFfef8aH75FnyA7+Ax2ovOcvZLc0AuYY2+h1j0w7RhvoAxV82Cb+QqAZiaOY+fQzhM5FgJ/SR2VzRtPCzWQivYz1ruHUGUrQqhIaTPWu2eaWXH14pvwhi4s5ApFwRc+2046Nrl0FCnltIgdFxcXFxcXFxcXl8tlfoSaRHdRfxqAkUQP33j9ly9YfvRycKRN70RhP4Iz2I5Fzs6w0AW6fXqIUAEDXNu2SaVStLW18eabb9LR0cGiRYsIBAIF06GqD6dp2xFHCRoQzKc9yXg2n8JzHsKjgTW/0UKG6sM3i4fM5aIKlTJ/3axtktlJslaKEPNXHtzF5VpAOhbZkVexYgdm7FP9DXnjYHXhxY0LoYWW46m+l9Q0oQac3Djpkz/EU3UX4hwfq2B5E7o3PCXUZJKjJMf7iFQvfPqWqnloWPk+uvc8jp1L4dgmpw6/QP3yu/AESjHTcQaOvTJldqx7Q9SvuHtGGetiRGqWw76npv6ODR3DzCbw+EtmOcrFxcXFxcXFxcXl4rhsoUZKSSwzguPYRdukclEOD75+uV1dNo60i1YYmk8CRsm0ak9nSKVS/Mu//AtDQ0NYlkUsFmNwcLDoE/MbVqxn4988NLdOFVAb5nexoKsGHm3hZC0hVIKe2SOAMmYC0y5cycvF5acZaafJDf0ECsxJWmg5WmjpRZXdXiiEFsAov4nUiX8AJ3POHgdzYid2qgc1tGxqHgtXLsYfqSETHwYgEx9hov8g4crWOXqxXB6ldSsoqV7CWO8eIG8cHB87gSdQSmK8h4m+s8JYSe0KSmqWzTlqqbxxHYpq4Nj592z81AHS0YGfWaHm/NdFSolb4tvFxcXFxcXFZeGZB6HGIZGdQBaoAHKtIaXEkcUFpfnCUH0oBfwOPB4Pt912G6lUak7nqaurQ2u/vNLUl4OmGAtmJAwgEPgu4CuUsZJXRFxzeY8hJXZiDHO0BycdRToWwvCjhSrQyhYhDF/e08SxMUdOYE2cwtt8Hag65mAHdmwYFBW9fBFaRdMlCRBObhRzcvfMHUJFK1mLuEbS/YRQUIOLUYxSnMx0s3Y71YsVP4oaWsqZdEzDX0L14i2M9+3LtzEz9B54murFN+ELVy/wWAXeUCVVrTcx0X8QxzbJJscY7nqL8sZ1DB/fTiY5BoCieahpuxnjIkSWSHU7kZqlTJz2uElNnqLv0POEq9p/JtOfVM07zbvHtjI4tjXLES4uLi4uLi4uLvPBZd9Zmk4W08pcuOE1wZV5EqgqOoXMIT0eD5s3b57zeaTlINMXUerWoyGU+XsCr6ueBS4FLNBUD6rQsGXhm3/LyeEU2eficinYqUmSu58g+vp3yA0cxUnHQDoIzUANV1F6328RufkXQfMgbZP4Wz9g8qW/o+qTf0Xm+E4Sux/Hjo+BY6NVNBG55TOEb/kM6kVGVdjxYzjZQhXPlHw0zTWE6q1F6GE4T6hBmpiTe/HUvh9EPj1TKBqL1txPz57HSUX7ARg89hodb32X5bf/Gprhn/O84tgW0rFQ9bmLVkIoNKy8h+49j5GODmCbGYZPbKdp3YcYPv42tpkGwB+upn75XRdVjdAXqqJp7QeJjxzHyiWxrSyd279PeeM6qhdvmbNYky9jnkMI9ZoWeDTDj+4Nk0nkP6fp2DCp6ADB8ia3ap6Li4uLi4uLywJy2XeIjrSLLrLfs8zT/at5cJDMU4fn1qWu4v/UBtSa0Px0DgvqKXQGRSgIoUKRz5DjWDhXoFKXy3sDx8wQffUfmHjm6+BY+JbdhlG7FKF5sKKDmIMdaKV1cJ4xuZOaZPypr6F4/IRufBg1WI41dpL49n9l/MmvIjx+Ird9/qIWr3bqJNIuEF0nBIqn6nIvdV4RehihFBZL7GQXnBOpKIQgUrOURWs/yLFt/4hjZbFyKY699V0UVWfxpofxBMvz33vOptecSauR0sGxcsRHuxnqegtfqJKmdQ8U6roooYoWKhZdR+/+vJ9MdPAo46f2Mzlw1sessuUGAmUNF3Veoag0rn4/Q51vMnDsVQDS0UH2PP1VVmz9z9QtvR3NCIAQ510XIB2klJiZOOP9+xnt3kXT2gcIVy2+qDFcSTRPgHDVYuKjxwGwzTQ9ex6nrGE1mhEokhp1FlfMcXFxcXFxcXG5NC5fqHHsK5JO9F7EPjFO6t/3zdwhAdMGJ39TLIIe1NoQvodWz2v/Vyb+SMx6M+/gTJX5dXG5XHK9+5l47q9AOlR+4n8RWPcBFF8YAUjbwk5NoHhDiPPMvaWVRdomFR/7M7ytGxGKirRyGA2rGPn+fyH22ncIrr0frbR+zmOxsyPIGdWeAARiAb2hLgWhGFPCyvnYmUGkdKbJuqrmYcnmT5OaPEXvgWfyKWTpKIde/hv6j75MVetNVDZtwPCX5l9Lx8bKpUhN9hMdPsZE/yES4yfJxIdpu/FTFy3UGL4S6pZtpf/IS9hmmlRsiL6Dz5KKDQJ5AaJ26e3o3osXtgMlDay880skJnqJj+QFjMmBQ+x87Pcob1xP7dLbiFS1Twk20jbJpqMkxrqJDXcyfuoAqcl+zGyc6rbNhLl2hRrDF6a6bQsDR1+d8uXp3v0YQig0rnk//kgtQtGQjo1j5bDNDGY2jjdcTaRyMRT5zLi4uLi4uLi4uMzOZQs1QogLRl54tQB+4+qbLZb4axbUc2WuOI5DLBajt7eXgYEBcrkc7e3tLF26FCklqVQKKSWejY2UfP2DM08gQaZNrBNjZF/qQvh1gl/cgrpofl/jK5FyJKWDnCViRhHqRaUmuLjMRmLfM9jxEcJbPkVo088hNGNqn9B0tHDxSJbAmnvxNK6e8qMRmkFg1T3EmtaTObGL3MBR1JK6OUcRSCsBTpHv2DUmfktpF/Uhk1acQrKuv6Sedff/HkJR6T3wTH4hb2UZO7mbsZO7OQwoqoGiaji2iWMXSPO8xIgMoShUL95CsHwR0cGjIB169z89JfqGK1qpar3xkuYWoShUNF3Phg/+Pnue/VOiA0eR0iaXmmTg6MsMHH0ZEKi6BxA4tjlVZWr6ea7+b9GFUFSdxpX3cerg8wx1bQPANlN0bv8eJ959BF+oMm+u7FhYZhorm8DKplh1128Q2vpF1CtgHu3i4uLi4uLi8rPIZd8pKkJDucAN55r6u7l/1ZcQXN0Ft6polPhrruoYpJR0dHTw/PPP09PTQzabzYtdQkwJNa+99hpDQ0M8+OCDlG5tK3oeshaeLS3E/ugFzF19GOvn/jR/LtiOhUQucFl1Z9aILFVorlDjMm/k+g8hNA/e5uumiTRzQS9vQpznlaJ4Q+jlTaSPvIoVG84LAXMVF6RN4bg1iWNGL2psC01eVCps6i2dwj5aQgj8kTrW3ve7eIOVnNz3BOnY0LQ2jp2bitQohOErwR++tDnbF66isnlTXqiBqXLhAFWLN+MJzF5xbjaEEFS33cz1D/whR9/8Nv2HX8S2zo2OktP6K3AC/JFadM/sZurXAr5INSvu+HXS8RFiI51TYpdtpkmMn7zKo3NxcXFxcXFx+dnksoUaVdHRlNkXPIqiUhVqRnmPh0FLKent7eWHP/whsViMuro6AoEAhw4dwnHyT6uFEAQCAfbu3cvKlSvZuHFjwXMJIcCro6+tQ19bS+bFTrwPrERrnL+oGssxsR0L7Ty/jvlCSknOTs8q1OinzYZdXOYDJxVFKCpqsPyijxWaB84XDVUN4fEDILNJLiZhUKje/PnO//xLBzt+7KLHt5A46X6cXGHxSKg+ihlzCSEIlNSz9n2/TfP6D9Oz98cMdb5JJjFCLhPHMbP5tClFQVGNvHmtL4w/UktV8yZql95+yR4uQtFoWvcgkwOHkM7Z11hRDRatuf+yBWBF1aho3kikZilDXW/Ru/8pJvoPkU2MYuZSUwKUomgomoHuCaJ7w0Sq2qhZchsVTRsIVbTMcn6dkppl6Eb+8+UJlqOd/vecxqdohCtbyTSum9pm+CIXfZ1CKFS33sSWX/gbenY/Tv+RF0nHh7GySWzbBClRVA1V96IZAQxfhEBpo+tP4+Li4uLi4uJyGVz2ClhTdPxGhPyNeuFFSjI7kd/1Hr9vy+VybN++nUQiwc/93M9x3XXXMTo6Smdn57R2dXV1OI7DqVOnigo1ZxCKQK0IkB1JIFPzW8bacnLkrDSasVBCjUOqyOLvDF49iK56FqR/l/ceiieIlDZ26uIjVpxsEqQz3XfDtk4LNCA8AS5mkhNaGIReQKixyY1vRzomYoFE0otBShszegAnN1Jwv2KUXjDqTtW9lNavorR+JbnUJInxk6QmBzAzcRzHQtF0NN2PJ1CGv6QOf7gG5XTE05kF/0C0gx09T9BcvobVdXfOSQiobN7IXb/6yPSNYuo/l40QAsMXoWHlvfiaVvDy3m8QyCmsLdkAlgnI0yJNCF+4Cl+4Bm+ockokOv8aRhIneaPzBwS95dza9gtsfvj/O/uzepHj1r1h1t73u9N/li8jlSxSvZQ17/uvtG/+NPGR42SSo1jZFBKJqnkwfBG8oQr8kTq8gfJL7svFxcXFxcXFxWWePGrC3goUoRb1NIlnx7ClicJ7O6LGNE26u7tZtGgR69atw+OZKUAIIfB4POi6TjKZvOA5pWlj98fyN8XzWJobwLQzZMwEfiM8r+c9g4NNPDM2axuvFkArItRIx8Ya7yM31ImTmgShoPojaBXN6GWNCG3mIldKiTXWQ27wGE4mgeIJYtS0o5UvmvIeObdt7tRBzJET+JbeiuINYA4fxxw+jmOmUf0l6NXt6KX1+bb9h8kNHMZTvwqjblnBMac7tmFFh/C2bEAvXzStLyc5Trb/MHZsBKFq6BVNGLXLCqbomON9ZE/sxNOyAa20Hjs2QrbvAE4mhqL70Kta0StbEddw6d+rgVG7hMSeJ8n27EHaJkKduxBijnYjc2mE92y6ipOJYY72ILxBtEj1RS1OVV8tQvUhnfNTZCRW9AB2ohMtvHzO51sopBknN/JK0dQn1dcwM9KoAHlRQuAJlOEJlFF+TqTHXDg0+DovHvs2Syo3sarujguKQ1MiyBUQDIQQdE/s5a2hZ6kvWcrtq373kubNWHqEt7v/g6pQM5tbP4ZH81+ypnTm9Z6vByRnzueP1OCPXN0UYhcXFxcXFxeXn3XmZRVXEWhEVTQcu7BQk8rFiKaHqQguKrj/vYLjOKRSKaqrq9H14gtEKSVSSkTSxOoaLdIIZNYmt72HzCtdaK3lKBHfvI43a6VI5CYoC9TN63nP4Dg246lTs7YJesryi5Xzj82lib78f4m+8U/Y0cGp0rcAWqSGyO2fp+TOX5smvtjJSeLbf0j05W9iTQ5y5lGzGqkhcvOniWz9FRTP9Go7iR2PMPnKN6n91e+R7dlD9NVvYcdHccw0iu4jcvvnqfjIHwGQGzjM4Dc/TeimT1D1yb9GOS9NwYqPMvLDL2PFhqj7z/82JdRI2yS59xkmf/K/yfYfzhvMSonwhght+BAld38RvaJ52rmyJ3Yy9J0vUP7RP0YLVzPx3F+SGziKzKWRQGDVPVR/5u9Qg5fuw/GzSGDt+4m++m0S7z6Gf+WdBFbdg/DkywxLx8ZJRfPlsf2RGakxqf3PktnwIXztW05XfTJJHniB7Mk9eOpWYtQsvah0DzXYhtCCSHNixj471U26918ILv3tq1oBSkpJbvQ1skPPFW2jhZbDFUhPbCxdSXvlJlbW3r6gvlmXSk2ojSVVN9JSse6nNgrwzBzqpi25uLi4uLi4uFxd5uXuujbShq4YmHZh88RULspoopfywHs7b11VVcLhMGNjY+RyOTRt5ssvpWR0dBTLsggeijL+g38rej6ZtZBpE6XEh+/Dq1DK5u5fMBcyZoJ4ZjQvGi3A+2Y7JsPx7lnbRHxVePXphptSSjKdbzH+5J+iVTRT9sHfQy9vRFpZzJFusn378yLIOQttaeWIvvYPTDz15xgNKynf+gW0SA3mRB/xt37A2BN/guKPEN78yRkRLDKXYvKVb2KNnCC44UPoVYuRVg5z+DjexTdMPbH3Nm9Ar24nffR1rLFejNql08ac7d5FbvAYgfUfRK9qzW93HNIdbzHywy+DolJyx69iNKxEZlMkdj/B5Kvfwk5NUvnw1/NlpM97H5J7n8aODWPULiV04ycQioo51oNWUocwphvfuoBn0XoiW3+FyRe/wfD3foPAyrvQa9oRqo6dGMccPIZ/9b1Ebvk0aOcsthUNaVuM/ut/I7DmPtRIFdZYL7Ft3wdVJ3zzp1FLLi7KQPU3owWayKV7Z+6UNume76KXrMdT98GipbEXEiklTrqXZMdf42SGC7YRahAtsvqKlGFuq7ye5vK116xnVX3JUj63+a9QhIpyjY5RSsngQBxNVygvD6CcjsJ0nPz2jqMjmJZNc0sZTc2l6Pp7OwrWxcXFxcXFxeVqMS93k2WBBoLeMlJmrOD+VC5Kf6yDJdU3It7D6U+GYdDe3s4rr7zCzp07Z/jPnBFp3nzzTYLBIG0ty1EHCy+QEICmolYG8N63DGNLM0Kb3+pIGTPJRGpgwSo/JXKTTKQGiu5XFZ2yQP3MhZljkxs8ipOOEtr4UUru/E/5yBkpkdLJG8YavmmiRm7kONFXvokSLKPy57+Gp2k9QlGQjo1Ru5yhb32W6Gvfxr/ybvTyxundZeJkOt+m6pP/G/+qu6eEHGlmpsQgIQRaWSO+thuJbfs+ma7t04WaXIrU4ZeRtklgxV0op009nUyc6Mv/Fzsdperjf0Hoxp9HaB6klHjbbsIaP0li56OEb/5FfEtumfEapTvepOx9Xyay9fMo/tL8xtPlgIU+vxFWPwsoHj+l93wJraSW2Bv/RHLvUzg70oBEqAZqpJrg9Q/NTOURCuFbPoM1OUDsjX/ETk2CbaGVL6Lk7i/m37eLNKdV9BB6+c3kRt8ouN9O9RI//Eco3iqMspuusOeHxMmNkjj656fHV7g0txpsRQu0XhEBXhEqhnrt/n4IoaCr17Y4msvZvPJSF9HJNB97eB1l5Xlxf2gwzmOP7Kf3ZBQpJSWlPu67fxlr1tW+px+uuLi4uLi4uLhcLeZFqAl6SmkuW1s0OsKRNseG32ZT0wMEPe/dVAxN09i0aROHDh3iscce491336WkpIRcLkdXVxc/+tGP6OzsZHR0lPvuu4/FW25Bf6hIFRkBaArCbyDUhSlfLXHonThEzkrNiGqZD/omDpHIzkz7OINHC9BQsnzmQkFR0ErqQdVJ7nsaT9M6vM0b8ukqilow3SfTsQ1ztIfIrZ/F07QOoZwWWBQV3+JNGPUryPbsJnty9wyhBgT+ZbcRWH13vvLPma3GdCFEqBrBDR8msesx4rv+g9ANP4/Q8+2tiVMk9z2LXrUY3/Lbp/o3B4+R7tyGp24FgbXvnzq/EAK9sgVf+xYy3e+SPvJqQaFGr2whfMunUc8tNawZCC6u9PR7CTVYTmTrFwhe9yDmaDdOOgbSQRgBtJIa9Irmmd41tolWUkfpvb9J7tbPYceGEIqGVtGEXtkyw99oTihePLX3kT7xLZxcoRRHiTW5h+jOXyG48n/iqbobRY8suGAjHRNzci/JY18n0/84FPEeQ+h4qu5C8dcv2Fj6Jg7z3OG/JW0mprYtq97MnUs/W1AYi6ZHeGL/X9JQupwNjffTNbqTQwOvEcuO4dUCtFVuZEXNrZT6ZwoQlp2jd/IQRwbfYCDWScZM4tF8lAcaaavcSEv5OgKe6VX1RhInefrg/57mtbW44jruXPo5DK24UJrMTtIxsp0D/a+SzE0Q8VWxtv5uFKEWFfykdBhPDXB0aBtdoztJ5qIEjAhLqm5kec0thDzlFxRV4rEsJ3smKCvz4/PlP+O27fDm693098dYt76OyqoAO7b38vprx2ltKycU+ulM43JxcXFxcXFx+WlmXoQanx6ipXw9u3qfxnbMgm26x/YwFDtOsPK9K9QIIaisrOQjH/kIzz77LB0dHViWhW3bdHR00NXVRSAQ4I477uDmm2/G8HsRwav7NPPkxH7SZnzehRrbMekZ30e6SBQWgF8PURdZUmCPwNe+mfCNDxPf+QiDf/9L+Jdvxb/iTvwrtqKV1oNQpkfUDBwBwBw+zsQzX592Nmmb2NEhHDODFR2a2ZtmoFe3IdQLix+ehtV4GteQ7d1HbvAYRsMqANLH3sAaO0l4yy+inWPEaY4cx8nEsdNRJl/6uxlpV9m+A4DEmugr2J9e2YLiWxiz559lhBBoJbVoJbVzPELmyxAbPrxNF2eCO9sY9Mga9PKbyA48SbGqeVb8CLE9/wVv3QP4mn8JPbIGFOOyy0ufi5QSpIWTHSYz8BSprr/Fih0GWXg+B1B99XjrH1zQtCxV0fHqIbJWipFEN4Ox4wQ8JUWLCObsNEeH32I40c148hTv9PwYTdFRFZ1YZoQ9fc+xovZWPn7dHxDyVkzNEbZjsX/gZR7d81US2XECRgma6iFjxtnX/xK7Tj7Jw9f/EStqb50+PqHi04Mks5NMpPo5NXkUTdFwzq/kdQ6pXIxnDv0Nb594FMvJEfZW0DtxkIMDr7Ki5paCpvxSSvomj/Donj+he3wfHs2PVwuQMmPs7n2WVXVb+cCq/0JlsGlWsSabtUgmcyxdVonXp52O4kzS1TlGY2MJd71vCaGQQTZrseOdPsZGk65Q4+Li4uLi4uJyFZgXoUYRKm2VGynxVTOWLLygjKVH2XHyCZrK16JdAyVnrxZCCFpbW/nUpz7FqVOn6O7uJhaLoSgKlZWVNDc3U1dXh2EYIPOLw6tZ5nQk3kPvxEFK/XNd0M6NWGaMjpF3Zl3Q1JcsJ+KrnrFdCIEaqqDi5/4E/6q7iW//Eekjr5Dc8wR6dTsld/wqwesfQvWfffrtpGLgWGRO7CDXf6hgf1qkpnAVIEVFGP45vQ9quBL/6ntJP/o/SXe8gVG3DGnlSB74CdKxCay7H86JvnCySaRtYQ53EX35/xbsQwtXI/TC/kPKRZaEdrm2UPQw/tbPY45vx8kWSXNE4mQGSZ34FtnB5zCqtuKpvgc9shbFV4fQgpcs2kjHxMkOYyd7yA6/SHbwGazoQaSdmP1AoeFt/BhayfpL6neuVIdb+Oj638Oyc7zT8xiP7fvanI7rGtnFeLKfe5b9Citqb0ERGoOxTh7d86fs6XueNXV3ckPzQ1Pt02acl47+Axkzwc+t/x+0VlyHqmiYdpbBWBfD8RM0lK6Y0U+pv5YH1/xXLDvHocHX+ZddX7ng2Pb3v8hrnd+jxFfDh9f+NvUly7ClzcH+V3i545+IZ8aoDrVOOyaZm+DxfV+je3wfm1s/xo3ND+HVAiRzk7x07Nvs7n0WQ/Xysev+56yRPLbt4NiSYMiDEALHdug5MUE8nmHLLc2UlvpQFEFVdQjbckgliwt1Li4uLi4uLi4uC8e8OR7WRtpZWrWZbSf+teB+W5q82/s0Gxrvp61y43s6710IQTgcJhwOs3x58fK79kCc9H/sR9/YiLG+HnEVjB2TuUl29z3L8pqb581/QUpJx/B2To4fKNpGEQoram/Bp4eKtlGD5YSu/wjBdR8g27uf1KGXiG37Z0Z+8GXs2DCl9315SnhR/BGE5iV886cJb/5k4RMKBa20cIWruX5ehaoTWHkX0Rf/lsTuJwle/xB2bITMsTfxNq3Hs2jttHMp3iBC1fC1b6Hs/t8u6isza/Wm9/B36WcBo/J2/K2fJ3HsL8FOF28oHexUD+nufyTd8z1UfyNqoA0t0IwaWorqa0DxVqMYpQjVd9pnR+FMNBDSRFoJ7OwoTvoUdqoHK34UK9GFnTyONCfnPubym/C3fgFlgStSKULFo/nxaH58egjB3AQpIQQ3tXyU29o/iXr6wUBlsImBaAdPHvhrOkd2sKnpQ1PRQKadJZ4Zx6sFaC5fS1WoBeW0+FU4qu9MP8rU+PxG+IJeXqad5a0TjyBQuHvZ51nX8L6p+aAi0Eg0M8ILR/5+2jGOdDjQ/wpHh95iY9ODvH/lrxMw8h5XlTRx/8rfoHfiMHtP/YSbFz9MU9maovOVoghUVcE081XyUmmTA/sHCYe9tC+pmDIXVjUFicR2CnsTubi4uLi4uLi4LCzzJtRoisH6xnvZ1fsUWStZsE00PcIrHd+lJryYoKfsPS3WzAXr+BjJH+wmoCoYaxemRPaFcKTNkcFtDEQ7aSxdednvmZSSjBlnx8kfkytSJQwg5K2kuWwtyoXSKoRA6F48LddjNKzCqF3G4Lc/R/Lgi4Rv/RxauBIAo34F0rGRuTSexjX5KJkF+vzpNUvwNK0lc3wHuYFjmKPd2Mlxwkt+ETVYMb1t1WIUbxgnHUWvbkcNVbrfi/cYQvXjb/4c5uTe0ylQc0Ba2MkT2MkT5ISKULyg6AhFz5fKVnSEYuT/fUakcbLgWEhpgXPm7xzFUq6KoXiqCCz5Mqp/0cVf7BUiYJSwtPrGKZEG8uJNebABXfWQzEWR51y3Tw/RVL6GnT1P8tjeP+fGlo+wpOoGAkYJIObtOxlNDzOePIXfiLC4YsO082qKQVPZarzniV85K03P+D5sx6K9ahM+PYiUZwWUoLec6lArA9FjjCZ7aSpbTbFKW1+bAAAgAElEQVQoO69Xxx/QGRyIk06ZdHWM0XdykmUrqig7XTVQSkk2Y4IEbYH8z1xcXFxcXFxcXGZn3oQaIQTtVTewsvZWdvc9N+1G8iySvX3PU+qv4d7l/4mQt3y+ui+KlBKQ8+rncDnkxzMzQkNKSTqdJpfL4fP58Hg8OONpZMZCXVQCxtWrdjKeOsVLx77Dxzf8wWV71djSYmfvUxwZ2sZsC8TFFRsKGwkD0rGxo0MI3YMSKEWc8aPRvaihCoTunXFuX/sWjNolJPc9Q+rgC/iWb50y+pWOg5OaxMkm0UrrLs0Y9hyE7iF4/UdIHvgJqQPPkxvsQA1XElj/gSkT4TMY1Uvwr7iDxK5Hib35XSK3/jJqIJ+yJaVEZhLYyTHUSA2Kfm1XlPlZRAgF7f9n773j4zjz+/73M217ARZl0RsBEmCXqEJKonovls7Xz3fWXewkdn6x8zsnduzEduLun+04sS+2Lzn7nLOv5qruTr1SEiVKJCVWEARB9N52sX13Zp7fHwuCAgGwN0nz1ksviTvzzPPMLLjY+cz3+/mU1uJetRU1WHGJ5hAo3noC6/8EWZg7bcrSskgLaaXAOlfJ5dxRPLUE2n8bV/Teq+YzdTkM1U2Jd6m4rQodEEtaLl2al4fW/iqKUDg8+ipHJ3ZREWhkdeU2rqm7n9pwO7p64V4tqXyMnJkm5CnHbSyuFhRCEHSVLalcLFhZplPD2NLiyUN/zSvdX1u03ZY208lBJJJkdgZb2qgrvDehkJvmVRH2vzPK//q7XSTiRbH82uvq0PTiGMu0mZpMoWoKHu+Ht03ZwcHBwcHBweFKctGEGig+lby97XGGYkeYSPQuu0/BzvHS0a+RysV4cN2vUuqrWSgxv1hIaZMz08QzExwe20FD6Uaayy6tl8LZrUty7Ngxenp6uOGGGygpKcYpW5bF4cOHeemll0gmk0SjUe6++24ihoJwacV/r/Da9wz8lMpAM7e2/hze+bL7c8WyLQ6NvMQzh/+WvJlecT+PHmBr00fRVjDvlYUss8/+D3J9ezFq16FF6hCagRUfJ33oeWQhh2/D/ai+koUxenkTkYf/E1Pf/x3Gv/qv8LTfhl7WCEJgzU1QGD+GVtZA+af+AvUCzXmFUPC03IgeaSC59wms5DS+dXdhRFcv3dftp+S+L5If7WLmJ39CuvNlXPUbUTQXVjpGYfwYdjZB5ee/jBFduQXD4dIgNIPQ9i8Q2v6FSzuPEOjBdoKbv0Sy8/fJjvwY7JUrzi4/AtXfSmD9H+GOPlCs1rmKEUJBPwcvNCEE5YEGPrPlDxmYPczhsR3sH36eV499nTd7v8v2VT/Hba2fu+CHC1LayPkHB8u1SSnK8qlPtrRQhIJXD+I1wku2n0hTDHujp22/0g2VW29vwbYkx7qn8Adc3LC1nobGkgVRPJUuMDqaoKLCTySyvDeWg4ODg4ODg4PDpeWiCjUAjaUbubn5k/z44H+jYOWW3ce0c7zV/yOS+Vlubf0sbeU3nNYA8WyxbJNYZoyh2U4Oj73Kscm3mE2P8qktv39VCDWFQoEDBw6wZ88eVq9evSDUjI2N8cQTTzA6OkowGOSdd96hUCjws5vuQPEZWMNxpGUjtCtXVZO3MrzQ9Q9YssAdbZ/HowfPqR1ASpuu8dd54sBfMpUcWHE/gaCt4kaay65Z+WCKhl7eTOrA0+Te/CbSzBfHai600hpKH/gPBG/6HEI9+eMtFLVY0eL2E3/hb8h0vkRyPpZZMXxokVp8tQ8tbyZ8HmiltbhbbiDxxjdAUfF23LlsOpMQAqNqNRWf+W/EXvxfZI6+Srb7daRtITQDLVyFZ9U2FM/5iWMO7y+0YDuB9X+MYkTIDPwz0jyDqe/lQKho4U0EOv4Lrsq7i+1VH1A01UVTZBN1Je3c0PgoR8Ze5/mur/By99co9VZzU8snLuj4Ls2HrrhI5+cwrfyS7dlCEvOU5ERV0fG7SlEVndvbHl+SPPVe3JrvjJVO5eU+HvqZDhJzWXRDJRh0o2knxxiGyo1b6/F4dHx+J/HJwcHBwcHBweFKcNGFGkPzcMuqTzMS72JX/w9XaIEC086zf/h5jk/toaVsC1saHqYu3EHAXYZHD6CIlT1ELNskb2XJmSky+TlimXEGZg7SM7WHiUQvM+lhcvMVG8WEqUvdEHB2FAoFBgYGCAaDVFYW04zy+TxvvvkmExMTPPzww6xbt463336bHTt2cHz9RjoeXUv22aPoayrQr6lBqMoVM49N5KZ46tDf0D9zgO2rPkNDyXr87siKFVFSSixpMpUc5N2hZ3i5+/8wmx497RwRfx23tz0+7w2xPIruIrT98/g23IuVmEYWMsj56GQ1WDHfvrT0R1sxvPg3PoBn1VbMmSHs7BxIiXD5UAPl86lPi8cFb/l5vGvvRCtrPPMFeg9CM4g8+tsEb/55hKJi1HSs2FIlFBV303VUfHYd5swQVnIKaZko861caiiKYiwWMj1tN1P9qz9A9UfOKjbc4f2BEAqqt5HAhj/FiGwj3fsV8jNvXaHqGoHiqcPT8Bm8jY+j+pqv6nanC+G9LalCCHTVTbm/gUhLHZa0+Obu36Zveh/bmj9+QX41pb4qwt5KhmNd9M/sp8xfvygifGi2k2xhbtEYl+alObKJt/t/xFCsk4219+A5pQVVIhd+zZ1pfUIIfD4Dn2/5zw2PR2fdhoub8ufg4ODg4ODg4HBuXHShBoqtKw+v/yLx7CRd429gS3PFfZO5WfYNP8eh0ZcJeSqpCq6izF9PwBXBa4QW2l8s2yRvZsiaSVK5GIncNHPZSaaTQyRy09jSxF5BFLpasCyLubk5amtr0fXiU+mZmRkOHjxIdXU1W7duJRAIsHnzZnbu3MlgTx+bbryZwqEx4r/3HK5bmlHrwwhDW+IVKVQF163NKOELr0w6QUvZFoZihxdELyhWQ+0ffoHuiV3Ul6xjVfl1VIXaKPVV4zPCaIqBZZsk8zNMJ4fonX6XzrHXmEj2Ytmnj3rVVTe3tX7urFLBhGaglzUW25fOEdVXsqgtasU5hDjvOQD0SAN6pOGs91cMD0a0FWg9475qoAxPoOyM+zm8/xBCIDQ/7vpPYVTcQXb4u2QGvoE5dwRpJrjkwrNioHpqMCruxtvwc+il14PQLrvJtZQSW1pIaWNjY84bH9u2RcHKzov5CopQL7h9diLRx/HpPdSXrCPkqUARGiBJ5eMMzBxEV12U+BaLF0vWN18hY0mbvJVFVfQl6zNUL5tq76Vveh8vHv1HygMNlPsbkFJyfHovuwd/imUv/n2pCJV11bfzZt8PeLPv+7g0L9c3ProgZufMNGNzx0jkZrim9r6LUp3q4ODg4ODg4OBwZbkkQo0Qgoivlsc2/Do/OvAXHB7bsWJlzQlMu8B0aojp1BAAqtBQFX3hC66c/4JuSXOJEeT7CSklmnbypqenp4fZ2VnuuOMOAoEAQgjcbjeGYTD77CHiX4tjJ/LIRJZ0/yzCpYGy9IZJuHW0NeUXTagRCG5q+QTHp/bwZu/352+SFs6CTCFB18QbHJvcjVv3YageVFVHoRjratp5cmaaTCFxxvceipUE66vv4MbGx9Cucv8LB4fLgRAKijuKt/lf4Yo+SH76NXIjP6EQexcrMzif2HTxUIwy1MAajLKbcNc8hhZoQ2jn1uJ4McmaSfYNP0csPUa2kKR/Zj8FK8vA7EF+cuAvcek+PHqQNZU3URNe6v90LsxmRvjpwb9GSpuwtxK/qxTLLjCTGmEqNUhr+fVsqr130bXIWxkOjrzEZHKAbCHJ6Fw3WTPFaPwoTx36Ej4jjFsP0Fy2eaGVUwjBtXUP0DX+BkfGX+crO3+FykAzpp1nJj1Cc2QziezUorUJISjxVvHQul/le+/+Ec8f+Qpv9z9BwB1BIknlYqTzcWrDHWysvuuCroODg4ODg4ODg8PVwSURaqD45bK+dD2fue4P+eG+/493hp6hcJo45lOxpIllrVyJ835EVVWCwSDT09Pk83lyuRy7d+/G4/GwcePGhZsA27axbRutJoJrw9ndgAhNuajVNCd4cO2vIqXkzb7vL1sRY8kCqXyMFLHznkMRGmurbuXRjb9OwO1UiTg4nEAIAcJA8zej+Zvx1H4cM9WLleyhENtDYfYdrHQ/shBHWhmknUPaeZDW/L8n+mEUEGrRX0ZxIVQ3QvWiuirRQmvRS65BC65H87cgjNKrosUpU0iwd+BJppKDC69VBloAODS6Ayia7wbd5QtCjaboVAaai0lay7Q/unU/VaFWIr6aRaa7teEO7uv4ZbrGX2cmPcJ0aghVaJQHGrip5RNcU3c/YU/lomPlzDTvDj3LcOzIwmsV/kYAusbfKK5v/jq+13OrxFfNp7f8Ae8OPcOBkRdJZKcIeSp4cO2/ZXXF1mIbp7K4SkgIhfbozfzLm/6Gw2M7ODL+OrPpMZCSCn8DdSVr6ajajks7s/lvLmuiqAJdP9mKKaUkn7OYm8ti2xJ/wIXXq18xkc7BwcHBwcHB4cPOJRNqoHiTUeqt4WPX/Dbl/gZ2Hv+/xDJjxX76y4YArvxNB4Cu67S0tPDKK6/w9NNPk8/n6e3t5dprr13wrJFSkkqlyGQyhG9pJvDQzWc/wUU0G5ZAKjdLibeKh9d/EcsusHvgJ6dU1lw4qtDYWHsPj6z/IhX+s28TcnD4MCJUN3pgDVpgDa7oPUVRxsxgZYawcxPY+VnsQgxpZcDOI6WJQAFFRyguhOZHMUpQXGUo7moUV6SY4KTowMq+YOeClHJebFj5czcej9PZ2Ul7ezuh0PJG2WFPlC9s/R9LKvKOHetmZmaWjZs24jJci2KzQ55KfmHbXwEC1zItQG0VN/D/3PrVhbYp27aLni1GmK1NP8v1DY8U25nmf0cpQkVTjGU90wKuUn7u+j/Ctk9fMXhqep2gWCFza+tn2db8cSQ2ilDRFRdCKHz6uj8AwFAXr18IhYpAE2X+erY1f3yhslQR6kIF6pneP8uy2fl6H7msyc23NuGfNwtOpwu88mIP+94dwTRtmlsi3HVPKxWVfkescXBwcHBwcHC4AlxSoQaKYk3QXc69Hb9Ea8X1PH/k7+me3LXI9+RS4TVCNEU2UxlouuRznQ26rnPttddy6NAhXnjhBaSU1NXVcfPNN+NyFb8wSykZHCw+QY5WVxX9aK4IxZL6Ytl9lMc2/UeCnnJ29f6AeHbioszgM8JsqX+Y+zp+iRJvtXND4HBRsM0k5uw7SGmiBdageq5eY1Rp5zHjh5CygB5chziLigjEfC2IMIoii+ZHcZdf6qWeNdPT04yOjrJ+/foV95mcnOSFF16grKxsRaFGEQpu3bfk9cG+MXp6eti84To8RmCZMf4lY06gKjqe+dQq0zTp6uoiGo0SiUTmxY6z/7wVQsGlLV3f2Y0VK853uqqY0407G1LJPAf2jWLbkhu3FYVxKSX73x3hzZ39uN0afr+LzkPj6LrCYx9dv6jyxsHBwcHBwcHB4fJw2VQAl+alPXoL9SXrOTK+k72DT9I9uYtkbvaMJrNni6roePUgEV8t66pvp7XiehpKN+DWVv7ifjkRQlBdXc3jjz/O8ePHkVKyatUqKioqFokUmqaxfft2Vq++MN+FCyWZn134/7CnkkfWf5G10dt48ehXOTb5Nul87DyqowQe3U9L2RZuWfVp2qM3n1W5voPD2WKl+om9/XnsQozQ5i/hqf/klV7SihTiB4i9+QmklSV0zd/hrn7oSi/pgpBS0tXVRVdX12mFmpqaGj7xiU9QW1t7GVe3mEwmw4svvsh9991HJBK5Yuu4nKRSeWZnMqxuLycQLD4cSCbz7Hl7CL/fxaMfXUdZuY+nf3KEnu5ppiZTVFUHr/CqHRwcHBwcHBw+fFz2cg2fK8zmuntZE72JgZn9HJ3YRe/0O4zEjpLMzWJT9FU4nQBQfJ5cjFE1VA8l3igVgWbqwu00RDZQV7IWv6sETXFdkioNIRRURUMVy18+VainhjK9Z6wgGo0utDqdiIN97/YbbrgBKSWGcWVNdbOFxKI/66qbtsobqQ63cmR8JwdHXqZncjezmVFs+0S7wKnvmyj+IxTCngqayq6hI7qdddW3EXSXoQjnaa3DhxeZn8XOTiCxsXMXp1LtSiClZHp6muPHj7N3715isRgvvfQSAKFQiM2bNyOEIJlM8u6771IoFDAMg/Lyctxu96Jj2bZNLBajr6+PRCKBrutUVlbS0NCApmlL5s3n83R2dqKqKu3t7WiahmmaDA8PMzRUNKevqqqivr4eTdMoFAr09vbS09PD4OAge/fuXdhv3bp1lJWVfWCr+woFi0LBIlziQVEEUkpGhuJMTqS49rpaGptK0HWVppZSurommZvLOkKNg4ODg4ODg8MV4Ir01ShCxWeEaI/ewurKbaRyMeayU8ykhxmfO850api57CRZM0nBzGJLG1XRMFQPHj2A311K2FNJqbeGMn8dPlcYn1GCR/eflwlmtpBkOjVMtpBA1zyUeotR0yt9WV9ffQe14dUrxoF7jSBuPbDsNlgqzpy67XwEmtn06CLTTQBV0Sj3NxBwn9/T4ve2p01lkhyfm6LCE6AxWM519Y+wsfouZjNjjCd6GY0fZTzRSyo3S85MI5EYqhu/q5RyfwPRYAvVoTbC3ihuzfE9cHAA0ELr8DR+DmkXMCpuv9LLOW+klMzMzNDf38/s7Cy5XI6xsTGg2GL03v3S6TSDg4P09vYSjUYXtT5JKTly5AjPPPMMtm0TCATI5XKEw2Hq6uqWzJvP53n55ZfZv38/Dz74IEIITNPklVdeYe/evfh8Pmzb5pVXXmHbtm1s376dQqHA4OAgw8PD5PN5ZmZmFnxmWltbL/GVuvIIIdA0BSEE+bxJ15FJVFWwpr0CXS968Xi8BkhJIf/+TVh0cHBwcHBwcHg/c6UMUBZQhErAHSHgjlATXs366jsu29xSSuayUzyx/8+L6Ru5aTx6gOaya/nZTb9JVWj5L+0BdykBd+l5zWeaJlKeXbuQoihLniCvxK6+H/KDfX+y6DWvEebTW/6A6xoePue1Atj2yS/pO0a6+bXXvsun2q7jj7Y+ihACl+4jqrcQDbawscaJhXVwOFdUd5TQ5i9d6WVcMIqi0NbWRmNjI5ZlEYvF+NSnPrVkv0AgwD333ENPTw+jo6NLts/NzfHUU09RVlbGo48+SigUwrIs0un0IgG7KDLkee211zhy5AgPPfQQa9asAaCvr4+dO3fywAMPsGnTJqSUvP7667zyyiusXr2aqqoq7rzzTvr6+ujv7+euu+5aUaCRUpLLmux7d4SR4Tl8foPN19RQVu57X4rNhqHhcqnMzmQwTZvxsSRHOieoqglS13Dy4YRlWkjJ+/IcHRwcHBwcHBw+CFxxoeZKIqXNodGXebPv+wtpRql8jEOjLxMNNvPRzf/5os6Xy+V4/fXXSaVSZ7V/fX09mzZtuqhrODcuZzrXhWPZNq+OHKMpGKE+UOrcZDg4vM+Ynp4mHo9z9913EwwWW25UVSUQWFyhKIRg9+7dHDx4kIceeoi2tjaEENi2zdDQEKlUitnZWXbt2gXA7OwsqVSKqakpqqrOzVz6SOcEP/1xJ7msiaoqxGezPPgz7Xi9V7Y19XzwBwzKyn30HJtm52t99B2fIR7Pcsutzbhcxa8Dti2Zm8uBAMPltKY6ODg4ODg4OFwJPtRCjWnn6Zp4Y0nktC0tuiffJldI4VomdeR8OfEEeGJiqReFlBLLmo9bVRT8fj9bt269wkLN+4vxzBy///ZP+eX1t1EXKF3RJ8jhA4CU2FYKOzOKNBMgVBSjFMUdBSE4mzdf2nns7Dh2IQZ2HhQDxYiguCoQyqleKDZWqhc7P42ih1D9rSu2WUppYyWPYRdiKHoJWqB10TY7O4qVGV48SKho/lUo+vIJSMuv38TOT2HnZ8HKILERioHQQsXYbXXlqo/i2Gns3CTYORBa8fq5KhDvibu+3GSzWSzLIhQKnVZoHRwcZHJyEk3TCAQCC1Hgtm0Tj8cpFAp0d3ejqieFhtWrV+P3n5uxvJRwvGeabKbYvmWaNj3HpsikC+9LocbnM7hhWwPPPNnFT584jKoqtK0pZ936KCcudzZTYGgwjs9nEAotjTh3cHBwcHBwcHC49HyohRqJJJtPLLvNtHIU7DwuLp5Q43a7efTRR8lms4vXMS/SzM3N0dPTw8DAALfffjs33HDDRZv7g46UksMzo0xkln8/HT44SGlTmN1DuudvyU+9jp0dAcVA8zXjrv8kRmQrnMakWkobK91PpvcfyI0/i5XqQ1pJhOpH9a/CXfMYnrpPonhq3iMWSNJ9/0i6+7+jBddRctMPUd2Vyx7fzo4Te/vzFGb34Gv7IsH1f/SejXky/V8n2fn7SGmBtAEbofkpueFbuKL3nMX5W1ipfjIDXyc/8SJmqqco1kgboflQPbXooXX4238HLbDq1MFYuXEy/V8nN/YU5tyhotCluFB9zbgqbsfT+AW0QNt5+X2dnEYipTznqjbDMFBVlWQyedrxgUCAn/mZn+Htt9/mxz/+MR/96EcpLy9fELnD4TAf//jHKSkpWTRuueOdaa0ut754jS4NRXl/ysBCCNZvqCIc9jDQP4vXa7CqrQx/wFg4f9OyKSn1UFsbojTiCDUODg4ODg4ODleCD7VQI1DwuUqW3ebWA7i0i/sl1TAMNm7cuOJ2y7JIJBI8+eSTHD58mM2bN1/U+S8GAshZJsdiE4yl57CkTcTtoy1cScBwLzsmY+bpnZtmJBXDlpISl5c1JVH8+vKpXFJKYrkM3fEJYrk0lrTxaS7KPX4ag2W4VW1hXMbMM5SMMZqK8VT/IebyGd6dGsSlqpwoqwgYLq6rbMSrFZ+Aj6RiHJweYX2khojbR098kpFUHFPalLq8rC6pJGgsfe8taTOenmMoOctsNo0EAoablmAZFd4gyvyapJQci08ykUmwuayOY/EJpjJJmkPlNARKmcwm6ZwZRVNU1pVWE3ItnktKyVw+S3d8gulsElUo1PjCtITKMdQP9V/ZoqiZ6GJu3xcpzLyFUD1ooXUI1YOdmyTV9WcUKu5EWtkVj2EljpA49DtkR59C0QOo/maE6sMuxDDjB0jOHcKMHyCw/k9QPcU2GSFUXBV3kOn7R8xkN4XZ3SjRB5b8/EopMecOY84dQqhuXJWneDcJDaPsJryt/w5ZmMVK9ZObeBFs8+yi7qWkMLuX5OHfmx+XR3FXovlbQSjIQgwz0Ym0cyzXumjnp0kc+l2yg98CRFGQ0YJIK42Z6CJ17BCF+H5Cm/4a1b/qnIUWIQS6rpNOp8nn87hc51adE4lE8Pv97Nu3j4aGBvx+P7Ztk0ql8Hq9CxUywWCQ+vp6SktL+fa3v83zzz/PY489htvtpr6+HtM0OXz4MFu3bl1IgZqbmyMUCi0cwzAMpJQkEiuLu0JAe0cFnQfHmZlJ4/XqbLm+Dp///VdNcwJNU2hsKqGhsaRYfHbKe+z3u7jz7lZURaBpTuuTg4ODg4ODg8OV4EN916epOh1V29k98ONFCUe66mZz7X3o6vLCw6VCVVVCoRBbt27ly1/+MgcOHCAajV7WNZwOAaTNPH+652meHegkZebIWSYuReP6ykZ+c8t9NAQiC1/8pZQcjY3zV/tfYu/EAKlCscVMUxQ2lNXyr9fdwpaKBjTl5M2AaVu8MXacL+1/me7YBKZtcyKs3a+7uLN2Db993QO4teJT7nenhvib/S8zkJhhIpPAkpLv97zDk/0HF465KlTOX4YrF4Sat8f7+c03fsAvrbuVeD7DswOHSRSy5CwTXVGL53LtfTQFT8b05iyTv9n/Mk/2H2Qqm8Sy7YXb4IZAKZ9v38bDTRswVA1bSp7sP8h3j+3h8fZtfPPoWwwlY7SGKvgP19zDN46+xa7xPvKWyc+2bObXNt+9INaYtsWO4W6+2vkGh2dHKNg2Ukr8uot76jv4Qsc2GgLnl+L1QUAWYiS7/pzC9BuogdUEOn4Ho/xWhOLCzs+SHfoOqe6/xs6NI/TwkvF2bl6oGPkJrso78a3+dbTAaoTqQRbmyE+9ytzB/0Rm8NsonloC6/4rQhQ/JvXwRoyybWSHvktu7GmMsu2IU9PdZIHs6E+QZgKj8m700IZFm4VSFGqMspsAyM/uphB7B1mYO6vztzKDJPb/Ovmp11C99fhW/RuM8ttQXGWAgjQTmMkewEb11i8+dzNF6tiXyPT/E3poPb7Vv44RuRGh+ZFWhsLsbpKH/4D8+Askj/wxwY1/gTCWF7JXQtM02traOHz4MF/5ylfw+/1UVFRw//33A9DZ2Ulvby/j4+PEYjF27NjBkSNHaG5upq2tjXA4zN13383zzz/P3//93xMMBsnn8/h8Pj7ykY/g9XoXzVdVVcUjjzzC9773PV555RVuv/126uvr2b59Ozt37uTw4cMYhkE2myUQCPCxj31sQagJh8OsWbOGp59+mn379qGqKnfeeSe1tbUn3y8haGwq5ed/YQuJuRxut0ZFpf99L2AUkweX36YoAo9HX36jg4ODg4ODg4PDZeFDLdQIFNZGt3Nv+y+xd/Ap4plxQp4KNtXex9amj1yZNQmBx+NB0zSmpqauyBpWwpaSHcPdlHsDfKJ1C03BMubyGZ7o3c+zg53U+MP8+2vuwasVn1SPZxL8/ttP8u7UIPfUdXBz9So0RaVrdoz/e2wPv7vrx/zhjY9ybUX9giAykorzZ3ufYzgZ43NrbqQlVI4iBCOpOJ0zo9T5SxYJO23hSv7dpjsp2BbfPbaXb3Xv5vH2rWyvbl2wKfHoBhH34ha2nGXy9aO7CBlePtKymVWhChKFLE/2HeD5wSNEvSF+49p78evFigBdUchYBZpD5TzWsok6fykSyd6JQb5zbDf/fd8LtJdG6SitXphjJBXnpaEu/kXHzeye6OeJ4/v4s9kBik0AACAASURBVL3P0lZSyW9tuY9/OrKLn/Yf5CMtm9lUXoeUknenhvjdt36CaVt8qvV62kuj5CyT5wY6+dbRt4nlMvz+jQ8T0N0fSrNkM36Q3MTzCNWDr+WXcdc8hlCKApxilOBt/tdYqT7SvV9Zdnx+eie5sWdQ3FH8Hb+DXnLdQouP1IK4az+OGT9Isvu/kxv5Ed7mX0DzNQEgtCCu6INkR35MbuJFvJlBFL1j0fHtzCj5yZcQqhdX5d0I49zT4U5HdvQp8tM7EZqfwNrfw133MRD6op8FNbCaYjXN4tYlc+4wmcFvIjQf/jX/EVfVwye9ePQQSvR+ZD5G/N1fITf+HIXYO7gqzi2FTwhBe3s7LpeLgYEBAKqrT/6dkFKiqipVVVVEo9F5wUAsxGMLIdiwYQNVVVX09PSQSqUwDIOampqF6py2tjbKy8txuYoVeY2NjTz22GOMj49TKBRwuVxs376dlpYW+vv7yefzeL1eGhoaFiVHeTweHn74YQ4dOkQymcTtdi/rYaMogvJyP+Xl5+Zv836g2PZV/K+iiA/lZ4qDg4ODg4ODw9XIh1uoEQKPEeTuNb/IDY2PkbeyGKqboLsM4yK3PZ0tUkpSqRSZTGbBIPNqwZKSjFng3264nXvqO9AVFVtKVpdU8ssvf5NXR47xi2tvwasZmNLmmf5DvDnWy2dWX8+/3XD7glhyb30HZW4/f7r3Gf6p603WRaoXKmRGU3H65qa4pqKBX15/60Krjy0lqUIOIQTqe24mIm4fEbcPS9q8MXYcgOZgOddVNi60Ii2HLSXxXIbfvPZ+7m9Yu1AJsy5SzbEX/5nXRo/xL7M3Lwg1ilD4pfW3goSgy40qFKSU3FG7hpFUjJeGuzg4PbJIqAHYXF7Hx1uvZV2kmldHupnMJvnTjo/QXhJlMpPkf+5/mf7EDJvK68hYBf65axcz2RS/ce29fKJ1C67587+uopHxzBzPDBzio6uu4eaqlov0rr6/yM++jczPoLgrMSpuXxBpTiD0EEb5rWQGv7ns+Nz4c0grjRG+DT24fpEPixAChIZedhPi+JexMsNYyWMnhRpFw4hsQ/U2YKcHyU++ih48KdRIKclPv46V6kfxVOOquPOCfF5ORUqL3PgzIE300i24qu5fcv7F81h+zvzUDuzMCGqgrVgNdIphshAqesk1KEYEKzNCYXbvOQs1cLKqpq2tbcm2jo4OOjo6lhl1ElVViUajK1YTrlq1asn+ra2tiyK2dV2nsbGRxsbGFecRQhAKhdi2bdtp1/NBREpJPJZlbDTB3FwW25asai2jrNyHbUtyuWLClWG8vyuHHBwcHBwcHBzer3yohZoTGJqHMn/dJZ/Htm1isRimaS67XUpJLBbjueeew7KsRU+irxbWl9Vwc9Uq9PmqFkUIVpdEqfKFGE3Fmc4mqfKFiOcyvDB0hIDh4pGmDUQ8PsR8jYtL1binvp3vHtvLW+N99CemWV1SvCkrcXspcXnpnBnl6YHDXF/RQJkngCrEih4450t7aRW31rQuiEGKELSFKqjxh+mbm2Yqm6IucLIiosS1uO1CCIFfd7GhrIZXho8ylV0cu+5WdVpC5ahCodwTIGR40BWNpmCxPazSEwAk8XwGgIHEDG+N9dISKufe+o4FkQag1h/mxsom3pkc5M2x42yLNi8SrD4MSCmxkseRVgbFKFvS2gPF90T1Nc77rmQWj7cLmPEDgKQQ28/srk8vO4+dn0GaKZAWdn6mGP0zf61VfxOu8u2ke/+B3NhP8dR/GmW+/UkW4uTGnkaac7gqPo3qX7Xs8c/7/POzWKleEDp6eDPKOVTrSGlhxg8hrQxWepDY7i+wXDSWtLLYuQmwc9jZ8UXnbiaPk+75G071vvE2/0u0wOoLOTWHy0g+b3L44Dg7Xj7O2GgC07RxezQ++omNlJX7SMzlePInnQSDbu57YDWqdnU9MHBwcHBwcHBw+DDgCDWXkVQqxde+9jWmp6eX3W7bNplMhlwuR3t7O+3t7Zd5hadHERD1BgmeIpgoCNyqhkRSmG9hyJgF+uemCRkeqn3hBZHmBAHDTV2ghKOxcaayKU7c5tX5S/h8x038z/0v85/f+CFrS6u5s24Nt9a0UR8oxVDUi1KeL4BKb3CJabAQApeqIyUUbGvRNsu2mc6mOD43yWgqTrKQJ2+b7J0YwJYSW9qL9tcUBd98RY4ANEXFqxsLrVuqoiBhYdxgYpZEIYdHM/jm0bdxq4t9Ig7PjgLFqqOzMp79oCFNpJUCJELzL3jHnIpQfQhFXyrUWJn58WBnhsnlxleea766hlPeUyFUXFUPkx74BoXZvVjJbkR4M0IIrHR/sS1J9eGqvAehelc4+Plhm8miSbCiobjKz3FwvpjuhETmZ8mNP3v6/RUdWHzuVuo4qWNfWrKrK3qfI9RcBKQs/p22bYm0T/4NF0LMtyUtn1p1rnN0Hp7gqZ8eIZc1aWwuxSxYjI2dNFTWdQXLsuk8PM6N2+qJlF285EMHBwcHBwcHB4ezwxFqLiNCCAzDWOSTcOr2UChEc3Mzt9xyC6WlF9ff4kIRQuBdIanp1KfzlrTJWAWChmdRZcgJVKHi0XRytkneOllh5NEMPtm2hY7SKr7TvZs9EwP82d5n+aeuXdxd184XOrZR5Q1d8A2LEAKfZpy2Peq9pAt5vnNsN9/p3kM8n8GjGRiKiiLEvImxvew47ZQ2lGWrYObvyNJmnoJtMZCc4Z+OvLnsOUbcPjzah9XoU3DSd2X5671431NfEgvHcFXdj7f5X59xRj28NKVNL9mMHtpAYWYX+clX0EIbQKjkJp7HyoyiBzvQS6+7qG1PAGL+H2CJgHQ2o09cE710C/41v3XaCHMA1dew6M92YQ5kYemO8uKIhrYtGRudI50+OUdFpZ9AYKXPnJWRUjIzk2Z25qRYFwi4qIwGVtw/lcozNrpyAtR7j1NW7kNVz+39lVIyO5thZrpoXO/x6ESrAqiqstCK1N8/S+/xGSbHk2SzJpqmEC4pRmU3t0aorAygXUCFSyqV582d/diW5CMfW09TS4Turkl++P2T5utuj05lpZ/urilisYwj1Dg4ODg4ODg4XAEcoeYy4vV6+exnP7tgnHkqiqIsCDlXo6mjWFIXszK6ohDQ3RQsk7SZp5TFX/YLtkWykMOt6ksqR9yqzvWVjVxTXs9wcpadY8f5Tvduvtq5k7H0HH+y9VH8F6EN6myvccG2eKJvH3+8+2k2lNXyr9ZtZ01JlJDLg0tR+fvDO/nfh1694PX4dANdUbmurJF/s+HWhZSqUwm7vKgXWQR4PyCEimKUgFCx8zGklUYsk8xmF+JIe2k8t1C9CCMCSITiwVV517IeL2dCcUdxRe+jEHuH7MiP8DR8Dqlo5MaK/jFG9B5Ud9X5nOJpEUYYofnAzmOl+5HSPnsxSDHmq3CK+xsVt6No52aOK834Oa743LAsm91vDfHajt6F1267s4W77mk7Z6+UdLrAUz85wv53Rxdeu/+hNSsKNQB9vbN87R92n/HY12yp4ZHH1uL1ntvPjmXZ7N09xLNPHQWgpjbE4/9iCx6PzpEjk7zyYg8jw3Esa6nw9c6eYUJhN9dsqeWGG+spKfWc1++IuXiOsZEEa9dHWbs+iqoqaPria6soAn/AhWnaZDPLt+k6ODg4ODg4ODhcWhyh5jKiKAqBwMo3Ch8kPJpBc6iMt8b7GErGqPEvbn9K5DMMJGYo8/iJeJZ/YqspCg3BCDX+MOtKq/nNN37Inol++hMzrI0s9u8p1gsUj39qC9KFki7keX2kByEEn11zAw82rEd9j9Fz2sxjX4Sqgjp/KQHDTaKQpTEYIeoNXfAxP1AIgepvQahe7PwMZvI4xilVZ1JKrHRfMe5acZ0yXEUPbyI//ixmsgsrM4LmazyPZai4Ku4g3fsVzOQxCnMHULQQ5lxnMRmq4u4FX5eLidACqL5VFGb3UIjtw85NoLqXN9xdumYFLbQBofmwMiOYc50Ypded0/yykDrzTheApim0ri5j15sDFPLFtsOe7mm2bsthlJ5bG9nsTJrB/tjCn71enVWrrq5Y+8RclsRcjqNdkzz/bPei6p/liMeyvL6jl+nJFA8/tpZg8NwrjUzTxjRtQmH3GSqCxLJFaQ4ODg4ODg4ODpeHS/pY3rQLJHIzTCT6GIp10je9n96pd+idfpeBmYMMx7qYSPQzl52iYOUWevQ/rEgpKVg5ZtOjDMe66J/ZT+/Uu/TPHGA03k08M4FlL/+E82r7Th0yPNzXsJasWeB7PXsZS83NR8FKsmaBH/cdoHdumhsqm2gInLyBmsmmGE/PYb7HH0YVCiVuLyGXZ8WfEYEgoBfTmHrmJsmay7RonCdF7x0LBYGhaAs3R7aUHJkd47WRY5gXQRyqD5RyS3UrXbNjfPvobuK5kzducj71aig5e1HP7f2GUXYLiqcWOztKdvBb2IXFVR52Zojs8A+RVnrZ8e6ax1DcVZhznaSPfxk7N73kZ0pKGzsfw8qOrbgOLbgWI7INOzdBfuJF8tOvYWfHMCJb0UPrLvxEl0EIBU/dR0H1UojtJd3zdyuvvxBH2ot/TlyVd6GF1mNnRkh3/xVmsmeZsRLbTGJlRpBysUeTbc5dkvM6gRCC2row1dXBhdcmJ5P0HFt6jqfjhA9LIpFbeK2puZTyytNXEJVX+Nh+WzNbrq9j7bpKmppLqakNEQ5fXBPzEyQSeXa/PcTTT3YxO5PB5dKorgmyaXM1N9/axLabG1nTUUEo5F7Q/fJ5iwP7R3n26S7yOev0EyyDpilomkIqmce2l7+mlmUTj2XQNQWP58PaZung4ODg4ODgcGW5qBU1UkoKdo54epyuiTfpmdrNVHKAWHqMVD5G3sxg2gUUoaCpLnTVjdcIEnSXEfZEqQg00RTZSE14DT6jBJfmveAWoOeO/G9G48fOaYwQcG3dg3RUbb+guc8W27aYy05yeGwHXeNvMhLvYjY9StZMYtkmmmLgNYKU+mqoC3fQHr2F1orr8RnhhdYHVTFQhIotz/3L+6VAEYJ76jrY1dzLj3v3M5yMcVNVC4aq0jk7xnMDnawtreYXOm7CUE6W3j/df4jv9eylJVROU7AMr2aQLOR4a7yPPRP93Fe/lsZg2ZL5hBBsKq+j1h/m2917SBZytITKyVkmfs3FzzRvPO/UKK9mcEO0iecHO/m7gzsYSs5S6vbRPzfNa6M9eHR9IQXrQnCrGr+49ma6Y+N8+dCr7J4cYF1pNW5VI57P0p+YJp7L8EfbHqUtXHnB870f0fyr8DY+TuLQ75Lu/XtsM4G75iMoehArPURm8FuYsX0rGvnqoQ34Wn+VVNefker+K8y5w7gq7kCdj+C28zOYiS7M+EG0YAfBDX+67HGEHsBd8yjZkSfITbwESITqKUZmnyaNSVpppJkpiiDSws5NgrQomvxOY2VGQajFv9eqp9iu9Z7PQKPiTrz1nyYz8A2SR/+cQuwdjPLbi5VBQsHOTWHOdWJlBgms+wO09yRPqd4G/Kt/g/g7/4bM0HcwU724ax5B87eC0LALMaxUL2b8AEIPEtzwFwgjfHLthUsr1AD4/QZta8oZGopjzbfeHOmcYP3GKlyus/t1lUrl6e6axDSL4qnbrdHeUXnG8RUVfh58ZLGBe6Fg886eYb73nf3nd0KnQUrJG6/3AVAZDXDH3atoW12O13tSHLFtyfBQnDde72ffOyOYpo2UsO+dEZqaStl8bc05eeUEgi7KK/10H51keDBGde3iqj3blowMz9F5eIJImZeyCsefxsHBwcHBwcHhSnDRhBopJTPpYXb1/YB3h55lItFLtpBcNp3GkjaWaZIzUyRz00wkip4EmmLg0QOUeKtYVX4d66pvpymyGY8eOG/B5uDIyxwZf+0cRwmiwVWXRagpWDk6x17jle5/omdqD9lCYsk1y1sZ8pkMscw4fdP72DP4JGuj27m17XM0lm5EVTRcmgdFaFeNUHMiuvpXNt6BVzPYMdLN3x7cAVLi1V1sr27lCx3bWFMSXfTeVvmKRsHPDx4haxVAFtORSt0+HmhYxy9vuBXvCma6a0ur+MW1t/CPnW/wvWPvIAR4VJ0tlY3c37j2vM9FV1QeaFjHkZkxXhg6wl+++wJuTSfi8nFbbRs3Rpv59de/d97HP4EQgqZghP9y/UN8vestdo4dZ/d4P5a00RWVco+fa8rrlyRVfahQXHgafg4zvp/M0PfI9P0fciNPgNCQdg7FiOBb/Wtk+r6KmTy+ZLhQXXgbPw9A6thfkxt9kvzkywileE2lLBSjuYVAC65ZcRlCKOglW9B8jZjx/UjbRPXWY5RtP61vTHb4h2SHv1/02DET2Plp7Pw0SJu5A7+F6qpAaD6E5scVvRdv4xdAOyk6CS2Ib/VvgOIiM/D14vonXkKoHhACaeeRZhrFiCCt3KK5haLhqrybQMfvFkWe2bcw4/OilhBI2ywmZckC7tqPL2nfKqZGXVqEELS2lbFrZz9zc8X1D/THiM1mTusvcwIpJRPjScbHkguvhUs8NLWUnvZ3yErbdF3B5bpwEXYlpISSEg/33t9G+9rKJaKLqgrq6sMEgm6SyTxdnRMA5HMW7+wZpnV1OaHQ2QvQPp/Bho1VPP/MUX70g0Ncc20t8Xh2wci5ULB4e9cgMzNp7rhrFX6/68wHdXBwcHBwcHBwuOhcFKHGtPJ0jr/GTw/+Ff0z+89bLDDtPIncNIncNAOzB9kz8FMev/EvaI/ecjGWeVUhpSRTmOOZzr/j9Z5vk8gtH9l9Kra0SOZm2NX/Q45N7ebuNb/ITc2fxK0H0FQd086d+SDnwS3Vq/jGPf+CSu/SmyWXqvHb1z1AxiqwKnQyNlgIQa2/hN/acj+Pp7YxmSmKUAHdTX2gFK+21DR5e00rayPVTKQTpAo5bCnRVZVSl48qXxDPCga7AG5N5+dWX89tNW1MZZOYtoVL1Ym4fYSNkze7N1W18M/3fIFy99JWCE1R+U9b7idVyLG6pHLhPCq9QX73+of4+fatJPJZFCGIuP3U+MPYUvK/7/gs5Z7i8RQh+EjLZrZGm2kNVwBQ4vLyJ9seQxPKghHwTVUtfPXOn6c+cLICQxUKG8pqWV1SyXAyxnQ2hWnbuFSNUrePCm9gRZPhDwNCCFR3lODGv8QVvZfc2LOYqeMI1Y0e3oSn7hNogQ6s9ABCCxTNh09BcUXwtf4Kroo7yI0/T2F2N1Z2FKSFYpSiBTvQS6/HKL3xdCtB9TXiqvkI+fFnkNLGXfUgmr/5tOu3c1NY6SGkLLYwCj2MFnpP1Qp2URAxE1jZcST2orZGIQSar4nA+j/GXfMYuYkXMOMHi5U5yIX1G2U3o81XCS1aterC0/A5jMg2clOvkJ/cgZ0ZRlo5FCOM6mtGL70Bo+xmxClmw5dDqIFi0lPzqgjv7h0BIB7L0H106qyEGsuSHOmcIJM52fbV3lFJKHx1ipuKIrj2ulpWt1esWBkjhCAcdnP7HS0M9s8upGINDcboOz7Dxs3Vy4473XymafP6q7088cNDxWh5y2bHS8exLBuv12DrtgZu2FqPolxtTbUODg4ODg4ODh8OLliosaXF3sGn+NGBP2cqOXDafQWi+JRWymUrbU7F5yohGlp1xv1Oh665MFQ3trSxpY2UNvKM0b6XFokkXYjz9OG/5aWj/0jBWppQc4LTXbPp1BBPHPhLQBD2VKIpLiC57HEulHJPgHLP8jdKqqIsMfd9L4aq0RiM0Bg8s5mnKhQqPAEqVpjrTGiKesa5yjx+yjzL+1UoQtBRunxij1c3Vty2ubxu4f+FENT5S6jznxQJDFVjY1ntojGnu6YuVac5VE7ze4Qvh5MoRinuuk/hrv3YyahqoYIofqQF1v7X4uvK8tVXQjHQwpuL0drzrUfzW0AoxfajMzg/CaES6PgdaP+t+Re0hflXwtvyS3ibf/HsTlKoIJZZvxAomg+j/DaMsltWXv8KlT1C0VADq/EGWovVRQv+Sqec+ykiqn0ZWp+gGFu9ek0Fhw+Nk89ZSAmHD41z/Y11GMbpr28ykaO7a3Lhz16fTtvqMnT96kxJ8wdctK0pP6vI7eraEA1NpXQeGgcgm7XoPjrJ+o1V5ySouN0aN29voq4+zNEjE0xOpMhkCuiGSiTiZXV7BU3NpeectOXg4ODg4ODg4HDxuCChRkrJ+Nxxnu78W6aSg0u2K0Il5Kmg1FuD31WKW/ehKQZ5K0POTJPKzZLIThPPTpIzlyaKrKncRtgTPe+2J4A7Wh+nI3oLmfwcqXyMVC5OppAgZ6bIW1kS2Skmk/3nffzzwbIKvNn7fV7v+dayIo1AodRXTcRXR9hTia66KFhZ5rJTzKSHmUmNYNp5ANL5GM92fpkNNXfBWYhfDg4fCMR8WLxYobpopdcXHULMCyvn/zEoFB04e8PVc93/tMe6gPUXP1PVohh0lkjz0ojApyKEoKm5lJISL+NjxSqe8bEEY6MJ6upLVgzUklLS3z/LzPRJE+7KygDVNaEL9jq7VAQCLioq/WdcnxACl0ulrj604L8jpWRyMkU2U8DrO/sqOyEEmiZobimlviFMPmdiWRKhFOfQdfWqvV4ODg4ODg4ODh8WLkiosewCb/R+l+HYERaLBIKa8GpuXfVZmso2E/HW4DECKPM3BRKJlDbp/BzJ3AyxzDj90/vomdrLUKyTeGYcXXVxbf2DKKfxezgbOqq2L/GakdKmYOXIW1kOjrzEV9/8fy9ojnPl2OTbPNf5v0jlY6dsEZR4o9zc8kk2195HxFeLS/MhhEBKSd7KMJsepX9mPzuOfZ2+6X2Ydp6Z9DCv9nwD2746/GkcHBw+WEjbLHr3XCZCYTer15QvCDXJRI6jXVNUVQfR9eXFpVzOpKtzcqHtSVEEHesq8Xiv3uSi0ojnjFVCJxBCEK0KYrjUBaPkuXiWZCp/TkLNe4+n6+qK19PBwcHBwcHBweHKcUFCTSI3w+HRHZxayRENtvCZLX9IY2QTilj6dE4gEELF7yrB7yqhMtDMqvLruNXKMZ44zuHRV8lbWaqCrReyvBURQsHQPBiaB79rqYfFpSRnpthx7OvEMkujf6uCLTyy4d+zrvp2dMW16LoJIXBpXioDzVQEGmmMbOKpQ19i98CPKVg5LPvcI5uLJsReFHv+x0BKbFtiWcX307Y08nkLRQFFURBiZdPN8+FE5K5lFedl/s9CCIQiUFWx8OeLPociin4n5zGHnL9Oti3nI8dZuDaqWjzuxX4ifWIe27KxT5lTUYr/Ok/BHS4V0s4iZf6yzacogtXtFex6Y4BczkRKOHpkgi3X1RIuWd5vJjaboff4Sa8vf8DFqtalCXFXE4GAe8UKoeUIh91o7/GyyaQL5LLmWY8/9fPqdPsAjkeNg4ODg4ODg8MV4oKEmslkH3PZqUWv6aqb6xoeoSmyGeUsI4uFEGhCR1N0Gko3UBdei2nn0dXzi1O+WpFS0je9jyPjO5f4zXiNEA+t+3dsrLkLdQVfDZgXMVCp8DfyyIZfI1NI8O7QM+e1nk2199BYuhGJTTKZZ3goTu/xGUaH50il8kz3+Pg/3W9TGvHS1FxKY1Mp4RLPWX95l1KSSOQYGy0+FQ8EXUSjgYUKoWQyz0D/LMeOTjE5kSSdLqAoAq/PoLzCT0NDCTW1QUojK8e0SymJx7JMTCQRQCjsoaLSf3JbPMtgf4xj3cU5slkTRVEIBAzKyv00NJZQVx8iGHKfldCRz5mMjyfp7ZlheChOLJ4hn7PQdZVw2E19YwmNjSVUVgXO6Um1bUumJlPEYhkURRCJeCkp9S6cx/RUmp5jUwz0x5ieSpHPWaiaQijspjIaoK4uTENjCW6P5gg2DhcdaWXgPMTg80UIQVV1gKqaIH3HZwCYGE8y0B9bUajp6Z4mHjvZStrUVEKkbPmY9qsFl/vcfgW7PTrKe4SafN7CLJx9JaVlSQ7uH8Xj0WleFVn2MyqXs+g8NI6iCtatj55T/LeDg4ODg4ODg8PF4cIqarIzFE5JGXJpXmrDa85apFkORfn/27vvKLmu+8Dz3/tS5aqO1Tl3IzQyQBJgJhhFUaasHB3k9Vi2PLZ2Le/O7mhmR/aZXaczY43jGXlnnMbSyJIlmjQpUgxiDiICQRKxge5Go3Oqqq6u+MLdP6rRQKMbQDcywPs5BwT71Qu3qlCv6/3e7/5+OpZ2bXbpuBhFN8eeE0+TKSYWLBdCY2vjw2xqfPCcQZqF2wjKA3U8uPbL9E29Qyo3tuLxhH0VWCLG0SOTvPJSLycGchSLFlC6C10AehKlQNzbb52gpjbClm0N3Ly9iWDQXFZA4NiRSb7zD+8AsHZdDT//pW0IITl2dIoXnz9Gf980tr24uPOhA+O8YWjcc28HD3xo1Vn3Lz3JgffHeOwH7wOwZVsDn/viFlzX48jhCZ7/cQ9DQzO4zlIFpMewLJ2PfLSb7bc2n/N5eJ5kZHiGV17qpefwJOn00t213tk7TCTqY92GWu68q43KqtCyAluO4/LaK3288dpxdF3jvgc6uf+hVeTzNvvfG+Wln/QyNpqev9O90AiBoMkv/NJNtLVXLLWCcjlIeVphcu2GDpBJJ4u8goEaKLWSXrO2mqETSWzbI5ezObB/lLXr4osCDPm8w4EDY/NTggIBk7XravD5Lkljw8tG18SKMmp0XUM/7Xziul4pU3CZ0ukCP3nuKLqh8Qu/dNOS3bCkJzl4YIwTA0nq6qPE40sXXlcURVEURVEun4v6FrvUhYknXQpODinlDX3hciHS+SmOTry9aHnAjLKt+SOYum9F+xNC0FTWTXvlFt4ZfGZZnbROZ9sue3cP8cJzPSSmTxXgPPNtk/JUoGJ6KkM2U+Se+zoIBJYXrDlpdraA63oMDc7wxGMHFgQeTu7m9ECEaelUx89faPPMYziOy7GjUzzx2AEmJ07V1VjqGD6fq5L4ZAAAIABJREFUQWXV2TN2oPTcB08kefyH+xk8kVpwYXT6Zif3m54p8PabAySmszzw0CqamstW9Bxc12M2U8S2XXb9dJAXXzjGTOpUpsBSzyMctohGfeozdwVIz8GZ7cFJvTvX1ttDsyowyzZjRLtBLP9zIaUsdW1aanVJafnJv5dadvpjJx+Hxftbavnpy86zP+lmrmhGDZTOb12rqnnr9QESiRxSwsDxJKlkfsFntlRUd3Y+cw9KtV9a2yqu+c9D6f1f0RYXVTI+n7NJpfK0d1aeta6Nz29QHQ9z6MA4M6m8CtQoiqIoiqJcBRcVqAn7yjG1hcGFvD3LodHX2Nz4ED7jxsuKuRjHp98jkR1ZtLy1YgON5WsvaJ+WEWB9/U72j7xE0c2df4M5nifZt2eYZ546xOxsqfZEJOqja1UVnauqiMX8aEKQTObo70tw6MA4qVSeQsHltVf6MU2du3e2Y63gjnUh79B7dJrnfnyE0ZE0oZBFbX2E5pZyYjE/uq6RThfmOrzMYFo6zS1lK3o98jmHw4cmeOapw0xOZIhGfdTWRWhqLica86FpGjOpPMPDM4yPzRKJWNTXR8+6PylLQZp//sF+TgyUij/ruqC+IcaatXHqGqIEAib5nM3I8AwH9o8xOpLGcTyOHJogm7X59Gc3UVO7snbjs+kC774zwnPPHCGXsymvCNDUVEZtXYRwxIeUkErmGBxMMTmRob4hRnn5tT3N40YgnSyZY39Btu+vcHPD4GZLDwgTPdCAv/GThFZ/Dd0XX9b+ipOvkn7/65dxxJeGdLO4+eErftyq6hAdXZXs+ukgAFOTGfr7phdMaXJdybGeSdIzp7Lc1nbXEImuLPB9Ndi2t6LAi+N4eO6p7EDD0BZMhTr/8VyKRZdYzI9hLJ31qmmCcNjCdSX5FdS/URRFURRFUS6diwrU1ETaiQXipPLj88s86bLnxFPUxTq5o+NzBMzINX9X80qQ0uNE4n1ydnrBck3otFVuuaiixq0VmwhaUYq55QVqpJSMjszw/HM980GaltZyHnx4Fe0dlYtqEmzZ1kjv0Skef2w/oyNpbNvljdf7qW+I0r2+Ztnv78xMniefOMjkRIauVVXcfW8HrW0VWNbCC4aTtWXSMwViZSurUzQ9leWpxw8yncixtjvOzvs7aWyMYZwxVcLzJMlkjlzWPmtXGCklmUyR557pYfBEKUjj8+ncdEsTO+/vJBJZmMGybkMtN21v4o1X+3nt1X6KBZcTx5M8/+xRPvHpDSuahjE4kOR4fwLXlWy9qZE772mnrm7xZ8lxPKYmM0gJuqFqSVxO0nPIjzzO7MH/iHTSZzxo42b7yfT8FxAakXW/O9eK+zz7LE5hT712mUZ8/fP7Ddauq+G9faPzRYXfe3eEzVvr5wMNpSlRp34HhcMWq9dUY1wHn4dsdmUFmjOzNu5pGX2Wz1hRLayThdpLBePPTJ8qOVksvbT+ioanKIqiKIqiXCIX9U02aMVYXXPbouV5Z5anD/wFP9z3+xwZfxPbLcx33/mgKroFJjMn8OTCO5QnOzmdbF1+IYJWjPJg/bLXdxyPfe+MMD1VygYIhS3ufaCTjiWCNFC6w9reWcltd7TiD5SCDZnZIvveGZ6vCbEc+ZzD+Fia2roIjzzaTWdX1aIgDZQuJsrKAjQ1l531ru/ZZDJFJieztLSU8cij3bS0li8K0px8ThUVQRoaY2ja2T8G/X0Jjh2dnJ9mtHptnLvv7SAaXbr4cCzm5657Oli7tmZ+2ZHDE/T3JVb0GZiezpGeKbB5az0f+vDqJYM0ULqjXlMbobZuZRk7yspJJ01++F8WB2kWrGSTH34cN9N35QZ2AxNC0NxSTkXlqezM0ZE0E6dNaRwdnmFq8tTPNbUR4rXXxw2CmdTKfjemUrkF59xAwMS/goLElqXj9xskprMUCktnyziOR2I6h66La77Gj6IoiqIoyo3qogI1hmaxo/Xj1ETaFz2WKSZ5+ei3+avXfp3//sb/yjuDzzCVGcT1nIucZX99ytuzJLOLW3L7jBBV4aaL2rfPCFIZalj2+tNTWfa/OzrfpnXV6mq6VlWdM4Ve0wRr19XMTxOSEo73J+aDPcsVCJrsvK+DuvrIZWv9Go36uPeBLqrjoYu6WPM8yd5dg/PFjiMRH7fd0UosdvYsHyEEwZDJbXe2EgqXakBkM0X27R1e8TSCeE2Ye+7tWHZHKuXykm4OZ2b/eddzM/04s8euwIg+GKJRH6vXnJpKlkrm6T06het6uK7H0Z4pMnOZgbqu0b2+hkBgeUXZr7ZkMjef1Xg+UpbqhBWLp7o8lZX5588zyxGJ+qiri3L8eIKD+8cXBdo9T9LfN82B98corwhSWRVa9r4VRVEURVGUS+eiiwnXl63mQ92/xuPv/mcSuTPrr0jShSn2nHiK94ZfoC7axbq6u+iuu5v62CqCZhQhbuxuKScV3RyzhcSi5ZbuJxpYXj2LszF1HxFf5bLWlbL0RTyVKk2TMgyN1Wuql9WCNeA3qG+M0Xus1C43lcwzNZUlXrP8gr9NTWW0tV/eIp9tHRUrLuC7lOnpHMPDM/M/19SGaWyKnXe/Qgjq6iI0NMQ4cngCgL5jpdbBK7mAXL2m+pytyZUrTSK9ZVxUSxu8pbuCKRdm7boa3nz9OPm8g+dJeo5MsmlzPa4n6eudnp+qU1bup2tV9VUe7fKlZwoMnUgRO08wVkpJNmsz0J+Y72CnaYLa+uiKMmoCAZOtNzUwMjzDk48fYHAwSVNTGaGQRaHgMDqSZs/uIWZm8uy8v5OyFU49VRRFURRFUS6Ni85r1oTGtuaPIITOMwf+kpGZniXXs908A4n3GEod4s3+H9BUvo6tTR+ms/omKkONFzX153rguEXyzuyi5YZuETAvrquGrhn4l7kPz5OMjc5SKJTuyhqGTnyZnZU0XSMSOVWg0/MkqWR+RR2+Ghpj+C/z3e6m5rIlp1St1NRkhkzm1IV5XX0Uc5lTsXx+g3hNmKM9k3he6SLr5LSv5dA0QUtruQrSXEuEge6rxk0fOvdqeghhnr1AtbIyQgji8TANjTGOHZ0CYHgwRSJRmgY0NnpqKlpbewVl5ddPEftczubQwXE6OivPe14cPJHixInU/M9+v0FHZ+WKzhFClDIjU8k8L7/Yy+uv9GP5DAxdw/MkhYKDrmts2lLPTTc3qvOPoiiKoijKVXJJJqD7jCDbWz9GU/k6Xjzyt7w/8hOS2dElpzi5nk0iO0IiO8L+kZeoibTRXXsX21s/Rm20A+sG7RTlSYeik1+03NT9aOLi3gZN6Jj68u58FgsuicSp6UpF2+Xxx/ZjWecfg0SSTCx8DrlsEemxrEl0QkBZeeCyFvnUNEFZeeCip1VJWQpCFU6brhSviSzdRnkJQgiqqkMYpkax4OI47oJW4eejGxplqovTNUUzo1jxeylOvV5qqX0WRmQNRmTNFRzZjS8YMlmzNs7AQBK76JLJ2PQdm6JQcOdrrQSCJmu6a/D5rq+g/3v7RojXhNlxWwuGsTjDVErJ1GSWnzzXs+B81NpeQXPLyovQBwImd97TRnNrOYcOlLrU5XI2pqVTVR1ibXcNbe0V1830MUVRFEVRlBvRJasUqAmNhthqPrnl33Fzy6O82f8D3h9+gdlCclEB3ZNcz2Y4dYTRmWPsG3qWzY0Pclv7p6mNdNxwU6I86S35Ouiasdxr/3MQ6Nry3krbccll7fmfXcejv2/xlKzlct3lVxzSdQ3L0i/r+6rrGqZ58cfwPEkuZ3N6nc/gWbpDnU0waM4HjFxXLsjOOR/L1DGMG+ff/w1B8xNo+izF8RcoTr1ZmuK0cAW0QD3Bjl9F89de5MEEaBYXWUbsEvLAK8JVqi8mhKBrTTVvvTnA5EQG23bp7Z0mn3Pmpz1Vx0O0XkAWmpQS1/XwPECWzmelZRK76JJOL5zGVsg7JBN5PFeeCqyIUiBaCIGmlf4sK0tRE2SzNj957ii5nM3GzfWUlQXQ584btuNyvD/BG68eX3CeDoUsbt7eRCi0/Po0pzMMnfaOClpay/HcUy3CNU1cF92yFEVRFEVRbnSXtKWDEAK/GWJVfAfN5eu5tfUT7Bt6lgOjLzOW7sP1zrywKfGky8TscV44/NccGnudD639Cuvrd+I3b5xChgIQlyAks+S+hWC5qR6eJ1fUqelSOnkhcz0cQ0pwnIVZEytpgwtgnBYwklLOFyVeDqEt/z1VrgwhBHq4i+jWvyDX/9fY02/jFadBeggjiBFZi7/p0/ji9yLExV3sar44oa6vovkurn7VpeLlR8j0fBOvOHXVxlBREaCjq3I+M62/bxrPPRU4WrMmTvACAheZTJHXX+knkciRzzsUCg6FvINddHE9j3xuYYD9aM8ko6NpDF3DMDUsy8DnN/D5DHw+nfUb6uhaXYWun//zu2FTHUd7JpmdLfLi88fYu3uIquoQ0agfKSWJRI6x0TSZ2eJ80FjTBFtvaqBrVfVFZQ4KIUrBYBWYURRFURRFueZclt6bQggCVoRVNTvojN/CPZlf4OjE2+wffpFjk7tI5SeWDNq40uFEYj/f3vV1bm//DA+v+9cErRuj1oMQOrq2OCPDcYsX3QVLSok8x1SMBeM44+dYmZ+d93UuqD2zEvGa8GXr3nQ1CcGitt2ut7IAl+d68wkIQgi0ZVy4Kdc2IQRmtBtjwx8inRm8YmIuUBNCsyoRy8xsOx/NFyfQ/AX0YOMl2d/FcmaPke3/W7iKgRqfz6C7u4Z9e0od1LKZU79DwhFrrij6yj9juZzNnt1Dy+5gV5pudfZ1o1E/nauWV9y9s6uSjq5KXnz+GNNTWaYmS3/Oxh8w2Lipjnvv78Q0VYBFURRFURTlRnVZAjWn04RGdbiZymADmxseZCh1iHeHnufA6MsMJw/jLjEdKFNM8tLR/0F1uIU7Oz930XenrwW6ZmAafjijGYztFs6aabRcnvSw3eV1mSlNPzr1tuuaRteqKqqqLyZ76cYLQGiaWNRNpbDC9tqFgos3dxtcCIHfd9k/bsoVIoRAmDE0M3Z59q/7EMa1U6NI6AHEEoHmc5FSgjf3Z6lYtABOq8kiPQmuB/rcPCJJ6Wc5t64maGwuozoeZngotWBXDXVRqiuCYHtIDdC0uelIp85NUs7t35s77lyAWSDQdYGuCaTjlZafDPhIFi7zJHIui0doAjSx6PS3ksB1sehyy45mYjE/r7zYx8DxBLbtLphyeTJLsKo6xPZbm9m8pZ5gyLqgzEEpJYnpHP6ASSBgLLkP1/FIpfJomiBWdu5uVIqiKIqiKMrlccWuHDVNJ2BF6Ky+mdbKzdzV+QXeHX6On/Y/xonEfpwzghUFJ8PzR/4bXfFbqI12XvdfFk3dR9CMMs3QguWOVyBTTBHxV13wvl3PJmcv7ii15DgsnUjk1PSAXM4mm7Wv+9f3UhNCEI74MC0du1jKVkokcivaRzKZm2+laxilix5FWQ6hBxD6tTP1U+gBWEGgRkqJ25+g8EIPhbcHkYlsKRBzGr0uSvTr96HXlDqh2e+NMPunrxH8whasLQ0UXukj/3wP3mQGEfbh295M6JMb+ewXNs8XEJZFF/v9UfSfDpD96mNkii56Qwz//V1YtzQjYqc+czJrM/vNl7EPTxD7Dw9gdJTOubEyP1/8xW3k3xlh5g9ewHdLM6Ff3o4IGLgjaWb+3+extjfjv6eD/DOHKbw5AHkbvb0S/8NrsLY2IE7rMheJ+tH15d1cKBQcTFNnzdo4DY0xhgZT9PcmGB9PU8g76IZGeXmQxqYYbe0VVFQGl73vpWSzNk8+cRApJT/78fVEY4vPSbm8zbPPHCGbLfKpz2wifIHZloqiKIqiKMqFuyq3+A3NpCrcxM6uX2RL48O80fs9njv838gUFxa1HUv3sXfwaR5Y8yuY+vX9ZdFnBJcMxhScHInsKLXRjgvet+3lmclPLGtdy9Kprgmj66JULNN2GTyRpLmlTAVrzlBVFSIUskgWSwGaocEUnieXNb3CcVzGR9Pz9YAsy1h2a27l4kkpKWSmSY0dZvL4bjLTJ/A8B1+okqrmLVS33oIvXLko40J6DsmRQ4z3vcnMRC+eU8DwhYhUtVHdejOxmtXoxqlAp+sUmJ0+wdSJd0gO76eYm0HTTSJVbcTbd1Be342mr7x7jjAiCP3CCsVeDkIPIrTljUdKiXs8QerrP8Lpn8Z3exv6mjjuQILCq31IVxL4yFqsW1sQpwUB5GwB5/A49p4hiq/1U3jxGFplEEwdt28aO2gS+Nl1VMfDpfUdl+w/7iPzrbdKRaW6qtBifpwDY6Re6sV/fxfhr96BXl1aH0/iHE/gHBxHnlZ3xjR16uqiFAeSBNMFfAKiDVG0kIXjSYJ5G+3AKOJ4gtDIDHpnJTJrYx8eR/ROEf7KbQQ+sQFxAQGUUiFkiRAa0aifaLeftd01K97Pcs3OFjjen6CmNoxpLV1zy+83CIctDh0YZ3IyowI1iqIoiqIoV8FVnYshhKAsUMO9q38J2yvw3KG/ouieav8spUfv5B7y9uwNEKgJEQssLgxacLJMZU5c1L6LTp5kdnRZ6wohaGwqIxAwmZ0t4jgeR49McvP2pmW16P4gqawKUlERIDmXSTM2miaZzFNZef4pKalUnpGR9PzPFVVBKiqunaksNzrpORx+9f+jb/f3cYo5rEAMoekUMlP07f4+jeseYtPD/ye+YNnpGzFy5GX2/ej3yM2MYfojCM3AzqdxnTwVDRvZ8en/RKj8VN2Y9EQfb/3T/056og/dsDB8YVw7j51PEyyrZ/OH/y0Na+9b4egFwirjmppSqFmgLfMc7EkKL/ViHxon+OnNhL+8HREwkXmH9DdfJv/EQYzWCvwPrl7yKeafO4JeGyHyb+/DXF8LmkAmc8iiiwiXxiClxDk8QfZvdyEiPiK/cTvWtibQBN5khvSfvUb+mcMY7RWEvnRzaf7QRbDfH8O6pYnYHzyCXhtBuh6FZ3tI/8krZL/7DtZtLRiNZeff0ZmucBMtu+CSy9mUlwcWTe08Sdc1ojE/tr2wQ6CiKIqiKIpy5Vz1K/OTnaLu7PgcvZN7ODT22oLHR2d6KThZIiyvOOO1ytAs6qJdmLpvQT2ZgpNlMHkQ2y1ccDAqnZ9kfLZ/2es3NZfR1FLGwf3jABw7NsXB/eOs31h7UWn1NxrL0tm4qZ6+3gRSSqansuzbO8ydd7edswOU63rsf3dsvjuNpgnWra8lFL52MiRudEIzKK9fh6abxNtvJRCJIzSNmfGj7Hv6D+jb80/Urb6bxnUPzdfAKuZmOPjiX2IXZtn6M9+gsmkTQtNxijmSoweRnocvVLHgOL5wBXWr7qFrx89RXr8Owwri2gV6d3+Po2/9A4de/hbx9u2YvvBKRo9mXVvnOyEEmrnMjDDXw94/hhay8N3eglZeClAKv4nv7g5y338P59jkfI2YM8mcQ+hXdmDtaDmV8VR1xjSwvEP+6cN4Exkiv30Pvnu7EHPdi7TyAOFfu5Xk0UlyTxzA//Aa9LqLK0qvhSxCX9iKueZUsN3/M90U9wySf/ow9r4R9PrYWZ/TtcKTEulJLGvp+jQwVzDb1OfbliuKoiiKoihX3lUP1JwU9lfSXLFhUaDGdnMLsmyuV0IIWis3ErRipHLjpz0iOTaxi1RujKpw84r3K6Xk2OQucnb6/CvPCQRMdtzawvG+BNmsTT7n8OOnj4CANWvjWJa+5Jf40hd3ST5vMzE+SyjkI16zkgvQ60/3hhr27B5k4HgS15W8+fpxysr8bNxUh35aIdSTbNul58gkr73SNzetAWpqI2zYVKeCYFeQEIKmDY/QtOGR+Z8BwpUtpMaP8v5zf0xy+CANax+Yn7JiF2bJZ6bwh6uobruFUHkjQgiklJTVrV3yOP5wNRse+K0Fx5VSsvr2LzHZ/zaZ5BDZ1CixeOdKBo9mVZx/vStMGMstnCwQPh3pSWTeQUp5qmBwzgEhEOcorG20VWCuqz3nVEyZsynuG0aUBzA31S2adqTXRTHX1VB4qRenf/qiAzWiPIDRuXDqqgiamN215J/rwTk8AQ+sgrNMJ7pWGIaGaemk0wUcx8NYojW350kys4X5gI2iKIqiKIpy5V0zgRokLGh1MUcIDV3cGF8Wa6OdVIWazgjUwGi6l97JPRcUqCm6OQ6OvoqzzK5PUMrw6OisZNOWen765gCuK5kYn+WJxw5wvD/BmrVxYjE/vrmLKcfxyOZs0qk84+Oz9B2bZnIiw/0Pdd3QgRohBNGon9vuaCWZOMjMTIFkIsfTTx1mZqbA6jXVlJUFMC0dx3ZJpvIcOjDO228NzBceNk2dHbc1U14eUDWArrClXm8hNIKxOnTDh1PMcPrcE1+onFi8k9GeV9n/wp/StvUTVDRuQDfP/t4tfQyBbgUJRGvJzYzh2SsNNAs0s3yF21x+wlzmZ10XWFsbyT91iPzThzHaKtCqQnhTGfJPHkBEfJhbGs66uVYRhPMENaXj4U1nET6jVDD4jLdBWDpaeRCZLSJnln9uPOuYQhac0Q5bCIGI+RGGjpfKLfn761oTCFqUlfkZHkoxNZkhXhNe9G84nS7Q35cgEDSJRK/vKceKoiiKoijXqwsO1MjT2g5fClk7xVDy0KLlUX81lhG4JMe42sJWOZsaH6R3ci+SUynlRSfLS0f/B6viO4gFapb9mnrS49Doa/SMv4VcYbEDy2dw34NdSAl7dw9SKLjMpPK8+lIfb791glDImr+b6roehYJDLmufVhxXx3Wv/QuTi6Vpgg2b6nAcj2eeOkw6PResefIQb7zaTzjiwzA0HNcjky6STObmM2mCIYsdtzWz9abGFbXsVS4NO59mZvwoE/27mJk4RjE3g2tnySaHsQsZpFw4rcOwgmx48GsADB34McMHn6Osfh11q+6moft+wuVNCG1h0NjzXHKpEaYG9zF94l1y6THs/CxOIUNy7DC6bl5AGRKB5rv2Mmo0Y3lZKULT8N3Xif/dEfJPHsDeP4oW9SNzNtLxCP/yLfjuOUfx9OVknolT2UtnfYGlPLnissYtPQ95lqk+8mSb8CWPIS+6Bs6VEo36WL0mzmuv9PHUvxxk572dlFcGMQ0N15OkZ/K89ko/vb3TrO2OzxduVhRFURRFUa6sCw7UFJwMB0dfpSxQQ11sFZbuR4jFU0HOR0qJKx32DT5L39TeRY83la/Db9wYXxZ1zWRd3T28fPQfmJwdWPBY39Q7vHDkr3lw7a8Sss7fgcmTHkPJg/z40LfI2jMXNJ5IxMdDD6+mqjrE66/2k0rmcF1JIe9QyDtn3U7XNSJRH6HQB6PmimFobL2pEcPQ+Mnzx5icyOC6HolEbsmW3ZomqKgIcvfOdjZuqce6xqdD3GiklBSy0+x//k848f7T6LpFrKYLX6iSQKQaKSUzk72LthNCI1azmls++UdM9r/N0MHnGO15lcnjuzj+zmOsu+83qVt1z3zXJykloz2vsP/5/0J6sp9IZQuh8iYC0ThISSY5hOdcQDaHEIhrMqNmmdOHBIighbmmmuKbIXx3taPXhBEhC6O7BnN1fFF2ysrHoqPVRnB6JvEmM9BYtiCrRuYd3PFZRNhCK/PPjwshYK5Oy4IpWZ7ES+XBdpc8nkwXkLmFhXWllHhTGWTRRasKwXUQjNU0wc3bmxgbm+XIoQkGB1JUVYcIBE3sosvkZIaZVJ54TYQ77mpbcmqUoiiKoiiKcvldcKCm6OZ4ve97DCUP0VF1E921d9JU3k1VuBmfEVpWwEZKyUx+gn1Dz/KjA3++KODgM4Ksrbkdnxk6yx6uL0II6qKdbGl8iOcP/3c8eeqiwPVsXjn2HVzPYefqX6Qy2HjW19B2Cxyd+ClPH/gLeid3X9R4giGT225vobW1nPffG6Wvb5rEdI58zsa2XUCgGwK/zyAUtoiVBWhpLWf1mmpqas9fXDRa5mdtd6kAp25oxGL+Cx7vWZ4E5RWB+WMYpk74EhftFUJgGIJNW+qpqY3w3r4Reo5MkkjkyGVtXM9D1zUCfoPyiiDNLWVs2dZAfUNs2Rc6mhDU1kXmn0cgYOI7S1cW5TykZOTQTzj20/9JReMGNj/8fxGubEE3fAjN4Pg7jzF5fNeSmwoh8AXLqF97P/H2W0lP9jJ44Mf0vPH3vPfj/0SorJHy+m4ACplpDr74l6TGeuje+RVaNj2K4Quj6SbFXIpMcpjU6OIswfPT0KxrMFBjLL+9vDuaJvuP+zDWxAn/xu1o4Us7hUYETKytDRR3D2K/M4y5vhZxWj0VdzCJc3AcvS6K3lJ6LYWpowVL3ae86ezCHRYc7L1DZ83O8VJ57ANjGM1l89kzcraIvX8MpMTsqlpeJtBVJoSgsirERx5dyytlfo71TDIyPEPRdtF1jXDIYsOmOnbc1kJT8/lvGCiKoiiKoiiXx4VfCUpwXJupzCBTmUF2DTxBLFBDPNJKTaSNhrI1xMNtRPyV89k2ElmaKmCnmcoM0je1l97JPXNdjxbXcVgdv5XuurvRxMq+AJ88hisdPM+Z+9vFlQ6uZ1NwsuTtWfJOht7JPUs+uePT77J74Cl8RhC/GcZvBNE1C10z0IS+4G9LDyx7epauGdzV+UX6p/ZxdOLtBVOWssUULxz5a46Mv8XmxofoqNpKWbAGTRhI6ZEpphhMHuDI+FscGn2VdGEKAFP301C2hpFUDwUns6LXSgiBYeo0t5bT1FJGNmOTTObI5Wwc2wUh0HUNv98gFLIIR6xlt/EWQtDRWUXHGUU4LyVNE6xdV8PadTWXfN9SSiQSKb3Se61rNDTGqG+IcvudrSSTeXI5G9f10HSBz6dRUREmHPateKqTYercensrt97euqz1C06WZw9+C0faPLLuN6/79vWXkpQuk8f3zBUU/jBVzVvnL649zyWTGMK1z53pIoTA9IepaNxIWV032eQIg/ufJjl6cD4B0laJAAAWMUlEQVRQk00OkZ7sJRrvpHXzzxIsq5/fPjczSjY1ct6xmuU3Ubb922cc3MCIrFnhs778tOVm1AAyW8RL5BA+A/vdEbTqUClTSAhEwEQrDyAC5oUPxtLxf2g1+WePkP3OXkTEh+/WFtA13LE0s3/+Gl4iS/gLW9BOTt+xdIx1tfBSL9nv7EWPh9Eqg8i8Q+HlXvIvHAX9bJ2obLJ/txutIojRUg6uR/5Hhyi+cRxzXS3mpvprvuPTSZomqI6HefRn15FIZEnPFLDnAjWhkEVlVQjTXHl2rKIoiqIoinLpXLJb9p50SWSHSWSH6Rl/C10zS3+Egc8MYmgWUnrYboGim8P1HBy3gCuXnmJTFW7mwbVfJrDclrCnSeRG+Jf3vkm6MEXeyVCwsxTdHAUnQ9HJI6WLN3cB7nlLH3/PiR/x7tDzpQsLNDShYegWPiOIzwhi6QF8Rgi/GWZr08Pc3PLossdXFW7moe5fI7V7fFFbbU+6DCTeYzh1GFP34TcjmLoPxyuSt2dx3CK2W5ivcSMQrK/byR0dn+U7u/79igM1pxNCEApbqo30afqm9pItplhbeyeGKF1YCiGIRP1EoqeygxLZUQ6NvkyN/yE07RJnDS3B9Wz6pt7B8YoLMrMUgFKQxfMccqlRHDuHpptI6TF5fDeDB36M5xYXbZVJDpOZHiAa7yq10567UC1mE+RnJ9F0C1/wVO0Y3fChGRbFbJL87CT+SHVp/Xya3re/S2b6BFbg3MENLdCAv/FTSz6Ha81yM2qklOjVYcwNdRReOkbytx5H6BoSEIaGVhPBd3srwS9uRasIXlBAQAiB3lJB+Cu3M/unr5L+45fJfjeK8Bm4o2koOAQ+toHAR7rn9y+EwH9fF/auQQo/HSD5W4+jxcPI2SIyb+O7s53Ci8eWPJ7RVoFWEWDm3z9d2ibv4J5IolWHCP3iTaeCQeeh6xrmadO+tLMEhq4Ew9Corg5TXX1jTC1WFEVRFEW5kVyWuRWedPFcdz5LJlNMLHtbgaC5fD0fXv8btFdtu6Av8Zliin1Dz5IpJle87UmuZ+N69nnX04RBPNKyokCNJjTW1t7Jz276N3x/739kOju0aB3HK+J4xXO23daEzqr4Dj668beJBaoJ+8uZzAycdX1lpSQ/7f9nLN3HqvgODO3sGQB9U3t5ve/7rKm9g4C18uCicukITadu1d307f4njr39XXIzYwRideRmRkmNHqasdjW5mbFF26UnjrHniW+gGT7C5U34QhU4xSwzE73MTByjeeNHqGjcML9+qKKZeNt2BvY9wds//DrxtluQUpIYOQDSo6plGzPjPeceqxBci0GZpSw3o0am8mS/sxd3IIF1UxN6fQRh6KUMtUwR5/AEmb/dhfAbhH55+3wWixYLYG5rxOisRCwjgCE0ge+eDvTmMgovHcN+bxRpu/hWVePf2YG5qR4tujBoqreUE/1395N7+hD2eyPIvIPRVY3/3g6MtgpwPfTGskXHF2Ef4a/eib17kOJPB5B5B9+OZvwPrsZYG19WNo2ua9x0cyOrVlfPL4tEfSpzRVEURVEURVnkggM1pek2qxlMHiBdmFrUQWWlhNAI+yrYVH8/D6z5FeLRthVPebqeGJrJlqYPEbSiPHPgLzk2uZuiu7gw7dmEfRVsbfowD6z5V8QjrdhugdpIJ/1T+y7jqM9uOjPMnhNPcUfHZ/Evt43vaaSUOF5xySk87w+/iM8I0ll980Vd1Egk0vPI2ikKdhZXuhiaScCK4p+rqySlxJMOmUKS2UKCoxNv01q5kYnZgdIUPgQhXzlBK4qUHlk7TbaY4vDY66Tzk0xlTswHKP1miLCvEm1+2p9Hzk6RtzN40sPQTIJWdMmaTlJKim6ObDGF4xURaFi6H78ZwTIWXny6nkMqN0HRzaIJnaAVw28sbrv7QSGEoLrtFm75xO9zfN/jJEYOkhw9RKiiie57vkJly1ZcO48vVMHpQZJYzWratn2K8d43SU8PlLo2GX5C5Q203/wZmjd8GCt4qnaMYQXY+OBvE65oZrTnVYYP/wQrEKOq5SY6bvksieH9HHvr2/PFh693erAVf/MXOLOQixaom/9/6Unyzxwm8zdvE/7VWwl8djNa8LTnLyX2e6MkvvoYhdePE/rSzfO1Xcz1tZR/86MrGpMwNMxV1Zirqs+/MqXgjt4YI/zL25d8PPY7Dy29oeuhVQQJfm4Lwc9tWdEY54+9RCbe1SaX0VL8g3oeURRFURRFuZouOFDjN0N8qPsrdFXfzLvDLzCYOMBYuvecGSBL0YVBZbiJrupb2NhwH13V2wlasYv6cijm/3v5v2BezB1xTWisrrmVylAjbx9/nN0DTzKaPnbOTB6fEaKlYgO3tn2KTQ33E7Ric/vSqYm2LxiLQFyxe/U5e4Zjk7vZ0fbxC9o+W0zRM1GqzXMmQzfRtYtP/nLcIvuGnmXPwFOMzPRQcLKErHI6q2/m7q4vUhNpB2B0ppcfvPN7TMweZ3J2gInZ47w//BNAYBkBHu7+dW5r/xR5J8O/vPdNesbfZGL2OLZb4FuvfgUxF2Dc1vwIP7PhtwiYYWynUDr2idKxi06OsK+crurt3NX5BeKRtlMdaKTHxOwAr/d+j0Njr5EuTGFoJlXhFm5r+yTbmh+Zf06edNk7+DS7B55kPN2LZQRZU3MbD6z5FcoCtR/YiyxNN6lbcy/Vbbfg2nlAoBkWpj+MQOPmT/w+mmYuaLftj1Sz6rYv0X7TZ/BcGyk9hNDQDBNzrkjwmQKxOtbc/WU6d3wR6bkITcewguhmgGCsnpr2W7GCZVfwmV8+eriT2OY/WbRcGKcVe7ddnP5SBqWxJr6oDo0EsHTQNMRFdn664lbeZ/2aJD1JKpVnYCBJNlPE887+xFavqaay6sYo5q8oiqIoinI9ueCr31IGTDmbGh9kXd09zBammclPMDE7wOTsCRLZYWYKU+TtWWwnN1eLRmDqPoJWlKi/mnikjfrYKipDjZQH6zA065JcWMYjbXx159/hepe/docQgpg/fsHba0InHmnlQ91fYUfbxxlJHaVvai+jM0eZLSRwvCKWHiDqr6ahbA3tVVuIR9qI+CoXvFaa0Lmj47Osqbl9fpmu6VSGmhYcz3YLJHOjaMIgnZ8k5CunIliPrhmk81M4no3jFcgUksQCccqDdbiew1TmBJliipBVRmWoEV0zcD2HydkB8vYsWXsGgUBKmJgdIGjFCFkxbDfPVGaIqlATumaSs2eYzgxje4X5fc3kJ9g/8hIHR18h4q/Cb4RKQRMhGJ/pxdT9VIWbTwtkSDLFJFOZQTShUxlqJGhFyRSS5J1ZbLdI3k4TC8QXBCs86TI2cwyfGeK+1f8LATNK//Q+3ur/IbOFKX5++x9iaD7Kg7U8vO7XSeen+Mc9v0tH9TZub/8Mpu5DCI2qUCNQyirb0fZxNjbcywtH/oaRVA+f2Px1Iv5SHZOIvwpL988d22F05igBM8z9q/8VATNC39Re3ur/IenCND93y+/PZxMNpY7wj7u/wWTmBJsbH6Qu2kXByTE6c3RR0erh1GFeOfptNjXcz61tn+DY5G7e7PsBAo1HN34NnxG84H+b1ztN07ECMQjEFj3mD1UuWiaEQDd96ObyCzOXinEHMMzFxcQNK4BhLa/I+PVAaAbCOk/QydDQ6yJIxyP/XA9aeQCtPAgCZMHBHZoh+3e7kakcvru2XRedkm4kUkqOHJng2aePMDKcnuvst5imCYIhi8rKoArUKIqiKIqiXAWXpEaNoVuUBWspC9bSXLHh/BtcZj4jSEvFxqs9jBXRNYPKUCOVoUbW19+z4u2FEET9VUT95+6wlMiO8j93/99Uh5sxdIvpzDA7V/0Cq+I7eH/kRd4f/gnxSCuuZ9NSsZFNjQ+yb/BZ9g39mIi/itn8FFuaHmZD/b0cGX+Tl3r+nqpwM5lCgpydxpMuzx76FuvrdrKx4T6msyP88J3f4zPbfhdNaDy1/89wvCIhq4yyYC23tX2SydkBeif3MDl7gsNjb1AWqKUy1IgQOmPpPl7s+XtubvkZ7uj4LACTswM8e/ivEGhI6eIzQjzU/Wv0jL/FS0f/nobYGjzpki5M8bFN/4bKucCKpQd4qPsraEKfn1a3oX4neTtNz/hbJHPjVIebCVoxOqtvJpEdxTL8lAdqaa/auijoYWgmLRUbKDhZdg08yXRmiNbKTZQHaxe97j4jxMPr/vWCY6+v30mmmKR/6h1SuXGqwk24nsPLR/+B4dQRPn/z/8OWxg+dClAtcUtfSnhw7ZfZ3PgQmtDY2HA/qdw4+0df4v41v/yBDtQoV57QNfwPrcY5PEH+6cMUXu5FKy8Fq062xdbCPoKf30Lgo+sRKlBzReVyNq+82MfQYIrOVVW0tVcyNZnhwPtj3LKjCaEJDh+cwHU9HnhoFa3tFeffqaIoiqIoinLJXZZiwsq1rejm2Nz4EK2Vm3jt2Hd5d+h5VsV3IKVH0c1xd9fP4TfCaEIjW0yxe+AJ7uj8PO2VWzg6sYu3jv+Q9sot7Bt8li1NH2Jj/f0cGX+DF478zTmPe2T8TRyvyCPrf5OQVY5E4jOCtFdtYyY/iRCCB9f8CkIINFH6p7mp8UGOJ95bsJ8Doy8jEDy68WvYTo7H3v0jjk+/iyc9BIJ7V3+JgBnhH/f8LqMzR+cDNUIIdAySuTEmZ4+TtWew3QLp/BS2V8Rxz92y+WKcOvYoE7MD5OwZbCdPppDAdgvYXunY2WKKwcQB6mOrFtXkWWoiWywQp6Nq23zwx9BM4pFWjk+/S8HJXrbnoyhno8XDhP+3u7Bub8U5OI43nUVKiRa00JvLsLY0oLdVoIWu/do9ImThu7cTEbIQ/uv/12U6XWB0NE1TSzkf/dh6ysoDHDwwRl/vNFu2NVBZFWJtdw0/evIQQ4MputfXXO0hK4qiKIqifCBd/988lRULmBEqQ00EzAjV4RYGkwfn6nEIqsMtlAVOfTmfyU+Sd7JUh5rxm2Fqom0UnSyzhWlmC9NUh1sIWBEqQo1LFxGWEm8uE2Qs3U9drIvyYB2aOFUbBKGhawaa0DH0hRdvpebo+mm7kySyI1SGGglZMRw9QEWoganMIEErRkWogcpQI570CJgRis6pAs3ZYorXe7/ProEnEEJgan4sI8DEbD9IuWTGyqWSKSR5ve977B54csGxx9K9c0+s9FfeniVTTNJSsXFZrenDvvIzXneBoVmloshXYOqfopxJCIFeFSLw4bXw4bVXezgXRa8KEf0/dl7tYVwyxYJLPm/T1l5BZVWpNbphlIK8risxTZ2m5jLWr6/lzTeOs3lrA7V1qoudoiiKoijKlaYCNR9AeXuWVG6MskANiezwXEHiUlHkBQEUwNJLAYVkbpSyYA3TmWF0zSJolRGwoiRzoxSdHDP5CfJ2BgEYmo9sMUXRzZPMjZEplNqkVwTrGEi8z2whQcCMIKWHofvQhIYmDBzPxnbzCKGjz2XUlMInHlJ68xkzsUCcidkBCk6mVHMnO0prxUYcr7ho/CdDL1JK9p54mqcP/Dk72j7BnZ2fpzxQixAa//L+N9l1/InL9npLKdl94kmePvAX3Nb2Ke7s/Px87Zx/fvePeGfwx/PrCiEQQsOTzrI6qZ35fBVFUc5GytKZXte1+Ww90yydQ7KZIlCqT1NZFaSQd0gmcypQoyiKoiiKchWoQM0HkCdd3ur/AYfGXmM4dYQ7Oz531iLOQSvG1saHeb33exwef5PJ2QE2NdxP2F/BhvqdvNH3T4ykekjlJzA0EyE0Oqq2smvgCaYzQyRyo/NFclfX3EbPxFv8aP+fEfVXE7Ci3NLyKEErRnW4mYKT5ccH/yvxSBsbG+4nW5zh2OQuTiQOMJ0dxmeG6K69k+7au3j20F/x1P4/w/UcDN2ipWITvZO7zvqcJZL+6X1oQufmlkeJh1sRQlBwsmQKiSW3Odk9zFtGpo1AzGXkLFFHBkn/1DsYmsktrR+lOtwyf+zZM44dsGJEfBVMzp4gU0wuKh6sKIpyoUxTw7R0ZlI5PE+iaYLAXGeuycksnaskQggcx8O2XRz7/MFiRVEURVEU5dJTgZoPoLCvgptafgZkqYX0ybbUa2pup61y84J1Dd1iW/Mj1JetJp2fZHPjg9RGOzE0k+66uykP1pEppigL1OJ6NgErysaG+6kKN5EtptkaLC2P+CswNB8f3/xvGU/3YbsFYoGa+WK3NdEOPrrha0xnhwj5ytE1E13TCVll3NP18wBztWt04pE2Ht34NUZSPWhCpzbWScRXQUfVTdREO0rrIrir8wuE5rrUCEpdmlzPJlOYxpUOrmtzeOx1Do69BksEqnxmCJ8RZGzmGKncOOXBWjzpogtzwRQtXTMJWTEyhSRj6T5CVhlybgym7ps7dgDHs5k97dgHR1/l8Pgb89lDAEEzyrq6e3j20H/llaPf4a7Oz+MzQ3ieS97JYGgmscCFdxlTFOWDKxzxUVUVYnhohnS6QCzmp7wiQDhssXf3IPGaMIGAyf73RwEIBNRXBEVRFEVRlKtBfQv7QBJUhpqoDjcvWLpUtyIodaRqLFuzaLmhmTSVr1tym7N13TpbZypNaNRE26mJtp+2bjXR2upl7ycaqCYaKK0vhKAu1nXqQSFYV3c37w//hMff+2M6R1+h6OQZmemhNtrBdGZo0TH8Roj1dTt5sefv+O6e36E63AQIbmr+CJ3VN8+vpwuDVTW3smvgSR7b94c0la9DAO1V29jW/AiGbrG+/h4OjLzE4+/9ZzqqbqLoZBmZOUpdtItEduS0YQp2tH6MidnjvHrsOxyd+CnlwTocr0gqN86Ghvt5aO2Xl3xNFEVRziUUsmjvrKT36BR20UFKSSBgsnZdDc8/28O3/24PhqmRninQ1FxGvGaJumOKoiiKoijKZad/4xvfONfj53xQuf7YXoFUboz2yi34zdDVHs4VIxCUB+uoj3UxU5ggkRnGMgLc3fVzrK65DdstsCq+naAVXbBdQ9lqglaUdH6SdGGagBmhtXLTgoLLQpT2XRvtIF2YZCY/jkTSVL6Omkg7umZQEayjLraKmdwEiewwPiPEPV0/x6r4dmyvyKr4dgJzx/YZITqqb6Iq3Ey2mGS2mETXTForN7GhfiexQBzPc5nIDBD1V7Gm5nZ0bS7mKiXJ3CiedFlXf/fpz+d3rsDLfDl942oPQFGud0II4jVh1nbXUF4RnKuJJaisDFIsuqRSeTxPUt8Q4777O6mtj551WuxFuN7PRYqiKIqiKJedkPKc9TcuXxscRVGupEt+tXWFqXORolxGjuOSTORxHJdozE8gYF6OIA1c/+ciRVEURVGUy04FahTlg+F6vzhS5yJFuTFc7+ciRVEURVGUy0672gNQFEVRFEVRFEVRFEVRSlSgRlEURVEURVEURVEU5Rpxvq5PKkVZUZRrgToXKYqiKIqiKIrygaAyahRFURRFURRFURRFUa4RKlCjKIqiKIqiKIqiKIpyjVCBGkVRFEVRFEVRFEVRlGuECtQoiqIoiqIoiqIoiqJcI1SgRlEURVEURVEURVEU5RqhAjWKoiiKoiiKoiiKoijXiP8fYddO5MBtTx8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For LDA Mallet\n",
    "create_word_cloud(model_LdaM, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TR-mnfuI-gPY"
   },
   "source": [
    "## Visualization using pyLDAvis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "id": "QvfpWppKT5VI",
    "outputId": "d8f15758-fd3c-4a64-a441-625f185ce5ab"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el9881397677724564244205715808\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el9881397677724564244205715808_data = {\"mdsDat\": {\"x\": [-0.033984686762785835, -0.0363970643613258, 0.13411242138033064, -0.07715421111656323, 0.12770854041153906, -0.05972274995334218, 0.020659371350436957, -0.0852053826340336, -0.05924262531659795, 0.0692263870023421], \"y\": [0.010671909554894405, -0.06768808398447738, 0.008046434634856324, 0.00426502579026647, -0.009875243741870814, 0.07592652524645352, -0.07140075254660039, -0.0008899192774593588, -0.006361519571391313, 0.057305623895328256], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [16.30669018979759, 11.419141218919094, 10.426896897422925, 10.085108660830548, 9.77305719966653, 9.561903020335647, 9.246363193367575, 8.061692858294665, 7.716536148842414, 7.402610612523016]}, \"tinfo\": {\"Term\": [\"no\", \"password\", \"circuit\", \"site\", \"power\", \"reset\", \"telecomm\", \"access\", \"outage\", \"backup\", \"vendor\", \"vpn\", \"job\", \"maint\", \"account\", \"tool\", \"cert\", \"provider\", \"inside\", \"notify\", \"skype\", \"maintenance\", \"schedule\", \"event\", \"et\", \"company\", \"unable\", \"x\", \"start\", \"network\", \"diesis\", \"boolean\", \"linne\", \"adoption\", \"handler\", \"nightly\", \"songle\", \"vaw\", \"mullen\", \"duarch\", \"moder\", \"gain\", \"sprot\", \"dace\", \"awareness\", \"passworts\", \"bando\", \"string\", \"chad\", \"geb\", \"dolman\", \"coordinator\", \"retire\", \"quantum\", \"reading\", \"j\", \"letted\", \"timeout\", \"alt\", \"exempt\", \"syn\", \"exception\", \"title\", \"ist\", \"die\", \"deny\", \"inside\", \"acyl\", \"access\", \"outside\", \"pu\", \"metacenter\", \"department\", \"asa\", \"folder\", \"x\", \"srac\", \"cp\", \"dost\", \"sid\", \"group\", \"finance\", \"drive\", \"error\", \"message\", \"user\", \"switch\", \"file\", \"erp\", \"system\", \"work\", \"business\", \"client\", \"get\", \"issue\", \"hostname\", \"receive\", \"server\", \"use\", \"need\", \"report\", \"email\", \"password\", \"login\", \"reset\", \"company\", \"able\", \"tool\", \"no\", \"misserve\", \"piu\", \"coagent\", \"ald\", \"firm\", \"gte\", \"projection\", \"bundle\", \"rhb\", \"kylite\", \"mf\", \"wt\", \"conn\", \"pd\", \"reconfigured\", \"hotel\", \"weight\", \"cagot\", \"dew\", \"submission\", \"holder\", \"erase\", \"freight\", \"opencast\", \"ksar\", \"lp\", \"abode\", \"chivage\", \"tinful\", \"helm\", \"cycle\", \"instance\", \"rerouted\", \"wy\", \"l\", \"belongs\", \"flowchart\", \"scrum\", \"requester\", \"worklist\", \"g\", \"drawing\", \"bf\", \"expense\", \"ex\", \"printer\", \"warehouse\", \"problem\", \"ticket\", \"detailed\", \"update\", \"printing\", \"pilm\", \"issue\", \"outlook\", \"tool\", \"see\", \"report\", \"view\", \"sale\", \"hp\", \"system\", \"user\", \"create\", \"login\", \"erp\", \"time\", \"unable\", \"able\", \"network\", \"attach\", \"resolve\", \"get\", \"id\", \"change\", \"email\", \"number\", \"sid\", \"need\", \"use\", \"connect\", \"work\", \"symmetric\", \"subsystem\", \"lb\", \"ale\", \"dis\", \"ownership\", \"beng\", \"expeditor\", \"intune\", \"rd\", \"daedalus\", \"exterior\", \"sever\", \"lateral\", \"intransitu\", \"kernos\", \"alkanal\", \"petrologic\", \"courage\", \"detachable\", \"gerate\", \"dasein\", \"replication\", \"longitudinal\", \"tune\", \"authentic\", \"mercedes\", \"conc\", \"numeric\", \"tone\", \"fu\", \"common\", \"intens\", \"interruption\", \"no\", \"telecomm\", \"circuit\", \"vendor\", \"maint\", \"interaction\", \"site\", \"maintenance\", \"power\", \"cert\", \"ic\", \"outage\", \"backup\", \"provider\", \"visitor\", \"schedule\", \"notify\", \"diagnostics\", \"order\", \"dial\", \"specify\", \"et\", \"equipment\", \"network\", \"additional\", \"type\", \"start\", \"top\", \"verify\", \"active\", \"error\", \"gsc\", \"user\", \"ticket\", \"request\", \"outlook\", \"reset\", \"company\", \"issue\", \"need\", \"phone\", \"work\", \"imp\", \"substitute\", \"mbuba\", \"echo\", \"preengineering\", \"stats\", \"belt\", \"regent\", \"hm\", \"dashers\", \"apt\", \"haum\", \"rob\", \"expand\", \"criterion\", \"payout\", \"synchronise\", \"pe\", \"amadou\", \"challie\", \"cotton\", \"edgemaker\", \"silva\", \"tartine\", \"decimal\", \"adon\", \"vitry\", \"intl\", \"crud\", \"ey\", \"cap\", \"twp\", \"abended\", \"layout\", \"skype\", \"hex\", \"uploader\", \"sinkhole\", \"hw\", \"browser\", \"explorer\", \"ascii\", \"project\", \"cookie\", \"eventide\", \"notebook\", \"level\", \"da\", \"vip\", \"microcoat\", \"internet\", \"event\", \"hatty\", \"fe\", \"crm\", \"job\", \"erp\", \"id\", \"issue\", \"collaboration\", \"source\", \"platform\", \"add\", \"work\", \"information\", \"scheduler\", \"account\", \"password\", \"see\", \"call\", \"update\", \"outlook\", \"device\", \"sid\", \"show\", \"get\", \"new\", \"tool\", \"unable\", \"time\", \"user\", \"kb\", \"divestiture\", \"downtime\", \"assessment\", \"mount\", \"eject\", \"sox\", \"tray\", \"bals\", \"ger\", \"alar\", \"tape\", \"pud\", \"qv\", \"character\", \"consume\", \"zeus\", \"goter\", \"nv\", \"sundial\", \"preserve\", \"creator\", \"specially\", \"harm\", \"identifies\", \"immix\", \"guardian\", \"alanine\", \"torch\", \"kasm\", \"cl\", \"space\", \"syst\", \"intercompany\", \"dm\", \"volume\", \"circuit\", \"power\", \"corv\", \"register\", \"outage\", \"cif\", \"no\", \"provider\", \"backup\", \"site\", \"cert\", \"maint\", \"telecomm\", \"notify\", \"maintenance\", \"schedule\", \"additional\", \"equipment\", \"diagnostics\", \"vendor\", \"type\", \"global\", \"top\", \"dial\", \"customer\", \"gsc\", \"et\", \"start\", \"hostname\", \"company\", \"network\", \"ticket\", \"email\", \"tool\", \"printer\", \"outlook\", \"access\", \"need\", \"erp\", \"work\", \"aborted\", \"loaner\", \"pane\", \"kc\", \"ethernet\", \"hibernation\", \"volunteer\", \"dash\", \"hoti\", \"tb\", \"noria\", \"payslip\", \"saver\", \"pi\", \"lang\", \"havening\", \"edits\", \"genapp\", \"intelligence\", \"tekiah\", \"investment\", \"thrip\", \"scopic\", \"eyeservice\", \"lab\", \"rus\", \"wl\", \"lumen\", \"appliance\", \"fluke\", \"medium\", \"professional\", \"cpd\", \"relay\", \"dp\", \"f\", \"lease\", \"eth\", \"psf\", \"renew\", \"duration\", \"intermittently\", \"correlation\", \"bowpin\", \"job\", \"scheduler\", \"fail\", \"israel\", \"m\", \"laptop\", \"via\", \"android\", \"connectivity\", \"c\", \"bit\", \"handle\", \"need\", \"access\", \"issue\", \"window\", \"agent\", \"connection\", \"user\", \"company\", \"unable\", \"sid\", \"ticket\", \"open\", \"get\", \"id\", \"file\", \"vpn\", \"erp\", \"printer\", \"update\", \"work\", \"connect\", \"tool\", \"password\", \"no\", \"able\", \"error\", \"blanco\", \"chandam\", \"expo\", \"lag\", \"excise\", \"thrash\", \"apple\", \"revise\", \"combination\", \"ng\", \"licht\", \"schlock\", \"remedial\", \"antic\", \"opener\", \"murat\", \"detector\", \"plack\", \"h\", \"paralegal\", \"ptp\", \"jacky\", \"barbudos\", \"trix\", \"explore\", \"faq\", \"cantline\", \"iou\", \"pase\", \"putlock\", \"analytics\", \"q\", \"charger\", \"ethic\", \"frequent\", \"headset\", \"conduct\", \"ensure\", \"account\", \"zinc\", \"price\", \"chat\", \"avoid\", \"unable\", \"paid\", \"section\", \"good\", \"credential\", \"scroll\", \"lock\", \"unlock\", \"warehouse\", \"record\", \"message\", \"skype\", \"erp\", \"delete\", \"company\", \"item\", \"center\", \"setup\", \"contain\", \"user\", \"mail\", \"audio\", \"error\", \"device\", \"login\", \"tool\", \"printer\", \"no\", \"com\", \"change\", \"email\", \"log\", \"receive\", \"call\", \"system\", \"sid\", \"work\", \"order\", \"use\", \"site\", \"access\", \"get\", \"ticket\", \"issue\", \"fogou\", \"duplex\", \"dane\", \"pizz\", \"scam\", \"datafile\", \"filler\", \"japanese\", \"reb\", \"reconnaissance\", \"forgotten\", \"gad\", \"meet\", \"deployed\", \"unresolved\", \"depreciation\", \"incog\", \"latency\", \"donet\", \"crip\", \"sugi\", \"stable\", \"scotist\", \"tck\", \"disassociate\", \"gray\", \"discus\", \"croftland\", \"piner\", \"refers\", \"claim\", \"whish\", \"clean\", \"ipl\", \"remember\", \"bare\", \"outgo\", \"downloader\", \"hebrew\", \"deliver\", \"password\", \"plant\", \"event\", \"pic\", \"reset\", \"telephony\", \"vip\", \"delivery\", \"dn\", \"software\", \"destination\", \"outbound\", \"instal\", \"open\", \"source\", \"create\", \"wrong\", \"u\", \"host\", \"id\", \"log\", \"management\", \"tool\", \"device\", \"account\", \"new\", \"not\", \"can\", \"work\", \"internal\", \"block\", \"erp\", \"lock\", \"user\", \"problem\", \"change\", \"error\", \"get\", \"use\", \"company\", \"ticket\", \"sid\", \"need\", \"unable\", \"biwa\", \"leadership\", \"clearance\", \"fdub\", \"didnt\", \"thread\", \"hu\", \"carbide\", \"uptown\", \"entrance\", \"nederland\", \"pptn\", \"haircap\", \"recovery\", \"hdbk\", \"counsel\", \"polska\", \"hourly\", \"overload\", \"reconnected\", \"departements\", \"recurrent\", \"katy\", \"branding\", \"formerly\", \"saran\", \"departement\", \"taiwan\", \"rolandic\", \"divi\", \"capacity\", \"password\", \"zarf\", \"management\", \"city\", \"reset\", \"efficiency\", \"cutter\", \"misplace\", \"ka\", \"vpn\", \"threshold\", \"kiosk\", \"near\", \"tool\", \"es\", \"change\", \"ago\", \"warn\", \"sp\", \"byte\", \"system\", \"stamp\", \"experience\", \"pandy\", \"saw\", \"log\", \"time\", \"after\", \"employee\", \"want\", \"problem\", \"process\", \"access\", \"into\", \"check\", \"week\", \"login\", \"use\", \"crm\", \"hr\", \"open\", \"erp\", \"user\", \"unable\", \"need\", \"company\", \"usa\", \"report\", \"hostname\", \"error\", \"able\", \"work\", \"sid\", \"issue\", \"no\", \"becomma\", \"prf\", \"pretext\", \"spt\", \"tn\", \"thight\", \"bkpr\", \"olympus\", \"sphere\", \"conformal\", \"customization\", \"seagirt\", \"invalidate\", \"solutionist\", \"belgium\", \"deep\", \"standby\", \"beet\", \"nevada\", \"clint\", \"campanist\", \"frons\", \"mason\", \"formation\", \"contribute\", \"ramet\", \"iq\", \"skye\", \"santos\", \"subtask\", \"pause\", \"charm\", \"keyboard\", \"pm\", \"minicab\", \"vpn\", \"eastern\", \"x\", \"engineering\", \"outside\", \"tox\", \"stack\", \"connect\", \"circuit\", \"bom\", \"inside\", \"no\", \"et\", \"utilized\", \"procacity\", \"erron\", \"monitoring\", \"power\", \"not\", \"can\", \"site\", \"outage\", \"cert\", \"telecomm\", \"provider\", \"maint\", \"backup\", \"usa\", \"tool\", \"start\", \"company\", \"type\", \"vendor\", \"dost\", \"maintenance\", \"notify\", \"access\", \"schedule\", \"network\", \"work\", \"change\", \"hostname\", \"erp\", \"error\", \"new\", \"ticket\", \"issue\"], \"Freq\": [2411.0, 1529.0, 557.0, 694.0, 561.0, 778.0, 415.0, 1190.0, 380.0, 432.0, 516.0, 356.0, 449.0, 234.0, 656.0, 1205.0, 235.0, 234.0, 260.0, 272.0, 380.0, 264.0, 280.0, 446.0, 313.0, 965.0, 863.0, 214.0, 400.0, 607.0, 9.252900057640844, 8.237611347912829, 7.220521197007123, 7.2202015959864, 7.218065812043488, 6.203172181068027, 5.185193397803964, 4.169924147178686, 4.169812699590279, 4.16945712871298, 4.169445040482492, 4.169319440819367, 4.168701761724888, 11.995644077771923, 3.1534932470869435, 3.152973453175934, 3.1527791569834465, 3.1526040250588068, 3.1526152287846254, 3.152593411002768, 3.1522086514713625, 3.1519851666247685, 3.1515597198785477, 3.151491613018966, 3.1505976736325896, 9.251460084038252, 4.16971835242549, 4.169134284508468, 4.168826182048454, 3.785307610694941, 12.80535739146194, 5.190848330993508, 10.272452079877764, 9.25405640007929, 8.23630346034094, 92.40010347987364, 136.12896710607302, 65.53295099270002, 492.8849485764687, 58.78316141200297, 14.340219475701979, 8.235813444753818, 31.63278109481173, 92.28371681738984, 95.32421459289739, 97.69027166091035, 66.29066722519566, 93.75872152226903, 61.66627396456765, 275.9970633082001, 89.71867214412028, 35.691831991948995, 72.8957046683151, 289.5606570209036, 194.74381317609232, 371.40587900376386, 37.7367431044156, 123.32821739427148, 354.09736327908826, 202.32241901267005, 250.06331090907585, 76.87336698374709, 65.21309051727391, 178.97545830829924, 259.21962777412216, 143.33486390286808, 98.5548219054549, 121.82424810980206, 133.16045621729953, 169.48390709732448, 94.4841568723321, 121.59386176810365, 202.74228276541433, 121.10153939280139, 127.66118641494081, 120.13955683117919, 89.60826709188413, 110.06289280833212, 108.45707575947291, 9.110421313781973, 5.741482728000413, 5.739571274772233, 4.61391940050076, 4.6131108834515535, 7.98938475874389, 3.4895558680033028, 3.489505903466554, 3.4894121683438932, 3.48929035397744, 3.489068610537489, 3.488593328043293, 3.4883022123539718, 3.488126304150212, 5.73979343114224, 4.614773752786157, 11.36729135947676, 2.3640962126727922, 2.3640311761890076, 2.3638501063595507, 2.3638108780042524, 2.363805096983471, 2.363719620461926, 2.3637053743750016, 2.3637206527870656, 2.363655616303281, 2.3636110198572573, 2.363602141861058, 2.3635563066248673, 2.3635544484396163, 13.310841640891534, 23.747975841192233, 22.138311718415366, 18.19150477296129, 10.15624265916076, 5.739167842107742, 10.49127098233294, 7.9921018385108855, 12.673152929899103, 5.738842453223792, 7.988838039350045, 29.38439677510198, 9.347137597555173, 46.775319362808865, 68.63147267067318, 157.8950583434799, 80.75739830275845, 136.447563742893, 186.76264837797694, 13.410846693519188, 105.6654581909229, 44.118500956433174, 25.86055078233712, 220.35772596621436, 129.52546856312762, 206.68996575403395, 109.88592049121952, 80.94225883012751, 49.34960791651728, 70.02944902621743, 24.664315534841972, 130.54019297186613, 192.60285359785178, 74.39735708738952, 101.85885090972556, 188.9327312621294, 84.71170901318605, 122.54544425169775, 78.0557389957661, 96.5302495117529, 65.56435374711832, 50.59351180965102, 97.57699747217686, 89.18482504568854, 81.73586414915955, 81.49190507220807, 55.43490198997619, 87.69387005534568, 82.01290387873922, 70.41811861535493, 63.1258002579036, 67.57013671723884, 6.439593948348862, 6.436878439344368, 5.176562146409998, 5.175576916608729, 5.174186735867328, 3.9134511641197114, 3.9132268197906814, 2.6515177067698628, 2.6513465263910736, 2.6513301247468504, 2.651329936222204, 2.6512040017585132, 2.6512582968566316, 2.6510571410590895, 2.6509845590702854, 2.6510797640166386, 2.6508652229692133, 2.6507950918008105, 2.650730239322503, 2.6506665179920725, 2.65063805077049, 2.6506152392882942, 2.650502878599133, 2.650448960550307, 2.6503988129944065, 2.6500483456770394, 5.176769523520866, 12.753113170670156, 5.176814769435964, 5.176668851359771, 8.96194060030125, 6.4379273904760685, 4.567918244047492, 6.438279554515251, 820.8636986054902, 174.66554494071428, 200.66419765804304, 183.2405507701778, 93.22655966618298, 29.830845988424514, 228.2929822701171, 100.51368576828341, 188.6639192031191, 90.54115427720153, 26.020066100747684, 132.1713898739071, 143.23015513072983, 85.22177905552257, 15.8480710093485, 95.65619291350707, 93.23779271870475, 46.52057698584339, 138.6422434708989, 49.23735890874846, 47.686654709761356, 92.76229434775183, 45.08828436306334, 141.83460219100974, 46.33853457103617, 92.56521520716022, 95.29301903498329, 44.83943484641605, 48.069329577692585, 54.61560811515356, 156.4567788684829, 47.200942827573535, 156.31430853102083, 112.31187183522283, 67.90854426607497, 93.53433444626019, 103.35965986076634, 106.16946738511389, 107.43015130110844, 88.81446759963606, 71.62161107550513, 79.68544665455207, 29.706045080133325, 4.493293594695751, 4.493253843506077, 4.492391352097076, 4.101674355954436, 3.3977843587201644, 3.3977143382759665, 3.397828486187602, 3.397559345105216, 3.397417845457566, 3.3954667549551774, 3.3954853541356678, 2.301988294206236, 2.3017156885706216, 2.3016529619226946, 2.3016396507445007, 2.3016086521103505, 2.301607375696003, 2.3016081050756303, 2.3015710890595567, 2.301538266976339, 2.301537355251805, 2.301534437733297, 2.3016062816265626, 2.301493957163995, 2.301462229150218, 2.3014627761849384, 2.3014237543748903, 2.3014004142268245, 2.301438889002152, 40.91558298154874, 6.2663687877853445, 34.08104205187528, 6.684290185258113, 154.36801655462784, 22.385835055707144, 4.00630104060973, 27.392123223503834, 7.779573313549311, 71.3317754067369, 72.44758036021508, 20.105390265200505, 25.903287271079982, 10.322200175419733, 7.801362800528136, 6.686492911731838, 10.260709825960339, 24.5772546864532, 103.30777825709896, 74.91396881656694, 77.15282000446078, 113.54153458832089, 31.287083369973235, 21.212641054412526, 93.76668166499346, 102.02031234963268, 228.71982039991514, 117.9325166439695, 189.73964917629172, 70.1453373301741, 45.61707069699283, 69.45766654770678, 62.89783040821412, 151.47205267312202, 60.40444907062399, 41.75636221781023, 100.69715935577354, 171.80489268122528, 83.76741213131618, 70.95437688258438, 69.09528740883472, 76.79974774963001, 56.35286194303947, 84.30735728163702, 53.07286510029341, 69.38225452930567, 57.938078119383185, 74.82001305052742, 64.97380237282968, 55.108184362015095, 57.88036376825309, 3.7702403508222004, 4.915473632611725, 2.292028263157866, 2.2919897419417334, 2.291637749911749, 2.2915163550700828, 2.291433481444549, 2.291261196188909, 2.290607042325956, 5.987456524787929, 3.7700650616185136, 5.987681997594284, 3.770188753596922, 3.770265089217882, 3.77012726101337, 37.76116780013547, 1.55253895089546, 1.5525712875126723, 1.5524769282034294, 1.552440350718386, 1.5524262144922822, 1.5524467120201326, 1.5524203832990142, 1.5524108413463942, 1.5524044800446475, 1.552391757441154, 1.552429748548808, 1.5524115481576994, 1.552370906507651, 1.552380448460271, 13.378904649110497, 71.77572677862644, 8.200393663112038, 5.986727095520973, 3.030635121505743, 31.834800976455075, 203.88520583766163, 185.98559969357606, 3.6686415267859878, 11.901058336296598, 130.3470761692424, 4.50855883015756, 639.3376730645883, 84.15319148446953, 138.77426861671844, 207.78949577975825, 81.52652800314314, 80.86671682250345, 126.84641506384212, 84.89073494520875, 82.24940371567706, 84.8266469505446, 45.50066960184993, 41.57651543483225, 40.407141366319635, 125.94136863275385, 94.04930180435233, 56.768618674994286, 42.51766013289917, 41.97511460228087, 65.13495184184829, 46.05868016382578, 75.47605925049756, 89.39339437480754, 109.9941110213725, 157.16526128915268, 113.64304417513023, 128.03450266847094, 100.44273802023764, 136.5562721230718, 80.08364905921958, 86.30117407746933, 106.51423582283523, 90.37026979797439, 102.79360373027906, 86.13928601612871, 9.462633224656365, 7.590007583005961, 3.8420126142769133, 3.84153441428356, 3.840103272004103, 2.9049702186245425, 2.9042783327339423, 2.9040812437995887, 2.903510377430083, 2.903325044677778, 15.697995313259113, 5.712986166579347, 6.652460363065596, 11.3343543318291, 1.9680979418418243, 1.9679046563781333, 1.9678412075720737, 1.9678009253600524, 1.9678007524750223, 1.9675951921741919, 1.967609714516723, 1.9675554286172607, 1.9675077123489435, 1.9675526624567785, 1.9675887954280769, 1.9674753828483083, 1.967493017121382, 1.9674478941285167, 1.967435273521317, 1.967389286103301, 34.387737028318405, 11.334142720552215, 24.55248746437267, 23.995800433498626, 34.30228203254306, 44.19912292578454, 23.667952326992644, 22.898589047447796, 2.9041002611529034, 28.680962620871803, 26.81142263123925, 3.839950441637464, 24.609298868355253, 12.272549524862411, 183.69865959678935, 72.23047488670514, 89.10289204047335, 22.583302075691297, 50.7010439946302, 85.95847570934184, 66.19846362824771, 17.89556459290923, 11.336563802514226, 28.60710060367719, 18.931051873961163, 31.038516941248318, 151.72129119093336, 180.45478319936134, 182.78770762680472, 66.09698979712019, 47.540451156999026, 67.79874279038641, 164.64484828679048, 125.91656564244772, 114.57885941565436, 100.42865398630474, 92.1960735471543, 65.89158025203601, 86.56213491136343, 79.01610997156392, 62.152284512253296, 58.89584421391531, 106.87889764502269, 66.3603338073427, 59.2300793849746, 85.17971854879958, 57.99771616392596, 83.96482639735625, 86.2747142403042, 96.65317686741538, 57.26334481448042, 61.18593188013197, 5.574156961494271, 4.483224333971324, 4.481707678119117, 3.389090211786807, 3.388940084256463, 3.388508425811754, 3.3881650383425703, 4.482536890313446, 4.482154382752836, 7.033167185646641, 2.2962427059425217, 2.2959797319946027, 2.295947967817804, 2.295936098046474, 2.295970035561685, 2.2959693668421735, 2.2958570219642325, 2.2958046946624533, 2.295767079189928, 2.2957003744186504, 2.2955948839157028, 2.295524166827356, 2.2954895605926326, 2.295410986050025, 2.295354144891543, 2.295188135272799, 2.2952705549525985, 2.2949883553187225, 2.294877180699926, 2.294412754999151, 7.762940119887203, 7.761536477632449, 4.481589983485083, 61.75202593455599, 11.03799125285023, 8.854536451525368, 9.948786262185385, 13.225309915512856, 223.1856184595609, 3.386904167703533, 31.857080663168286, 8.852866658905015, 4.479075263761881, 221.48531618021266, 4.480645751534768, 7.759851973182841, 26.34664464649108, 18.696780983690772, 3.389207237701329, 82.39371743284872, 56.58512450535486, 70.89166158775971, 19.781874686798577, 123.3319930136669, 87.55783163912568, 243.80379243007127, 39.130015223524474, 148.4522970218195, 37.82795681233164, 38.507779742656595, 23.064141303291283, 15.396882908556405, 159.33959634505786, 71.95626839991151, 23.066401575240338, 112.18490953457962, 56.58674013169478, 76.57903008768221, 121.06256228218042, 70.90493433262506, 178.52024805548064, 46.52220654669335, 70.86400334876178, 72.027537850575, 64.76736245849929, 51.9522143302768, 55.56906137998587, 76.20749487681829, 78.31765801967671, 79.13361886816406, 58.967911218684065, 59.35281547002299, 63.71073213268132, 72.51683724230182, 60.805418692535156, 59.17620397214325, 60.35019724711719, 12.916457180048909, 8.3358453572985, 8.333613475328795, 6.5011217699479715, 4.671147928278269, 3.7554661680135855, 3.7552705576685397, 3.754948427368576, 3.754393955123751, 5.978484744378686, 8.334779557862602, 2.8398948940689803, 2.8396433117623117, 2.839535157607301, 2.8395267035089313, 2.8395558555722764, 2.8393071884719423, 2.8387352249891102, 4.072744107033675, 4.670772741223017, 1.923797716901629, 1.9237604022605472, 1.9237784765398211, 1.923679213764131, 1.9236713427070278, 1.9237098234306433, 1.9236554548325047, 1.9235921948550456, 1.9235889881280777, 1.9235615851885333, 5.5879549581880745, 7.416693626933844, 3.7554994013657987, 3.7566823920963452, 3.7558116199642253, 4.349017045273112, 7.4372032695796895, 3.809001017140616, 4.672033859483328, 9.251154845714266, 343.36052097933543, 96.33500365033106, 116.15566409891244, 15.665866401659615, 148.4549002448606, 39.9612799514487, 75.41148099859657, 52.790048891037934, 21.152375677654174, 63.30740903211705, 32.42434514100019, 16.225561530153254, 24.374777127039916, 68.95992414978929, 37.45247436945084, 57.65156824705839, 25.737829658126213, 44.69411043903833, 39.21362514541342, 79.39161920360488, 65.97759810462858, 40.37985693778368, 107.16597935671221, 46.38035440519428, 68.28683332529569, 50.93765215680504, 44.97656361470694, 44.967076367211895, 75.9574268479341, 25.75766705419132, 31.70809526976537, 83.67432317582488, 40.38269751483603, 77.5310272413244, 50.46835524457964, 49.60270221478347, 61.888155987231436, 54.785943741880985, 48.44182973773858, 52.22328147197676, 49.45656408731678, 49.834897233245044, 49.253563111171566, 47.58307991654254, 6.918983176878659, 4.206402066809587, 4.205530068852045, 8.275756749021836, 2.849553991160917, 2.849285834349014, 2.8492077033320182, 2.8491181317018195, 2.849085205058943, 2.849074880603126, 2.8490059578845615, 2.848985308972927, 2.8489802862646916, 2.84901153867149, 2.848870344762205, 2.848871181880244, 2.848814536892922, 2.8487966783747516, 2.8487883071943596, 2.8488304421356676, 2.8487634726925286, 2.848766542125339, 2.848741707623508, 2.8486750172197155, 2.8485466591203656, 2.848506198415136, 2.8485313119563127, 2.8485876779042885, 2.8483072433611434, 2.848267340734606, 10.987462233621864, 493.13708442533414, 5.562355821353002, 85.57180430842182, 6.918768874660614, 225.33331756804293, 4.205376318172172, 4.203825696524154, 8.270857934256208, 4.20477275606588, 93.45817950804232, 17.76768639855229, 6.917622581025549, 8.273727016816027, 185.6725310840317, 24.553357411524697, 97.49575830564243, 9.633664895147529, 21.841246761793677, 9.633306608626736, 8.27399991729682, 108.3265031130596, 5.5618128107848825, 11.628860959129662, 8.274474284185722, 5.5622553671882935, 69.7411744517904, 67.58577185361604, 45.85067835614222, 37.776467262405035, 25.536544735509604, 65.56706728277729, 31.923324538154922, 102.59303478369915, 42.19224482855962, 48.961422383844244, 19.890138914544817, 61.167192727053475, 57.098562430984515, 48.4298725197602, 29.12569167722044, 48.38916402759069, 96.40154903882144, 90.1864632621815, 70.65074896387677, 69.8514641953815, 72.97826303091874, 43.8052261897137, 41.23938573305766, 50.312423748067516, 60.919271848552356, 42.54743736108103, 55.452663356212774, 50.10245668530812, 53.67121366389786, 47.993990737515205, 2.5909764866196268, 2.590814803419978, 1.5752950738912848, 1.5749743843661537, 1.574878686114706, 1.574791286173174, 1.5747511330606785, 1.574671897585354, 2.0821093997782154, 1.0670767944259474, 1.0670494903094505, 1.0670119471492672, 1.0670125494459546, 1.0670160293823707, 1.0670394520313264, 1.0669883906566031, 1.0669713925056465, 1.0669600157904395, 1.0669410099838583, 1.0669386677189627, 1.0669363923759214, 1.06694087614015, 1.0669278933004431, 1.0669159812104028, 1.0668895470780098, 1.0668768319257196, 1.066885799454177, 1.0669021953084459, 1.0668882086409266, 1.0668564876820552, 2.082196532032331, 2.083396440877406, 2.0828444694243005, 54.86930746063255, 2.590625013041582, 101.05817586452233, 2.082537431957418, 58.951416357384595, 85.19746086385686, 32.4310265128488, 2.8257332649493088, 6.65557862632362, 86.28840915211438, 114.76230681078992, 5.310504501330812, 59.61825783471722, 365.98977410367985, 68.50890218299799, 2.590471360464433, 1.575077444021559, 1.5747896800486743, 8.17942297414391, 95.9659731283331, 59.50419301423921, 59.57018974068655, 109.36912919233012, 68.36790586690697, 45.47038681163889, 69.33114798393468, 45.169698890278944, 44.647113091022305, 70.31426749777218, 60.33681652094409, 145.1223514220827, 63.664226788723944, 120.8953381848449, 58.884841426117326, 74.65195577393185, 27.768033780495255, 45.01804647350645, 45.68512351576571, 127.51470405744587, 46.2396262210828, 76.1407346762972, 98.977760658404, 65.32359752796368, 65.16201712028295, 92.40633010687503, 73.18400937707885, 52.32934791262526, 62.52649102303695, 61.25758842319785], \"Total\": [2411.0, 1529.0, 557.0, 694.0, 561.0, 778.0, 415.0, 1190.0, 380.0, 432.0, 516.0, 356.0, 449.0, 234.0, 656.0, 1205.0, 235.0, 234.0, 260.0, 272.0, 380.0, 264.0, 280.0, 446.0, 313.0, 965.0, 863.0, 214.0, 400.0, 607.0, 10.1572512948911, 9.141960984767625, 8.124862084080846, 8.12463765584229, 8.122420138745115, 7.107575249182749, 6.089626776324252, 5.074289795129981, 5.074173564893702, 5.07379532286397, 5.07378359369239, 5.073693965344648, 5.073056778872106, 15.333694212835454, 4.057839082325938, 4.0573200250323, 4.05713191345032, 4.056942559702043, 4.056981336860274, 4.057006002491718, 4.0565874831674, 4.056337228786141, 4.055933152336839, 4.055846399036764, 4.05495608823168, 12.347254116262604, 5.582019289218833, 5.581409758857786, 5.581126485466287, 5.101836728806965, 17.523534806548852, 7.027642782123688, 14.500351545143726, 13.03818181180718, 11.592990338963363, 160.71147226685304, 260.2892885803297, 120.60156268630827, 1190.323748265612, 110.19211596489939, 22.27712099758119, 11.941059663390707, 55.66646647525186, 188.9324820580364, 200.68534010710158, 214.6514903473495, 136.20482374272376, 220.9421515711764, 133.8669067911586, 842.7731077403708, 216.9848779201985, 70.26449667600848, 171.95179429026825, 953.075777606132, 595.5475979077213, 1379.5703094533578, 78.05247591068282, 366.6756810784595, 1531.1606707238639, 758.2040053173185, 1029.6314212496318, 206.37919686621393, 168.04823146598977, 713.9888234303633, 1226.561957140143, 538.9895464377249, 313.62570500776974, 461.56369034136065, 534.7872537777548, 845.0193791621389, 330.97905211671645, 541.1754097184446, 1529.3952080813722, 552.6227952017216, 778.5684750270061, 965.1603104849836, 412.43224582753834, 1205.3377787528207, 2411.700972597875, 10.0040126885347, 6.634975038869373, 6.633055637965866, 5.507429972138392, 5.506628922053841, 9.797694172214719, 4.3830555252239884, 4.382994675849159, 4.382890011139724, 4.382788333164262, 4.3825478258335355, 4.3820732444649915, 4.38178207994523, 4.38160968533166, 7.372569465816066, 6.0162553407732, 15.000953814932052, 3.25758180469015, 3.2575151405866754, 3.257348242048386, 3.2573005489343934, 3.2572949382692524, 3.2572001489662905, 3.2571814164671897, 3.257209732608368, 3.2571345551712585, 3.2571054764586, 3.257097193364184, 3.257038798908679, 3.257040913012331, 19.64508324819642, 37.28950403334986, 34.875312080956235, 28.692897361035836, 15.502459644347496, 8.403045945550176, 16.283747218793795, 12.180990414187939, 20.729916564725333, 8.664952081256104, 12.570485914996578, 53.94437758063689, 15.269625257919445, 96.26151382722476, 152.9196098331355, 490.09993160005604, 254.32811306438182, 509.1796191757404, 794.8468065595761, 25.24450900409499, 387.3321293704437, 124.37856391242738, 61.914433564426986, 1226.561957140143, 601.617083210368, 1205.3377787528207, 505.5851620459564, 330.97905211671645, 163.50031783416821, 284.8770266299822, 62.157658777731434, 758.2040053173185, 1379.5703094533578, 335.3881836946425, 552.6227952017216, 1531.1606707238639, 454.2390425547348, 863.5954681019206, 412.43224582753834, 607.9010595427724, 319.90027434950827, 205.5455815556427, 713.9888234303633, 605.8074599759791, 516.8390808105623, 541.1754097184446, 247.75841598804465, 842.7731077403708, 845.0193791621389, 534.7872537777548, 382.85334904351623, 1029.6314212496318, 7.319364199539516, 7.3166536403536675, 6.056348259738257, 6.0553555654126034, 6.054133375287066, 4.793269362719127, 4.793002098389366, 3.5312964835986556, 3.5311161926554075, 3.531096221608865, 3.5311164066741196, 3.5309738845064857, 3.531059390685073, 3.5308420917261087, 3.5307613333891803, 3.530909057126139, 3.5306572656371897, 3.5306063129533753, 3.5305289092457697, 3.530451457600967, 3.5304333991117245, 3.530410759377294, 3.5303029028813597, 3.530238502946413, 3.5302116199250535, 3.529823344411847, 6.993061743478162, 17.407868047326055, 7.072629187066013, 7.148774678119249, 13.088992411366656, 9.350451782923363, 6.482108500416074, 9.538933092003923, 2411.700972597875, 415.837742063723, 557.1177986417348, 516.2987263069202, 234.896290184247, 61.125981415116044, 694.430462491658, 264.687709982702, 561.9945672033098, 235.9350072078502, 53.47489773819804, 380.8297904170918, 432.86256561427115, 234.86574791212732, 31.004348537263596, 280.65864909990046, 272.1061221367445, 117.11298197552318, 476.45958648050333, 133.16164963639199, 130.11501393724805, 313.1157670927418, 121.02420213203942, 607.9010595427724, 135.46117779108081, 365.7405936576003, 400.5117788846667, 134.89764030002044, 152.89903144730891, 185.9350354593245, 953.075777606132, 152.34093600991207, 1379.5703094533578, 794.8468065595761, 312.2716288245756, 601.617083210368, 778.5684750270061, 965.1603104849836, 1226.561957140143, 845.0193791621389, 434.5975872595202, 1029.6314212496318, 34.26497260539642, 5.389734224784348, 5.38971178425114, 5.388837038448584, 5.179734742691479, 4.29421540249854, 4.294156529500827, 4.294316654481404, 4.293990655386619, 4.293849504039411, 4.291899673828084, 4.29200220126616, 3.198453261919462, 3.198163884911067, 3.1980945280345723, 3.1980787820221415, 3.198054105872366, 3.1980542206918976, 3.1980569658501024, 3.1980245483243346, 3.1979829859292304, 3.1979848657076126, 3.1979812115160935, 3.198085647497771, 3.197940243423228, 3.1979092774373883, 3.1979202094799275, 3.1978713059233397, 3.19784393056357, 3.1978993470305688, 71.54343871481507, 9.389577103246438, 62.3008683472203, 10.630133369937262, 380.6580057704541, 44.188059069410414, 6.144786957818976, 60.798059983236634, 13.659735252871636, 198.74037293994385, 206.17727324487976, 43.79156240599408, 60.98315077392777, 19.916492821302864, 14.18910913401559, 11.819199472282472, 20.129107030781686, 59.48164384479236, 360.4052185619985, 245.0588925861656, 262.9324573551452, 446.68136753774525, 85.00995340614506, 51.92866025401775, 399.67221267314187, 449.05330355733025, 1531.1606707238639, 605.8074599759791, 1226.561957140143, 303.42029648808085, 165.0971648671206, 301.78028051912, 270.3277961409439, 1029.6314212496318, 281.6018385288622, 160.30507258211617, 656.8196257703178, 1529.3952080813722, 505.5851620459564, 390.6432707930677, 387.3321293704437, 601.617083210368, 318.3712057928845, 842.7731077403708, 286.2441403559407, 713.9888234303633, 383.6463188916272, 1205.3377787528207, 863.5954681019206, 454.2390425547348, 1379.5703094533578, 4.702427763349118, 6.416094674214522, 3.2241983266514516, 3.224162922681122, 3.223858948214988, 3.223711980577275, 3.2236188251068327, 3.2234342685416224, 3.2228044727157483, 8.79348100780962, 5.6181089102121335, 8.95310756001915, 5.639176442649594, 5.719290605224015, 5.798167606362787, 58.72412744807284, 2.4846871632509075, 2.4847511656563976, 2.4846253706527417, 2.4845892835619834, 2.4845841689823374, 2.4846213533962023, 2.4845846664553473, 2.484570376014025, 2.484564169700938, 2.4845474742755145, 2.4846112529606654, 2.4845837435778546, 2.484538120645597, 2.4845535057354504, 21.956513477743297, 126.54691343967976, 13.875212734615278, 10.07764972136946, 5.058551059905572, 65.99127880848346, 557.1177986417348, 561.9945672033098, 6.558660157743071, 24.980513957420058, 380.8297904170918, 8.329687836910034, 2411.700972597875, 234.86574791212732, 432.86256561427115, 694.430462491658, 235.9350072078502, 234.896290184247, 415.837742063723, 272.1061221367445, 264.687709982702, 280.65864909990046, 135.46117779108081, 121.02420213203942, 117.11298197552318, 516.2987263069202, 365.7405936576003, 196.40177977757872, 134.89764030002044, 133.16164963639199, 240.88236851454883, 152.34093600991207, 313.1157670927418, 400.5117788846667, 538.9895464377249, 965.1603104849836, 607.9010595427724, 794.8468065595761, 541.1754097184446, 1205.3377787528207, 490.09993160005604, 601.617083210368, 1190.323748265612, 845.0193791621389, 1531.1606707238639, 1029.6314212496318, 10.375030916818213, 8.502392935390858, 4.754386612869058, 4.753905746032639, 4.752593848895719, 3.817333665668639, 3.8166478068013334, 3.8164843199859515, 3.8159511811484483, 3.815766541770785, 20.769816907060843, 7.750562406916823, 9.165649111292948, 16.0151157474212, 2.880457212419447, 2.8802711693195646, 2.880207589869279, 2.880153270478741, 2.8801654119922424, 2.8799499744800197, 2.8799920541507205, 2.879924654399103, 2.879866898375004, 2.879934210303568, 2.8799964542572454, 2.879849900676912, 2.8798788482917663, 2.8798213204855845, 2.8798116749098064, 2.879763671062586, 53.54264387128694, 17.252513205613273, 38.364449330135336, 37.99705887336943, 56.462962873950055, 74.52592040678014, 38.74638606807123, 37.488680131703845, 4.32440388144367, 48.2865249576491, 45.232937585728706, 5.876733233770108, 44.626532563971246, 21.76614952714913, 449.05330355733025, 160.30507258211617, 203.00278334119162, 43.57193526042239, 126.48777666454282, 244.94473278659905, 182.28611293720513, 36.63236869608856, 20.86182159790358, 67.08935079947655, 43.348557775628755, 86.62714808831576, 845.0193791621389, 1190.323748265612, 1226.561957140143, 275.7980525479532, 171.95339330193664, 297.07394835105373, 1379.5703094533578, 965.1603104849836, 863.5954681019206, 842.7731077403708, 794.8468065595761, 401.7786453583496, 713.9888234303633, 605.8074599759791, 366.6756810784595, 356.6578170130879, 1531.1606707238639, 490.09993160005604, 387.3321293704437, 1029.6314212496318, 382.85334904351623, 1205.3377787528207, 1529.3952080813722, 2411.700972597875, 412.43224582753834, 953.075777606132, 6.470921526767351, 5.379946858761477, 5.378457618085879, 4.285807684344039, 4.285665781624478, 4.285271280168878, 4.2848850643877325, 6.118341956877367, 6.117983283597177, 9.772054878363642, 3.1929823509421285, 3.1926934212422675, 3.1926702700645064, 3.1926601435221955, 3.1927099858701595, 3.1927092282936265, 3.192569084051451, 3.1925169670872053, 3.192478871886499, 3.1924347268232456, 3.1923213557361483, 3.192276159364188, 3.192241430667287, 3.1921535633129206, 3.1921096259567467, 3.19190182389792, 3.19203755840733, 3.1917664736540736, 3.19161538370096, 3.191144011494971, 11.07443806267201, 11.261795224454222, 6.503279667221909, 118.77583641391114, 18.330350903896296, 14.397356663409338, 16.42262524126738, 22.873688716563798, 656.8196257703178, 5.022409077545828, 72.41051066037569, 16.467451544132512, 7.21069124715636, 863.5954681019206, 7.251375096690085, 14.48617528750011, 67.01110086228095, 43.88391680276155, 5.20182049398715, 301.59949426971116, 188.5952997132646, 254.32811306438182, 51.64386751244241, 595.5475979077213, 380.6580057704541, 1531.1606707238639, 138.44952085543963, 965.1603104849836, 134.96122867334313, 140.09960544978946, 68.53969291056559, 37.640124691668014, 1379.5703094533578, 409.8416576766501, 73.27700157275358, 953.075777606132, 318.3712057928845, 552.6227952017216, 1205.3377787528207, 490.09993160005604, 2411.700972597875, 242.775922364774, 516.8390808105623, 541.1754097184446, 447.6269506288116, 313.62570500776974, 390.6432707930677, 758.2040053173185, 842.7731077403708, 1029.6314212496318, 476.45958648050333, 534.7872537777548, 694.430462491658, 1190.323748265612, 713.9888234303633, 794.8468065595761, 1226.561957140143, 13.830916148641352, 9.250320003756375, 9.248073620068528, 7.415578654661227, 5.585680350786797, 4.669934403461749, 4.6697416232483215, 4.66945506856088, 4.668846915469356, 7.486592099446908, 10.882695548095962, 3.7543811382852232, 3.754106823169284, 3.753989137879762, 3.7539827061519744, 3.75402894574843, 3.7537634428943862, 3.7533089293363924, 5.597514083215596, 6.67816231610577, 2.838252049538672, 2.8382235817629478, 2.8382744822188943, 2.838141302001244, 2.838133823396117, 2.838191572074179, 2.8381129632440536, 2.838060802712388, 2.838058958481991, 2.8380189393896473, 8.337110325966023, 11.323557007265423, 5.686822782539467, 5.796352380554685, 5.932665632737416, 7.00037712571027, 12.862766498459646, 6.158435948495875, 7.778284878669472, 17.15344034457016, 1529.3952080813722, 345.14408455976405, 446.68136753774525, 38.53644781678281, 778.5684750270061, 147.86962821082284, 360.4052185619985, 222.90939453792458, 61.7169969148861, 290.78262103386885, 122.55249334913337, 45.75555895424184, 86.84385358029722, 401.7786453583496, 165.0971648671206, 335.3881836946425, 95.18676709131748, 228.7451247540693, 186.50162892680896, 605.8074599759791, 447.6269506288116, 215.6097526339779, 1205.3377787528207, 318.3712057928845, 656.8196257703178, 383.6463188916272, 314.7097207841637, 315.75563082641526, 1029.6314212496318, 109.59477611580814, 176.14214898393374, 1531.1606707238639, 301.59949426971116, 1379.5703094533578, 509.1796191757404, 516.8390808105623, 953.075777606132, 713.9888234303633, 534.7872537777548, 965.1603104849836, 794.8468065595761, 842.7731077403708, 845.0193791621389, 863.5954681019206, 7.789353011817048, 5.076750801912153, 5.075892570423526, 10.262474025594214, 3.7199250531653725, 3.7196511915159727, 3.7195569009066793, 3.719480467367126, 3.719437712809413, 3.719434829871619, 3.7193580577726975, 3.719336841775335, 3.719341244007482, 3.7193857603062295, 3.719225397419656, 3.7192301534334216, 3.719161577275304, 3.719150624502967, 3.7191437117623596, 3.7192200659454424, 3.719133909916952, 3.719140273473886, 3.719117924964635, 3.7190440910458933, 3.7188944632176018, 3.718857343795281, 3.7188996655928883, 3.7190064643366543, 3.718655163393137, 3.718651668014909, 15.722207587688736, 1529.3952080813722, 8.110372572804241, 215.6097526339779, 10.957912350739527, 778.5684750270061, 6.0126388219828275, 6.01056375227566, 14.118633470365285, 6.09180306067602, 356.6578170130879, 40.338274084806756, 12.071527636379026, 15.44838789495787, 1205.3377787528207, 73.59901794118143, 516.8390808105623, 20.345035003963364, 64.80930895202144, 20.53545591039337, 17.309254165769804, 758.2040053173185, 9.808291279399828, 29.094253207227144, 18.1773203398279, 10.05299839650517, 447.6269506288116, 454.2390425547348, 254.91144259370625, 188.54634291770253, 105.13582880562006, 509.1796191757404, 160.87767071053096, 1190.323748265612, 271.25400321002587, 364.18061878439465, 75.40729552492796, 552.6227952017216, 534.7872537777548, 399.67221267314187, 156.12559771019139, 401.7786453583496, 1531.1606707238639, 1379.5703094533578, 863.5954681019206, 845.0193791621389, 965.1603104849836, 357.18653923935256, 330.97905211671645, 538.9895464377249, 953.075777606132, 412.43224582753834, 1029.6314212496318, 842.7731077403708, 1226.561957140143, 2411.700972597875, 3.5462742719168125, 3.5461196129054553, 2.5305919020246233, 2.5302676597496476, 2.5301814451614755, 2.5301012972865737, 2.5300655378876606, 2.530045733084135, 3.776189874478187, 2.0223791123160297, 2.0223520150706644, 2.022302807423168, 2.022305174499573, 2.0223236602786816, 2.022374088732526, 2.0222776938201874, 2.022272832452601, 2.0222551283622385, 2.022229029329572, 2.022240912271214, 2.0222373259846567, 2.0222492761284765, 2.0222372557365182, 2.022215089067682, 2.022185748974146, 2.0221647166802894, 2.0221826778321503, 2.022227852556293, 2.0222050133468525, 2.02215116182436, 3.9530180136243698, 4.055612583710133, 4.130902667561942, 156.49957189726754, 5.377725115729089, 356.6578170130879, 4.393991246971439, 214.6514903473495, 339.7634851694097, 110.19211596489939, 6.361217377056154, 17.68357712521966, 382.85334904351623, 557.1177986417348, 13.980905201323893, 260.2892885803297, 2411.700972597875, 313.1157670927418, 5.995027015423064, 3.2694877451312445, 3.269026290207951, 25.225702866301383, 561.9945672033098, 314.7097207841637, 315.75563082641526, 694.430462491658, 380.8297904170918, 235.9350072078502, 415.837742063723, 234.86574791212732, 234.896290184247, 432.86256561427115, 357.18653923935256, 1205.3377787528207, 400.5117788846667, 965.1603104849836, 365.7405936576003, 516.2987263069202, 133.8669067911586, 264.687709982702, 272.1061221367445, 1190.323748265612, 280.65864909990046, 607.9010595427724, 1029.6314212496318, 516.8390808105623, 538.9895464377249, 1531.1606707238639, 953.075777606132, 383.6463188916272, 794.8468065595761, 1226.561957140143], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -7.691500186920166, -7.807700157165527, -7.939499855041504, -7.939599990844727, -7.939899921417236, -8.091400146484375, -8.270600318908691, -8.48859977722168, -8.48859977722168, -8.488699913024902, -8.488699913024902, -8.488699913024902, -8.488800048828125, -7.4319000244140625, -8.767900466918945, -8.768099784851074, -8.768199920654297, -8.768199920654297, -8.768199920654297, -8.768199920654297, -8.76830005645752, -8.768400192260742, -8.768600463867188, -8.768600463867188, -8.768899917602539, -7.691699981689453, -8.48859977722168, -8.488699913024902, -8.488800048828125, -8.58530044555664, -7.366600036621094, -8.269599914550781, -7.586999893188477, -7.691400051116943, -7.8078999519348145, -5.3902997970581055, -5.002799987792969, -5.73390007019043, -3.716200113296509, -5.842599868774414, -7.253399848937988, -7.808000087738037, -6.462299823760986, -5.391600131988525, -5.3592000007629395, -5.33459997177124, -5.722400188446045, -5.375699996948242, -5.7947001457214355, -4.29610013961792, -5.4197998046875, -6.3414998054504395, -5.627399921417236, -4.2480998039245605, -4.644800186157227, -3.9992001056671143, -6.285799980163574, -5.101600170135498, -4.046899795532227, -4.606599807739258, -4.394700050354004, -5.5742998123168945, -5.738800048828125, -4.7291998863220215, -4.358799934387207, -4.951300144195557, -5.325799942016602, -5.113900184631348, -5.024899959564209, -4.783699989318848, -5.368000030517578, -5.115799903869629, -4.604499816894531, -5.119800090789795, -5.0671000480651855, -5.127799987792969, -5.421000003814697, -5.215400218963623, -5.230100154876709, -7.3506999015808105, -7.812399864196777, -7.81279993057251, -8.031100273132324, -8.031299591064453, -7.48199987411499, -8.310400009155273, -8.310400009155273, -8.310400009155273, -8.310500144958496, -8.310500144958496, -8.310700416564941, -8.310700416564941, -8.310799598693848, -7.812699794769287, -8.030900001525879, -7.12939977645874, -8.699799537658691, -8.699799537658691, -8.699899673461914, -8.699899673461914, -8.699899673461914, -8.699899673461914, -8.699899673461914, -8.699899673461914, -8.699999809265137, -8.699999809265137, -8.699999809265137, -8.699999809265137, -8.699999809265137, -6.97160005569458, -6.3927001953125, -6.462900161743164, -6.659200191497803, -7.242099761962891, -7.81279993057251, -7.20959997177124, -7.4816999435424805, -7.020699977874756, -7.812900066375732, -7.482100009918213, -6.179699897766113, -7.325099945068359, -5.714799880981445, -5.331399917602539, -4.498199939727783, -5.168700218200684, -4.644199848175049, -4.3302998542785645, -6.964099884033203, -4.899899959564209, -5.7733001708984375, -6.307400226593018, -4.164899826049805, -4.696300029754639, -4.228899955749512, -4.8607001304626465, -5.166399955749512, -5.661200046539307, -5.311200141906738, -6.354800224304199, -4.688499927520752, -4.299499988555908, -5.250699996948242, -4.936600208282471, -4.31879997253418, -5.1209001541137695, -4.751699924468994, -5.202700138092041, -4.990300178527832, -5.377099990844727, -5.636300086975098, -4.979499816894531, -5.069499969482422, -5.156700134277344, -5.1596999168396, -5.545000076293945, -5.086299896240234, -5.153299808502197, -5.305699825286865, -5.414999961853027, -5.3470001220703125, -7.606800079345703, -7.6072001457214355, -7.825099945068359, -7.825300216674805, -7.8256001472473145, -8.1048002243042, -8.104900360107422, -8.494099617004395, -8.494199752807617, -8.494199752807617, -8.494199752807617, -8.494199752807617, -8.494199752807617, -8.49429988861084, -8.49429988861084, -8.49429988861084, -8.494400024414062, -8.494400024414062, -8.494400024414062, -8.494500160217285, -8.494500160217285, -8.494500160217285, -8.494500160217285, -8.494500160217285, -8.494600296020508, -8.49470043182373, -7.825099945068359, -6.923500061035156, -7.825099945068359, -7.825099945068359, -7.276299953460693, -7.607100009918213, -7.950200080871582, -7.60699987411499, -2.7588999271392822, -4.306399822235107, -4.167600154876709, -4.258500099182129, -4.934199810028076, -6.073699951171875, -4.038599967956543, -4.859000205993652, -4.229300022125244, -4.963500022888184, -6.210400104522705, -4.58519983291626, -4.504799842834473, -5.02400016784668, -6.706200122833252, -4.9085001945495605, -4.934100151062012, -5.62939977645874, -4.537399768829346, -5.5725998878479, -5.604599952697754, -4.939199924468994, -5.660600185394287, -4.514599800109863, -5.633299827575684, -4.941299915313721, -4.912300109863281, -5.666200160980225, -5.59660005569458, -5.468900203704834, -4.416500091552734, -5.614799976348877, -4.417399883270264, -4.748000144958496, -5.251100063323975, -4.9309000968933105, -4.830999851226807, -4.804200172424316, -4.792399883270264, -4.982699871063232, -5.19789981842041, -5.09119987487793, -6.044600009918213, -7.933300018310547, -7.9334001541137695, -7.933499813079834, -8.024499893188477, -8.212800025939941, -8.212800025939941, -8.212800025939941, -8.212900161743164, -8.212900161743164, -8.213500022888184, -8.213500022888184, -8.60219955444336, -8.602299690246582, -8.602299690246582, -8.602299690246582, -8.602299690246582, -8.602299690246582, -8.602299690246582, -8.602299690246582, -8.602399826049805, -8.602399826049805, -8.602399826049805, -8.602299690246582, -8.602399826049805, -8.602399826049805, -8.602399826049805, -8.602399826049805, -8.602399826049805, -8.602399826049805, -5.724400043487549, -7.6006999015808105, -5.907199859619141, -7.536200046539307, -4.396599769592285, -6.327499866485596, -8.048100471496582, -6.125699996948242, -7.384399890899658, -5.168600082397461, -5.15310001373291, -6.434899806976318, -6.181600093841553, -7.101600170135498, -7.3815999031066895, -7.535799980163574, -7.107600212097168, -6.234099864959717, -4.7982001304626465, -5.11959981918335, -5.090099811553955, -4.703800201416016, -5.992700099945068, -6.38129997253418, -4.895100116729736, -4.810800075531006, -4.003399848937988, -4.665800094604492, -4.190299987792969, -5.185400009155273, -5.615699768066406, -5.195199966430664, -5.294400215148926, -4.415500164031982, -5.33489990234375, -5.704100131988525, -4.823800086975098, -4.289599895477295, -5.007900238037109, -5.173900127410889, -5.200399875640869, -5.094699859619141, -5.404300212860107, -5.001500129699707, -5.464300155639648, -5.196300029754639, -5.3765997886657715, -5.120800018310547, -5.261899948120117, -5.426599979400635, -5.377600193023682, -8.077400207519531, -7.812099933624268, -8.57509994506836, -8.57509994506836, -8.575200080871582, -8.575300216674805, -8.575300216674805, -8.575400352478027, -8.575699806213379, -7.614799976348877, -8.077400207519531, -7.614799976348877, -8.077400207519531, -8.077400207519531, -8.077400207519531, -5.773200035095215, -8.964599609375, -8.964599609375, -8.964599609375, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -8.964699745178223, -6.810800075531006, -5.13100004196167, -7.300300121307373, -7.614999771118164, -8.295700073242188, -5.943900108337402, -4.086900234222412, -4.178800106048584, -8.104700088500977, -6.9278998374938965, -4.534299850463867, -7.898499965667725, -2.9440999031066895, -4.97189998626709, -4.471700191497803, -4.067999839782715, -5.003600120544434, -5.01170015335083, -4.561500072479248, -4.963099956512451, -4.994699954986572, -4.963900089263916, -5.5868000984191895, -5.677000045776367, -5.70550012588501, -4.568699836730957, -4.8607001304626465, -5.365499973297119, -5.654600143432617, -5.667399883270264, -5.228000164031982, -5.5746002197265625, -5.080699920654297, -4.911499977111816, -4.704100131988525, -4.3471999168396, -4.67140007019043, -4.552199840545654, -4.794899940490723, -4.487800121307373, -5.021399974822998, -4.946700096130371, -4.736199855804443, -4.900599956512451, -4.7718000411987305, -4.948500156402588, -7.135300159454346, -7.355800151824951, -8.036700248718262, -8.036800384521484, -8.037199974060059, -8.316200256347656, -8.316499710083008, -8.316499710083008, -8.316699981689453, -8.316800117492676, -6.6290998458862305, -7.639900207519531, -7.48769998550415, -6.954800128936768, -8.705599784851074, -8.705699920654297, -8.705699920654297, -8.705699920654297, -8.705699920654297, -8.70580005645752, -8.70580005645752, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.705900192260742, -8.706000328063965, -5.84499979019165, -6.954800128936768, -6.18179988861084, -6.204800128936768, -5.847400188446045, -5.593999862670898, -6.218500137329102, -6.2515997886657715, -8.316499710083008, -6.026400089263916, -6.093800067901611, -8.037199974060059, -6.179500102996826, -6.87529993057251, -4.169400215148926, -5.102799892425537, -4.892899990081787, -6.265399932861328, -5.456699848175049, -4.928800106048584, -5.190000057220459, -6.4980998039245605, -6.954599857330322, -6.0289998054504395, -6.44189977645874, -5.947400093078613, -4.360599994659424, -4.18720006942749, -4.174300193786621, -5.191500186920166, -5.521100044250488, -5.166100025177002, -4.278900146484375, -4.546999931335449, -4.64139986038208, -4.773200035095215, -4.858699798583984, -5.1946001052856445, -4.921800136566162, -5.013000011444092, -5.2530999183654785, -5.3069000244140625, -4.710999965667725, -5.187600135803223, -5.301199913024902, -4.937900066375732, -5.322299957275391, -4.952300071716309, -4.925099849700928, -4.811500072479248, -5.335000038146973, -5.268700122833252, -7.63100004196167, -7.848800182342529, -7.849100112915039, -8.128499984741211, -8.128600120544434, -8.128700256347656, -8.128800392150879, -7.848899841308594, -7.848999977111816, -7.398499965667725, -8.517800331115723, -8.517900466918945, -8.517999649047852, -8.517999649047852, -8.517900466918945, -8.517900466918945, -8.517999649047852, -8.517999649047852, -8.517999649047852, -8.518099784851074, -8.518099784851074, -8.518099784851074, -8.518199920654297, -8.518199920654297, -8.518199920654297, -8.51830005645752, -8.51830005645752, -8.518400192260742, -8.518400192260742, -8.518600463867188, -7.299699783325195, -7.299900054931641, -7.849100112915039, -5.22599983215332, -6.947800159454346, -7.1682000160217285, -7.051700115203857, -6.767000198364258, -3.9410998821258545, -8.129199981689453, -5.887800216674805, -7.168399810791016, -7.849699974060059, -3.948699951171875, -7.849299907684326, -7.300099849700928, -6.0777997970581055, -6.42080020904541, -8.128499984741211, -4.937600135803223, -5.313399791717529, -5.0879998207092285, -6.364299774169922, -4.534200191497803, -4.876800060272217, -3.8526999950408936, -5.682199954986572, -4.348800182342529, -5.716100215911865, -5.698200225830078, -6.2108001708984375, -6.6149001121521, -4.27810001373291, -5.072999954223633, -6.210700035095215, -4.629000186920166, -5.313300132751465, -5.010799884796143, -4.552800178527832, -5.087800025939941, -4.164400100708008, -5.509200096130371, -5.0883002281188965, -5.0721001625061035, -5.178299903869629, -5.398799896240234, -5.331500053405762, -5.015600204467773, -4.98829984664917, -4.978000164031982, -5.27209997177124, -5.265600204467773, -5.194799900054932, -5.065299987792969, -5.241399765014648, -5.268599987030029, -5.248899936676025, -6.653500080108643, -7.091400146484375, -7.091700077056885, -7.340000152587891, -7.670599937438965, -7.888800144195557, -7.888800144195557, -7.888899803161621, -7.889100074768066, -7.423799991607666, -7.091599941253662, -8.16819953918457, -8.168299674987793, -8.168399810791016, -8.168399810791016, -8.168299674987793, -8.168399810791016, -8.168600082397461, -7.807700157165527, -7.6707000732421875, -8.557700157165527, -8.557700157165527, -8.557700157165527, -8.55780029296875, -8.55780029296875, -8.557700157165527, -8.55780029296875, -8.55780029296875, -8.55780029296875, -8.55780029296875, -7.491399765014648, -7.2083001136779785, -7.888800144195557, -7.888500213623047, -7.888700008392334, -7.742000102996826, -7.20550012588501, -7.874599933624268, -7.670400142669678, -6.987199783325195, -3.373199939727783, -4.644199848175049, -4.457099914550781, -6.4604997634887695, -4.211699962615967, -5.524099826812744, -4.888999938964844, -5.245699882507324, -6.160200119018555, -5.064000129699707, -5.733099937438965, -6.4253997802734375, -6.018400192260742, -4.978499889373779, -5.588900089263916, -5.157599925994873, -5.964000225067139, -5.412199974060059, -5.543000221252441, -4.837600231170654, -5.02269983291626, -5.513700008392334, -4.537600040435791, -5.375100135803223, -4.98829984664917, -5.281400203704834, -5.405900001525879, -5.406099796295166, -4.881800174713135, -5.9633002281188965, -5.75540018081665, -4.785099983215332, -5.513599872589111, -4.861299991607666, -5.290599822998047, -5.308000087738037, -5.086699962615967, -5.208600044250488, -5.331600189208984, -5.256499767303467, -5.3109002113342285, -5.303299903869629, -5.315000057220459, -5.3495001792907715, -7.234000205993652, -7.731599807739258, -7.731800079345703, -7.054900169372559, -8.121100425720215, -8.121199607849121, -8.121199607849121, -8.121199607849121, -8.121199607849121, -8.121199607849121, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121299743652344, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121399879455566, -8.121500015258789, -8.121500015258789, -6.771500110626221, -2.9674999713897705, -7.452199935913086, -4.718900203704834, -7.234000205993652, -3.750699996948242, -7.731900215148926, -7.7322001457214355, -7.055500030517578, -7.73199987411499, -4.63070011138916, -6.290900230407715, -7.2342000007629395, -7.055200099945068, -3.9442999362945557, -5.967400074005127, -4.588399887084961, -6.9029998779296875, -6.084400177001953, -6.9029998779296875, -7.055099964141846, -4.483099937438965, -7.452300071716309, -6.714700222015381, -7.055099964141846, -7.452199935913086, -4.923399925231934, -4.954800128936768, -5.342800140380859, -5.536600112915039, -5.928100109100342, -4.985199928283691, -5.704899787902832, -4.537499904632568, -5.426000118255615, -5.277200222015381, -6.177999973297119, -5.054599761962891, -5.123499870300293, -5.288099765777588, -5.796599864959717, -5.289000034332275, -4.599699974060059, -4.666399955749512, -4.9105000495910645, -4.921899795532227, -4.8780999183654785, -5.388500213623047, -5.448800086975098, -5.25, -5.058700084686279, -5.417600154876709, -5.152699947357178, -5.254199981689453, -5.185400009155273, -5.2972002029418945, -8.174699783325195, -8.174699783325195, -8.672300338745117, -8.672499656677246, -8.672499656677246, -8.672599792480469, -8.672599792480469, -8.672699928283691, -8.39330005645752, -9.061800003051758, -9.061800003051758, -9.061800003051758, -9.061800003051758, -9.061800003051758, -9.061800003051758, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.06190013885498, -9.062000274658203, -9.062000274658203, -9.062000274658203, -9.06190013885498, -9.062000274658203, -9.062000274658203, -8.39330005645752, -8.3927001953125, -8.392999649047852, -5.121799945831299, -8.174799919128418, -4.511000156402588, -8.393099784851074, -5.050000190734863, -4.681700229644775, -5.647600173950195, -8.087900161743164, -7.231200218200684, -4.669000148773193, -4.383800029754639, -7.456999778747559, -5.038700103759766, -3.224100112915039, -4.899700164794922, -8.17490005493164, -8.67240047454834, -8.672599792480469, -7.025100231170654, -4.562699794769287, -5.0406999588012695, -5.039599895477295, -4.432000160217285, -4.901800155639648, -5.309599876403809, -4.887800216674805, -5.316299915313721, -5.327899932861328, -4.873700141906738, -5.026800155639648, -4.149099826812744, -4.973100185394287, -4.3317999839782715, -5.05109977722168, -4.813899993896484, -5.802800178527832, -5.3196001052856445, -5.304900169372559, -4.278500080108643, -5.292900085449219, -4.794099807739258, -4.531799793243408, -4.947400093078613, -4.94980001449585, -4.600500106811523, -4.833700180053711, -5.169099807739258, -4.991099834442139, -5.011600017547607], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 1.7203, 1.7094, 1.6956, 1.6956, 1.6956, 1.6775, 1.6528, 1.6173, 1.6173, 1.6173, 1.6173, 1.6173, 1.6173, 1.5681, 1.5615, 1.5614, 1.5614, 1.5614, 1.5614, 1.5614, 1.5614, 1.5613, 1.5613, 1.5613, 1.5612, 1.5249, 1.5219, 1.5219, 1.5218, 1.5151, 1.4999, 1.5106, 1.4689, 1.4708, 1.4717, 1.2601, 1.1654, 1.2037, 0.9319, 1.1852, 1.3731, 1.4421, 1.2484, 1.0971, 1.0691, 1.0264, 1.0935, 0.9564, 1.0385, 0.6973, 0.9304, 1.1362, 0.9554, 0.6223, 0.6958, 0.5014, 1.0868, 0.724, 0.3494, 0.4925, 0.3984, 0.826, 0.867, 0.43, 0.2593, 0.4891, 0.656, 0.4816, 0.4233, 0.207, 0.56, 0.3205, -0.2071, 0.2955, 0.0055, -0.27, 0.287, -0.5799, -1.2881, 2.0763, 2.0252, 2.0252, 1.9929, 1.9928, 1.9658, 1.9419, 1.9419, 1.9419, 1.9419, 1.9419, 1.9419, 1.9418, 1.9418, 1.9195, 1.9047, 1.8925, 1.8493, 1.8493, 1.8493, 1.8493, 1.8493, 1.8492, 1.8492, 1.8492, 1.8492, 1.8492, 1.8492, 1.8492, 1.8492, 1.7806, 1.7187, 1.7154, 1.7142, 1.747, 1.7886, 1.7303, 1.7485, 1.6778, 1.7579, 1.7166, 1.5624, 1.6791, 1.4482, 1.3687, 1.0372, 1.0227, 0.853, 0.7216, 1.5373, 0.8709, 1.1334, 1.2968, 0.4532, 0.6341, 0.4066, 0.6436, 0.7616, 0.972, 0.7667, 1.2456, 0.4106, 0.201, 0.664, 0.4788, 0.0775, 0.4905, 0.2173, 0.5052, 0.3297, 0.5849, 0.768, 0.1797, 0.254, 0.3256, 0.2766, 0.6726, -0.093, -0.1626, 0.1425, 0.3674, -0.5539, 2.1327, 2.1327, 2.1038, 2.1038, 2.1037, 2.058, 2.058, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9742, 1.9741, 1.9741, 1.9741, 1.9741, 1.96, 1.9496, 1.9487, 1.938, 1.882, 1.8876, 1.9108, 1.8677, 1.1831, 1.3934, 1.2396, 1.2249, 1.3367, 1.5434, 1.1483, 1.2925, 1.1693, 1.303, 1.5404, 1.2025, 1.1548, 1.247, 1.5897, 1.1844, 1.1897, 1.3375, 1.0263, 1.2659, 1.257, 1.0442, 1.2734, 0.8054, 1.1881, 0.8868, 0.825, 1.1594, 1.1036, 1.0357, 0.4539, 1.0891, 0.0831, 0.3039, 0.7351, 0.3995, 0.2415, 0.0535, -0.1743, 0.008, 0.4578, -0.2981, 2.1513, 2.1122, 2.1122, 2.1122, 2.0608, 2.06, 2.06, 2.06, 2.06, 2.0599, 2.0598, 2.0598, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.9652, 1.7353, 1.8897, 1.6909, 1.8302, 1.3915, 1.6141, 1.8664, 1.4968, 1.7312, 1.2695, 1.2482, 1.5157, 1.4379, 1.6369, 1.6959, 1.7245, 1.6203, 1.4103, 1.0446, 1.109, 1.068, 0.9244, 1.2945, 1.3988, 0.8443, 0.8121, 0.3928, 0.6577, 0.4278, 0.8296, 1.0079, 0.8251, 0.836, 0.3776, 0.7547, 0.9489, 0.4188, 0.1078, 0.4964, 0.5884, 0.5703, 0.2357, 0.5625, -0.0081, 0.6089, -0.0371, 0.4038, -0.4853, -0.293, 0.1848, -0.877, 2.1046, 2.0591, 1.9843, 1.9843, 1.9842, 1.9842, 1.9842, 1.9842, 1.9841, 1.9412, 1.9266, 1.9232, 1.9229, 1.9088, 1.8951, 1.884, 1.8553, 1.8553, 1.8553, 1.8553, 1.8553, 1.8553, 1.8553, 1.8553, 1.8552, 1.8552, 1.8552, 1.8552, 1.8552, 1.8552, 1.8302, 1.7585, 1.7996, 1.8048, 1.8132, 1.5966, 1.3203, 1.2197, 1.7446, 1.5841, 1.2534, 1.7117, 0.9979, 1.2992, 1.188, 1.119, 1.2629, 1.2592, 1.1382, 1.1607, 1.1567, 1.129, 1.2346, 1.2571, 1.2614, 0.9147, 0.9674, 1.0844, 1.1709, 1.1711, 1.0177, 1.1293, 0.9028, 0.8258, 0.7363, 0.5105, 0.6486, 0.4997, 0.6414, 0.1478, 0.514, 0.3838, -0.0882, 0.0901, -0.3755, -0.1554, 2.2553, 2.2339, 2.1343, 2.1343, 2.1342, 2.0743, 2.0742, 2.0742, 2.0741, 2.0741, 2.0674, 2.0424, 2.0269, 2.0017, 1.9665, 1.9665, 1.9665, 1.9665, 1.9665, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9664, 1.9046, 1.9272, 1.9011, 1.8878, 1.849, 1.8249, 1.8545, 1.8544, 1.9492, 1.8265, 1.8244, 1.9218, 1.7522, 1.7744, 1.4535, 1.5502, 1.524, 1.6902, 1.4332, 1.3002, 1.3345, 1.631, 1.7375, 1.495, 1.5189, 1.321, 0.6301, 0.4609, 0.4437, 0.9188, 1.0617, 0.8699, 0.2216, 0.3107, 0.3275, 0.2201, 0.1932, 0.5395, 0.2374, 0.3105, 0.5725, 0.5464, -0.3147, 0.3479, 0.4695, -0.1448, 0.4601, -0.3167, -0.5277, -0.8696, 0.373, -0.3984, 2.2318, 2.1986, 2.1985, 2.1462, 2.1462, 2.1461, 2.1461, 2.0698, 2.0698, 2.0521, 2.0513, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0512, 2.0511, 2.0511, 2.0511, 2.0511, 2.0511, 2.051, 2.0257, 2.0087, 2.0086, 1.7268, 1.8737, 1.8948, 1.8797, 1.8331, 1.3015, 1.9869, 1.5598, 1.7603, 1.9048, 1.0202, 1.8995, 1.7567, 1.4474, 1.5277, 1.9525, 1.0833, 1.1771, 1.1035, 1.4213, 0.8063, 0.9113, 0.5435, 1.1173, 0.5089, 1.109, 1.0894, 1.2918, 1.487, 0.2225, 0.6412, 1.2251, 0.2414, 0.6535, 0.4046, 0.0827, 0.4477, -0.2224, 0.7287, 0.394, 0.3642, 0.4478, 0.5831, 0.4308, 0.0834, 0.005, -0.1849, 0.2916, 0.1826, -0.0078, -0.4172, -0.0822, -0.2167, -0.6309, 2.4496, 2.414, 2.4139, 2.3864, 2.3392, 2.3001, 2.3001, 2.3001, 2.3001, 2.2931, 2.2513, 2.2389, 2.2389, 2.2389, 2.2389, 2.2389, 2.2388, 2.2388, 2.2, 2.1605, 2.1292, 2.1292, 2.1291, 2.1291, 2.1291, 2.1291, 2.1291, 2.1291, 2.1291, 2.1291, 2.1179, 2.0949, 2.1031, 2.0844, 2.0609, 2.042, 1.9702, 2.0376, 2.0083, 1.9006, 1.0242, 1.2419, 1.1711, 1.6179, 0.8609, 1.2096, 0.9538, 1.0776, 1.4472, 0.9935, 1.1884, 1.4813, 1.2475, 0.7557, 1.0346, 0.7572, 1.2102, 0.8853, 0.9586, 0.4859, 0.6034, 0.8429, 0.0979, 0.5917, 0.2544, 0.4989, 0.5725, 0.569, -0.0887, 1.07, 0.8033, -0.3888, 0.5073, -0.3608, 0.2066, 0.1744, -0.2163, -0.0494, 0.1165, -0.3987, -0.259, -0.3099, -0.3243, -0.3806, 2.4433, 2.3737, 2.3737, 2.3466, 2.2953, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2952, 2.2035, 1.43, 2.1847, 1.6377, 2.102, 1.3219, 2.2043, 2.2043, 2.027, 2.1911, 1.2225, 1.7419, 2.005, 1.9374, 0.6913, 1.464, 0.8939, 1.8142, 1.4742, 1.8049, 1.8237, 0.616, 1.9945, 1.6448, 1.7748, 1.9699, 0.7026, 0.6566, 0.8463, 0.9541, 1.1467, 0.5121, 0.9445, 0.1106, 0.701, 0.5552, 1.2291, 0.3607, 0.3247, 0.4513, 0.8828, 0.4452, -0.2035, -0.1658, 0.0584, 0.0688, -0.0203, 0.4633, 0.4791, 0.1904, -0.1883, 0.2904, -0.3596, -0.2608, -0.5673, -1.3552, 2.2895, 2.2895, 2.1293, 2.1293, 2.1292, 2.1292, 2.1292, 2.1291, 2.008, 1.964, 1.964, 1.964, 1.964, 1.964, 1.964, 1.964, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9639, 1.9623, 1.9372, 1.9186, 1.5552, 1.873, 1.3423, 1.8567, 1.311, 1.2201, 1.3802, 1.7919, 1.6262, 1.1134, 1.0234, 1.6353, 1.1295, 0.7179, 1.0837, 1.7642, 1.873, 1.873, 1.4771, 0.8358, 0.9377, 0.9355, 0.755, 0.8859, 0.9568, 0.8119, 0.9547, 0.943, 0.7859, 0.825, 0.4864, 0.7642, 0.526, 0.777, 0.6695, 1.0304, 0.8319, 0.8189, 0.3696, 0.8, 0.5259, 0.2613, 0.535, 0.4905, -0.2042, 0.0366, 0.6112, 0.0608, -0.3935]}, \"token.table\": {\"Topic\": [1, 2, 3, 4, 5, 6, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 10, 4, 1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 8, 9, 10, 5, 5, 8, 2, 3, 3, 1, 10, 4, 5, 6, 7, 1, 2, 4, 5, 6, 8, 10, 7, 7, 6, 4, 1, 2, 4, 6, 7, 8, 9, 10, 1, 2, 4, 6, 7, 8, 9, 10, 5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 6, 7, 8, 9, 10, 3, 4, 5, 7, 1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 1, 7, 5, 8, 10, 10, 10, 2, 3, 10, 4, 3, 2, 4, 1, 2, 3, 4, 5, 6, 8, 9, 9, 10, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 5, 10, 1, 1, 3, 4, 6, 8, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 5, 6, 9, 1, 2, 3, 4, 5, 6, 8, 9, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 7, 2, 4, 5, 6, 7, 8, 9, 10, 1, 8, 9, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 3, 5, 7, 9, 10, 1, 4, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 5, 2, 7, 1, 10, 1, 3, 4, 5, 7, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 1, 5, 6, 3, 5, 6, 7, 9, 10, 1, 4, 6, 7, 9, 2, 3, 5, 6, 7, 9, 4, 5, 8, 1, 8, 9, 1, 2, 3, 4, 5, 6, 7, 8, 10, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 7, 3, 4, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 10, 2, 4, 5, 6, 7, 10, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 3, 4, 6, 7, 10, 1, 2, 3, 5, 6, 7, 9, 10, 1, 2, 5, 6, 7, 8, 10, 10, 2, 4, 5, 7, 8, 9, 1, 1, 4, 5, 6, 7, 8, 9, 10, 5, 8, 4, 9, 3, 1, 2, 4, 5, 6, 7, 8, 9, 10, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 1, 2, 3, 4, 5, 6, 7, 8, 10, 7, 8, 4, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 8, 4, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 6, 9, 2, 5, 7, 1, 2, 4, 6, 7, 8, 9, 10, 1, 5, 10, 3, 8, 3, 6, 4, 8, 4, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 5, 6, 8, 10, 1, 2, 3, 4, 5, 7, 8, 9, 10, 1, 4, 5, 6, 7, 8, 9, 10, 9, 9, 1, 2, 4, 5, 6, 9, 10, 8, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 1, 2, 4, 5, 7, 8, 10, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 3, 5, 7, 10, 3, 4, 5, 6, 7, 9, 10, 9, 1, 4, 9, 1, 3, 8, 8, 3, 5, 9, 4, 5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 6, 8, 1, 2, 4, 5, 6, 7, 8, 9, 10, 5, 8, 5, 1, 2, 3, 4, 6, 8, 10, 1, 2, 3, 5, 6, 7, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 8, 3, 4, 5, 6, 7, 8, 9, 10, 9, 10, 4, 4, 6, 6, 9, 5, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 3, 4, 5, 6, 7, 10, 9, 3, 4, 5, 7, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 5, 6, 7, 8, 9, 10, 6, 1, 2, 3, 4, 5, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 4, 6, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 6, 7, 1, 7, 4, 3, 1, 2, 3, 4, 6, 7, 9, 10, 1, 2, 3, 4, 5, 6, 8, 9, 10, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 7, 3, 4, 6, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 7, 2, 9, 1, 2, 4, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 8, 1, 2, 3, 4, 5, 6, 7, 9, 10, 2, 2, 5, 7, 6, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 8, 10, 10, 9, 2, 4, 7, 8, 9, 10, 10, 3, 4, 1, 2, 5, 8, 8, 1, 1, 6, 5, 6, 3, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 8, 1, 2, 3, 4, 5, 6, 7, 8, 10, 2, 3, 5, 7, 8, 10, 2, 8, 5, 7, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 5, 1, 2, 4, 5, 6, 7, 8, 9, 10, 4, 6, 9, 1, 5, 6, 7, 4, 8, 2, 1, 2, 4, 6, 7, 8, 9, 10, 6, 4, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 10, 6, 9, 1, 2, 4, 5, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 9, 4, 8, 9, 1, 2, 3, 4, 6, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 5, 4, 8, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 4, 6, 8, 9, 6, 3, 7, 10, 1, 2, 3, 4, 7, 8, 9, 10, 1, 2, 5, 2, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 3, 4, 4, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 3, 10, 6, 7, 2, 8, 10, 1, 3, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 5, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 4, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 9, 5, 9, 5, 6, 3, 7, 10, 1, 2, 9, 2, 2, 2, 5, 6, 7, 10, 6, 7, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 8, 3, 1, 4, 3, 9, 4, 5, 6, 7, 8, 9, 10, 1, 10, 1, 3, 4, 5, 6, 9, 10, 7, 1, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 2, 6, 1, 2, 3, 4, 5, 6, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 4, 5, 7, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 4, 1, 2, 4, 5, 6, 7, 8, 10, 8, 3, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 6, 9, 10, 2, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 8, 10, 4, 6, 7, 8, 9, 2, 1, 1, 2, 5, 6, 9, 10, 5, 1, 7, 1, 4, 6, 8, 9, 10, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 4, 7, 1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 10, 5, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 6, 7, 8, 10, 4, 5, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 5, 6, 7, 8, 9, 10, 9, 3, 6, 7, 1, 4, 5, 6, 8, 9, 10, 6, 7, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 8, 10, 4, 2, 6, 2, 4, 3, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 4, 6, 8, 1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 2, 4, 5, 7, 8, 10, 8, 2, 8, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 9, 1, 2, 3, 4, 5, 6, 7, 8, 10, 9, 4, 5, 10, 10, 1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 6, 7, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 1, 2, 3, 5, 7, 10, 6, 10, 7, 1, 4, 6, 10, 5, 6, 7, 2, 5, 7, 1, 1, 5, 10, 3, 1, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 5, 8, 9, 1, 2, 4, 5, 6, 7, 8, 10, 9, 9, 8, 4, 1, 2, 5, 6, 7, 9, 4, 5, 6, 8, 9, 10, 7, 3, 8, 4, 5, 6, 7, 8, 9, 10, 3, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 3, 5, 6, 7, 2, 5, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 5, 7, 2, 4, 9, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 9, 6, 7, 10, 1, 2, 5, 9, 8, 1, 2, 3, 4, 5, 6, 7, 8, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 7, 6, 8, 7, 8, 1, 2, 3, 10, 1, 2, 6, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 3, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 2, 4, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 10, 1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 1, 3, 4, 5, 6, 8, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 1, 2, 3, 4, 5, 6, 7, 8, 10, 5, 10, 1, 10, 1, 2, 4, 5, 6, 7, 8, 9, 10, 8, 1, 2, 5, 6, 7, 8, 9, 10, 2, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 1, 2, 4, 3, 10, 8, 5, 1, 2, 3, 5, 6, 7, 8, 9, 10, 3, 1, 10, 4, 3, 5, 6, 7, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 9, 1, 5, 4, 6, 8, 6, 1, 2, 3, 4, 5, 7, 8, 9, 10, 1, 2, 3, 4, 6, 7, 8, 9, 10, 10, 7, 9, 1, 2, 7, 9, 10, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 10, 2, 1, 2, 3, 6, 10, 3, 7, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 5, 1, 10, 5, 7, 3, 4, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 4, 10, 9, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 7, 9, 10, 1, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 6, 8, 10, 4, 1, 2, 5, 6, 7, 8, 9, 10, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 3, 5, 1, 6, 7, 8, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 6, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1, 2, 10, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 2, 1, 2, 5, 6, 7, 1, 2, 4, 5, 6, 7, 8, 9, 10, 3, 5, 9, 5, 5, 7], \"Freq\": [0.0160511406426427, 0.0321022812852854, 0.048153421927928104, 0.5457387818498518, 0.048153421927928104, 0.160511406426427, 0.0321022812852854, 0.09630684385585621, 0.0160511406426427, 0.21821766098675557, 0.18912197285518817, 0.08971170507233285, 0.08486242371707162, 0.041218891519720496, 0.1382045186249452, 0.026671047453936794, 0.05091745423024297, 0.10425954913811655, 0.055766735585504205, 0.6140421347897425, 0.8674672945225397, 0.4141730354605936, 0.035284518233965376, 0.024363119732976092, 0.02688344246397362, 0.08989151073891179, 0.1512193638598516, 0.06132785312093982, 0.0042005378849958785, 0.08653108043091509, 0.10753376985589448, 0.13245645621195687, 0.03501722405603458, 0.07307942411694172, 0.1537712882460649, 0.03806220006090715, 0.07307942411694172, 0.3395148245432918, 0.10352918416566745, 0.028927272046289434, 0.02283732003654429, 0.01613466764124874, 0.037647557829580396, 0.29580224008956024, 0.043025780376663304, 0.22588534697748236, 0.053782225470829136, 0.13445556367707284, 0.021512890188331652, 0.037647557829580396, 0.13983378622415574, 0.5472565904611856, 0.20729416305347936, 0.008291766522139175, 0.024875299566417524, 0.20729416305347936, 0.16276535609034898, 0.08878110332200853, 0.11097637915251066, 0.23305039622027238, 0.1997574824745192, 0.05548818957625533, 0.025894488468919154, 0.022195275830502133, 0.05548818957625533, 0.048089764299421286, 0.029528755509339536, 0.014764377754669768, 0.3395806883574047, 0.007382188877334884, 0.3395806883574047, 0.022146566632004653, 0.05905751101867907, 0.007382188877334884, 0.17717253305603722, 0.6254086112169759, 0.8615768845969909, 0.14907137793954103, 0.0902274129634064, 0.11768792995226923, 0.12553379194908718, 0.050998102979316666, 0.06276689597454359, 0.07061275797136153, 0.10984206795545128, 0.1804548259268128, 0.043152240982498716, 0.0290776465877611, 0.0581552931755222, 0.2616988192898499, 0.18609693816167103, 0.01163105863510444, 0.2791454072425065, 0.0290776465877611, 0.0581552931755222, 0.017446587952656658, 0.06397082249307441, 0.09830408252482166, 0.04915204126241083, 0.04915204126241083, 0.04915204126241083, 0.09830408252482166, 0.09830408252482166, 0.49152041262410834, 0.04915204126241083, 0.8049638114109032, 0.7119833495447428, 0.1779958373861857, 0.9078644713222981, 0.8257153433828632, 0.8497001476745095, 0.7167011911334261, 0.17917529778335653, 0.6253797294284166, 0.18059607076058226, 0.09029803538029113, 0.722384283042329, 0.05459652409027951, 0.027298262045139753, 0.13649131022569877, 0.05459652409027951, 0.49136871681251554, 0.1637895722708385, 0.05459652409027951, 0.626436861454839, 0.7001354656939136, 0.6944898575920381, 0.6989911759340365, 0.4869464424425408, 0.005292896113505878, 0.015878688340517633, 0.20642294842672926, 0.005292896113505878, 0.11115081838362344, 0.015878688340517633, 0.1482010911781646, 0.02283544922944157, 0.18268359383553257, 0.45670898458883147, 0.06850634768832471, 0.02283544922944157, 0.13701269537664942, 0.04567089845888314, 0.06850634768832471, 0.6203160472848739, 0.1813065028404192, 0.20631429633564943, 0.04688961280355669, 0.11253507072853605, 0.1781805286535154, 0.09377922560711338, 0.056267535364268026, 0.031259741869037794, 0.06564545792497936, 0.025007793495230232, 0.2183495456499307, 0.013646846603120669, 0.06823423301560334, 0.08188107961872401, 0.17740900584056868, 0.3138774718717754, 0.09552792622184468, 0.013646846603120669, 0.013646846603120669, 0.8499008894451832, 0.13868295919539814, 0.13868295919539814, 0.5547318367815925, 0.7393097506174177, 0.048514243707351086, 0.0023102020813024326, 0.33035889762624787, 0.004620404162604865, 0.32111808930103813, 0.039273435382141356, 0.05313464786995595, 0.011551010406512163, 0.02772242497562919, 0.1617141456911703, 0.6205775177898607, 0.7394386142718984, 0.6265190285378672, 0.28569889365740087, 0.5713977873148017, 0.8459582564600838, 0.494497447910971, 0.49446836051322524, 0.714026799196224, 0.11900446653270401, 0.11900446653270401, 0.6986238110767551, 0.8345500206111227, 0.5894054273095036, 0.2619579676931127, 0.046137636466522344, 0.046137636466522344, 0.11534409116630587, 0.23068818233261174, 0.046137636466522344, 0.4383075464319623, 0.023068818233261172, 0.023068818233261172, 0.8986625704831276, 0.790493356812326, 0.9272249671365421, 0.07380402745731095, 0.056772328813316106, 0.022708931525326444, 0.17599421932127993, 0.06812679457597932, 0.14193082203329027, 0.13625358915195865, 0.18167145220261155, 0.056772328813316106, 0.07948126033864256, 0.35763063464063366, 0.14305225385625348, 0.07152612692812674, 0.35763063464063366, 0.8750857735369506, 0.09188579714135386, 0.1378286957120308, 0.09188579714135386, 0.5513147828481232, 0.09188579714135386, 0.8066588958229642, 0.06541197345910381, 0.16604577878080198, 0.05031690266084908, 0.3572500088920285, 0.020126761064339634, 0.04528521239476418, 0.0603802831930189, 0.10063380532169816, 0.05534859292693399, 0.07547535399127363, 0.6844635282197283, 0.3730996203552218, 0.09690899230005762, 0.11144534114506625, 0.019381798460011524, 0.11629079076006914, 0.10175444191506049, 0.05814539538003457, 0.029072697690017284, 0.03876359692002305, 0.053299945765031685, 0.057772564341770784, 0.11554512868354157, 0.2888628217088539, 0.46218051473416627, 0.04471648576488248, 0.029810990509921653, 0.014905495254960826, 0.1639604478045691, 0.029810990509921653, 0.432259362393864, 0.08943297152976495, 0.14905495254960827, 0.059621981019843305, 0.6139523486779277, 0.13823353437106814, 0.07167664745166495, 0.06911676718553407, 0.1817514988952933, 0.02047904212904713, 0.13311377383880635, 0.1433532949033299, 0.10751497117749743, 0.08959580931458119, 0.046077844790356044, 0.49450180112420067, 0.13301425501130412, 0.12984724893960642, 0.08867617000753608, 0.06650712750565206, 0.06017311536225663, 0.019002036430186303, 0.09501018215093152, 0.1425152732263973, 0.07600814572074521, 0.19002036430186303, 0.6265590436842797, 0.1537527437540145, 0.5730784085376903, 0.013977522159455861, 0.041932566478367586, 0.013977522159455861, 0.12579769943510274, 0.041932566478367586, 0.041932566478367586, 0.12720859897347359, 0.12720859897347359, 0.6996472943541048, 0.806564257110774, 0.08565334614236797, 0.1142044615231573, 0.09992890383276264, 0.09992890383276264, 0.03568889422598666, 0.07137778845197332, 0.27837337496269593, 0.03568889422598666, 0.07137778845197332, 0.1142044615231573, 0.004238455377327859, 0.38569943933683526, 0.3475533409408845, 0.05933837528259004, 0.012715366131983579, 0.1907304919797537, 0.7394660588509684, 0.6253860687366949, 0.7435017677704058, 0.10061158672143762, 0.1586567329068824, 0.04063160232981135, 0.06965417542253374, 0.030957411298903885, 0.05030579336071881, 0.13737351263888598, 0.09674191030907464, 0.1876793059996048, 0.12576448340179702, 0.17246828099667574, 0.689873123986703, 0.15376856773363756, 0.6150742709345502, 0.24657187523695512, 0.49314375047391024, 0.06072585046447628, 0.06072585046447628, 0.06072585046447628, 0.12145170092895256, 0.5465326541802865, 0.06072585046447628, 0.06072585046447628, 0.208687656838197, 0.14553218174242688, 0.12081916974842985, 0.1043438284190985, 0.04942602398799403, 0.06315547509577016, 0.05217191420954925, 0.1043438284190985, 0.13454862085620597, 0.016475341329331344, 0.6140436963547422, 0.12005251812305107, 0.6002625906152553, 0.24010503624610213, 0.3607854577434832, 0.36617031532174416, 0.003589905052173962, 0.05923343336087038, 0.005384857578260943, 0.20641954050000283, 0.09125825868944025, 0.09125825868944025, 0.09125825868944025, 0.09125825868944025, 0.6388078108260817, 0.04554457159210054, 0.04554457159210054, 0.5920794306973071, 0.13663371477630162, 0.04554457159210054, 0.04554457159210054, 0.11994563594600503, 0.11994563594600503, 0.7196738156760303, 0.17584511391322927, 0.7033804556529171, 0.7880387428424722, 0.3867937165001046, 0.13091479635388154, 0.029753362807700353, 0.029753362807700353, 0.09521076098464112, 0.08330941586156099, 0.04760538049232056, 0.11306277866926133, 0.08330941586156099, 0.4945009241638191, 0.9045604812445079, 0.24388612382397734, 0.03625334273059123, 0.19115398894311736, 0.23070309010376233, 0.006591516860107495, 0.0823939607513437, 0.0823939607513437, 0.01318303372021499, 0.09887275290161243, 0.016478792150268737, 0.22242732917667302, 0.12357073843148501, 0.016476098457531334, 0.08238049228765668, 0.04530927075821117, 0.05354731998697684, 0.19359415687599318, 0.10709463997395367, 0.11121366458833651, 0.04119024614382834, 0.16345255513873067, 0.6538102205549227, 0.6416802245809919, 0.10694670409683199, 0.10694670409683199, 0.12433167702441181, 0.04040779503293384, 0.1098263147048971, 0.023830238096345595, 0.16266727744027212, 0.1305482608756324, 0.15334240166344124, 0.05387706004391178, 0.07563510352318385, 0.12536777433294857, 0.05744528837657438, 0.11489057675314876, 0.746788748895467, 0.05744528837657438, 0.060891604436491865, 0.060891604436491865, 0.060891604436491865, 0.060891604436491865, 0.6089160443649186, 0.060891604436491865, 0.49446713225533634, 0.6846529437715666, 0.11231454578476861, 0.16455386940559122, 0.0861948839743573, 0.04962735743978148, 0.020895729448329042, 0.15149403850038556, 0.12276241050893313, 0.028731627991452433, 0.03917949271561696, 0.22462909156953723, 0.15484360124921345, 0.0706894701355105, 0.07742180062460673, 0.11444961831463604, 0.010098495733644356, 0.22889923662927208, 0.03366165244548119, 0.1279142792928285, 0.08752029635825109, 0.09761879209189545, 0.09586890534050878, 0.04793445267025439, 0.09586890534050878, 0.5272789793727982, 0.04793445267025439, 0.09586890534050878, 0.03405755158760787, 0.017028775793803935, 0.017028775793803935, 0.6470934801645495, 0.03405755158760787, 0.17028775793803935, 0.017028775793803935, 0.0510863273814118, 0.29224132730981495, 0.15940436035080816, 0.05313478678360272, 0.02656739339180136, 0.3985109008770204, 0.02656739339180136, 0.02656739339180136, 0.49451441367703214, 0.15062892984808915, 0.5020964328269638, 0.05020964328269638, 0.05020964328269638, 0.2008385731307855, 0.05020964328269638, 0.7395834790831112, 0.0672245820510379, 0.15685735811908844, 0.022408194017012634, 0.5602048504253159, 0.022408194017012634, 0.11204097008506318, 0.022408194017012634, 0.0672245820510379, 0.6098806621772667, 0.30494033108863333, 0.6253941965294305, 0.8066185409984747, 0.8497310394891775, 0.42545073147673207, 0.04978678772600056, 0.09052143222909192, 0.004526071611454597, 0.1131517902863649, 0.03168250128018217, 0.1448342915665471, 0.004526071611454597, 0.13125607673218329, 0.07819739504623868, 0.026065798348746227, 0.6516449587186557, 0.026065798348746227, 0.13032899174373114, 0.026065798348746227, 0.07819739504623868, 0.1878420381600533, 0.22063985434672925, 0.0715588716800203, 0.038761055493344326, 0.0715588716800203, 0.038761055493344326, 0.06261401272001776, 0.17293393989338238, 0.02385295722667343, 0.11031992717336463, 0.8049516266396977, 0.1367243499928983, 0.1367243499928983, 0.06836217499644914, 0.022787391665483048, 0.045574783330966095, 0.045574783330966095, 0.4329604416441779, 0.11393695832741524, 0.022787391665483048, 0.14974179312597616, 0.7487089656298808, 0.6253723842331591, 0.13761276930447966, 0.15012302105943234, 0.02502050350990539, 0.23519273299311066, 0.0450369063178297, 0.1276045679005175, 0.02502050350990539, 0.02502050350990539, 0.12009841684754588, 0.11009021544358372, 0.7047065369736132, 0.6254213912332899, 0.07887667377719443, 0.09548228930923537, 0.11623930872428653, 0.14529913590535817, 0.2698412523956652, 0.033211231064081866, 0.1120879048412763, 0.0871794815432149, 0.029059827181071633, 0.033211231064081866, 0.4944737575594911, 0.1663737448290753, 0.6654949793163012, 0.6617431871251299, 0.15270996625964536, 0.15270996625964536, 0.033623818555160875, 0.20174291133096525, 0.4202977319395109, 0.033623818555160875, 0.033623818555160875, 0.1849310020533848, 0.05043572783274131, 0.05043572783274131, 0.782590276905033, 0.06521585640875276, 0.06521585640875276, 0.8495896635777107, 0.8650450167956946, 0.8497594768630125, 0.7860637561878003, 0.6986737651558979, 0.8565430805697962, 0.6254025553207663, 0.49449193009242376, 0.1589026806598416, 0.10834273681352835, 0.10111988769262646, 0.10834273681352835, 0.11556558593443024, 0.01444569824180378, 0.2816911157151737, 0.02889139648360756, 0.05055994384631323, 0.03611424560450945, 0.23318937307326695, 0.11659468653663348, 0.05829734326831674, 0.5246760894148507, 0.05829734326831674, 0.152528340362144, 0.2377647658586362, 0.09420868081191246, 0.026916765946260704, 0.08523642549649223, 0.08075029783878211, 0.2377647658586362, 0.035889021261680934, 0.049347404234811286, 0.5724544657722928, 0.012444662299397669, 0.012444662299397669, 0.1617806098921697, 0.018666993449096503, 0.03111165574849417, 0.018666993449096503, 0.17422527219156736, 0.8066902228516355, 0.8066394146230109, 0.5748523667157234, 0.017964136459866355, 0.10778481875919813, 0.10778481875919813, 0.08982068229933177, 0.017964136459866355, 0.08982068229933177, 0.7991498882424545, 0.7991414140260175, 0.10607699317030607, 0.12239653058112238, 0.07343791834867343, 0.24479306116224475, 0.008159768705408159, 0.08159768705408159, 0.024479306116224477, 0.26111259857306107, 0.040798843527040794, 0.040798843527040794, 0.8497496810333083, 0.11883772425573264, 0.5149634717748414, 0.03961257475191088, 0.11883772425573264, 0.11883772425573264, 0.03961257475191088, 0.03961257475191088, 0.6264547288862264, 0.08480666438649222, 0.06596073896727173, 0.053396788687791394, 0.1758953039127246, 0.10993456494545287, 0.06596073896727173, 0.17903629148259467, 0.14448542821402377, 0.0691017265371418, 0.053396788687791394, 0.6139649130348483, 0.4013218620786471, 0.34155052091799754, 0.05977134116064957, 0.1963915495278486, 0.3679738132848176, 0.015019339317747656, 0.31540612567270077, 0.007509669658873828, 0.08260636624761211, 0.022529008976621485, 0.1877417414718457, 0.8064678608100528, 0.6900721700002171, 0.08625902125002714, 0.08625902125002714, 0.8860664897132972, 0.8258820362977084, 0.7046884059916512, 0.7046935854568439, 0.15585804929264438, 0.7792902464632219, 0.8067440211740672, 0.1976850659719677, 0.5930551979159031, 0.08101495941054129, 0.08101495941054129, 0.21063889446740736, 0.11342094317475782, 0.08101495941054129, 0.016202991882108258, 0.016202991882108258, 0.34026282952427345, 0.016202991882108258, 0.04860897564632478, 0.7395378535402836, 0.1786507340818572, 0.7146029363274288, 0.4631465795853801, 0.01494021224468968, 0.05976084897875872, 0.00747010612234484, 0.19422275918096585, 0.01494021224468968, 0.04482063673406904, 0.00747010612234484, 0.20916297142565551, 0.3247577821262356, 0.6495155642524711, 0.6203092357774205, 0.035421449711466116, 0.017710724855733058, 0.017710724855733058, 0.1239750739901314, 0.602164645094924, 0.10626434913439833, 0.07084289942293223, 0.11122567854325703, 0.5375907796257423, 0.01853761309054284, 0.01853761309054284, 0.055612839271628516, 0.01853761309054284, 0.11122567854325703, 0.11122567854325703, 0.4245375879984725, 0.21517658569785592, 0.06397141736963284, 0.034893500383436096, 0.058155833972393496, 0.10468050115030829, 0.023262333588957396, 0.011631166794478698, 0.023262333588957396, 0.034893500383436096, 0.7883644777657581, 0.8648349458993154, 0.022107783694232292, 0.11053891847116146, 0.044215567388464584, 0.5969101597442719, 0.022107783694232292, 0.11053891847116146, 0.022107783694232292, 0.06632335108269687, 0.22758352117548042, 0.45516704235096084, 0.7422751832093957, 0.6253938289221589, 0.6943943926245857, 0.16631632625992715, 0.6652653050397086, 0.620402818877714, 0.22543522453001422, 0.14967420645025534, 0.09978280430017022, 0.04434791302229788, 0.18478297092624116, 0.06836969924270923, 0.13304373906689365, 0.014782637674099293, 0.016630467383361706, 0.06097838040565959, 0.13789713233180334, 0.09546724546047924, 0.06894856616590167, 0.10077098131939476, 0.06894856616590167, 0.12728966061397232, 0.09016350960156373, 0.06364483030698616, 0.2015419626387895, 0.04773362273023962, 0.19130955160643676, 0.08829671612604774, 0.011772895483473033, 0.13244507418907162, 0.1265586264473351, 0.026489014837814323, 0.13833152193080814, 0.008829671612604773, 0.023545790966946065, 0.2501740290238019, 0.08743670619910622, 0.04371835309955311, 0.04371835309955311, 0.08743670619910622, 0.08743670619910622, 0.5683385902941904, 0.08743670619910622, 0.8065741536607455, 0.37182645460371844, 0.008262810102304854, 0.34703802429680386, 0.06610248081843884, 0.1983074424553165, 0.6140064187932243, 0.23119716093063228, 0.12343577236126978, 0.0215522777138725, 0.14955974534778188, 0.06726923044026871, 0.06988162773891993, 0.15935623521772393, 0.05486034327167545, 0.06269753516762909, 0.06008513786897788, 0.3059014860160049, 0.6118029720320098, 0.304278008962101, 0.047215553114808774, 0.1636805841313371, 0.027280097355222847, 0.06924947790171954, 0.06400330533340745, 0.11751426553019073, 0.06505253984706987, 0.06400330533340745, 0.07659411949735646, 0.013587137817506968, 0.31250416980266027, 0.08152282690504181, 0.013587137817506968, 0.09510996472254878, 0.040761413452520906, 0.040761413452520906, 0.040761413452520906, 0.33967844543767417, 0.013587137817506968, 0.06387413890299622, 0.009581120835449432, 0.2970147458989324, 0.006387413890299621, 0.2395280208862358, 0.025549655561198484, 0.07664896668359546, 0.006387413890299621, 0.05748672501269659, 0.22036577921533693, 0.08002415634427541, 0.02667471878142514, 0.6135185319727782, 0.02667471878142514, 0.1333735939071257, 0.02667471878142514, 0.10669887512570056, 0.8416456628056725, 0.10944987122378562, 0.06735376690694499, 0.07577298777031312, 0.09261142949704937, 0.016838441726736247, 0.5219916935288237, 0.025257662590104372, 0.016838441726736247, 0.07577298777031312, 0.11417534669316697, 0.08283309465974859, 0.013432393728607878, 0.25521548084354967, 0.011193661440506566, 0.10745914982886302, 0.02238732288101313, 0.2596929454197523, 0.05820703949063414, 0.07387816550734333, 0.14095317620789838, 0.5638127048315935, 0.07047658810394919, 0.14095317620789838, 0.07047658810394919, 0.07047658810394919, 0.05885445306733858, 0.45121747351626246, 0.01961815102244619, 0.07193322041563605, 0.0850119877639335, 0.05885445306733858, 0.05231506939318985, 0.17656335920201574, 0.026157534696594924, 0.7114761172435471, 0.1422952234487094, 0.7000079224243316, 0.7840313621591292, 0.1960078405397823, 0.6253588221154011, 0.8495463391232376, 0.10388367689654796, 0.4882532814137754, 0.05194183844827398, 0.02077673537930959, 0.010388367689654796, 0.11427204458620274, 0.10388367689654796, 0.10388367689654796, 0.171855244552487, 0.0343710489104974, 0.0343710489104974, 0.0687420978209948, 0.0343710489104974, 0.1031131467314922, 0.0687420978209948, 0.4124525869259688, 0.0687420978209948, 0.6265448980000351, 0.05820234117534101, 0.14065565784040746, 0.04850195097945084, 0.34921404705204606, 0.019400780391780337, 0.038801560783560674, 0.0921537068609566, 0.1212548774486271, 0.053352146077395926, 0.07760312156712135, 0.7437076359120863, 0.8496239559186946, 0.6254105532924649, 0.6944603084489156, 0.13418150283039282, 0.053672601132157126, 0.5903986124537284, 0.013418150283039281, 0.09392705198127498, 0.026836300566078563, 0.08050890169823569, 0.16255934749690654, 0.05911248999887511, 0.07389061249859388, 0.05418644916563552, 0.009852081666479185, 0.43841763415832374, 0.04926040833239592, 0.03940832666591674, 0.04926040833239592, 0.05911248999887511, 0.626585687888614, 0.0974423903540256, 0.7795391228322048, 0.13480031962616262, 0.15405750814418587, 0.40440095887848787, 0.07702875407209293, 0.019257188518023233, 0.1155431311081394, 0.019257188518023233, 0.07702875407209293, 0.3354462985879913, 0.049089702232388975, 0.059998524950697636, 0.14181469533801258, 0.08181617038731495, 0.16908675213378424, 0.05181690791196614, 0.01636323407746299, 0.07090734766900629, 0.021817645436617322, 0.8565784411038908, 0.5123497883432794, 0.09962356995563766, 0.05692775426036437, 0.014231938565091093, 0.04269581569527328, 0.11385550852072875, 0.04269581569527328, 0.09962356995563766, 0.028463877130182186, 0.9079965384947565, 0.6141092627904808, 0.18423277883714426, 0.12282185255809616, 0.6945014343006947, 0.9399232748061325, 0.4733778757795686, 0.04982925008205985, 0.20928285034465136, 0.039863400065647876, 0.04484632507385386, 0.054812175090265834, 0.03488047505744189, 0.0049829250082059845, 0.06976095011488379, 0.019931700032823938, 0.09188899896909826, 0.7351119917527861, 0.09188899896909826, 0.4945072388224726, 0.8066913513335865, 0.6140242872808178, 0.10910865866593314, 0.6000976226626323, 0.10910865866593314, 0.05455432933296657, 0.05455432933296657, 0.49449887894852607, 0.6876006736916036, 0.22920022456386788, 0.15910283926367572, 0.6364113570547029, 0.07955141963183786, 0.07955141963183786, 0.7990664478381171, 0.78838022697498, 0.7394615630732294, 0.6944074888304672, 0.6823236434662577, 0.2274412144887526, 0.8497540275805275, 0.25070420449999975, 0.13725705050837975, 0.08963725747486025, 0.0966401682150837, 0.050420957329608884, 0.12185064687988814, 0.08543551103072618, 0.07703201814245803, 0.050420957329608884, 0.04201746444134074, 0.04073282843495536, 0.035641224880585944, 0.2494885741641016, 0.08655726042428015, 0.290221402599057, 0.01018320710873884, 0.12219848530486609, 0.01527481066310826, 0.02036641421747768, 0.13238169241360492, 0.13430610576740873, 0.05969160256329277, 0.05969160256329277, 0.029845801281646385, 0.10446030448576234, 0.014922900640823192, 0.38799541666140297, 0.07461450320411596, 0.07461450320411596, 0.044768701922469574, 0.8049095730966924, 0.7046740676981081, 0.41477544823699514, 0.08295508964739902, 0.013825848274566505, 0.06452062528131035, 0.05069477700674385, 0.16591017929479804, 0.02765169654913301, 0.046086160915221684, 0.12443263447109854, 0.14441292390752128, 0.30851851925697726, 0.301954295442999, 0.08533490958171712, 0.00656422381397824, 0.14441292390752128, 0.8165186481006113, 0.1020648310125764, 0.8049548989270647, 0.6264724310667592, 0.806594448636175, 0.10389352759050273, 0.09234980230266909, 0.011543725287833637, 0.09234980230266909, 0.023087450575667273, 0.3578554839228428, 0.011543725287833637, 0.24241823104450638, 0.011543725287833637, 0.046174901151334546, 0.8618121053119366, 0.804968142302567, 0.08234329886709472, 0.07057997045750977, 0.36466318069713377, 0.09410662727667969, 0.09410662727667969, 0.023526656819169923, 0.17644992614377442, 0.011763328409584961, 0.09410662727667969, 0.6989744784182511, 0.6943790644797101, 0.8066195724737081, 0.13891438871435124, 0.06945719435717562, 0.13891438871435124, 0.6251147492145807, 0.25712609285944715, 0.6428152321486178, 0.6140543067818774, 0.022630548185635497, 0.18104438548508398, 0.49787206008398094, 0.0678916445569065, 0.022630548185635497, 0.11315274092817748, 0.045261096371270994, 0.0678916445569065, 0.7858888592790916, 0.6986507984680019, 0.6140053611737757, 0.11259955272691628, 0.058980718095051385, 0.016085650389559468, 0.22519910545383257, 0.016085650389559468, 0.19302780467471362, 0.058980718095051385, 0.2091134550642731, 0.0536188346318649, 0.06434260155823787, 0.26531126799232324, 0.08720020696251184, 0.044527765257452855, 0.020408559076332558, 0.20408559076332558, 0.07050229499096702, 0.0538043830194222, 0.03896179460027125, 0.09276617761969344, 0.12059603090560148, 0.831081747164908, 0.1662163494329816, 0.7861735796884908, 0.806635789428648, 0.016088122037798816, 0.40220305094497033, 0.2252337085291834, 0.09652873222679288, 0.03217624407559763, 0.09652873222679288, 0.04826436611339644, 0.09652873222679288, 0.20496318649424866, 0.20496318649424866, 0.06405099577945271, 0.025620398311781083, 0.08326629451328853, 0.09607649366917906, 0.03843059746767163, 0.051240796623562165, 0.18574788776041284, 0.0448356970456169, 0.8065476829427505, 0.5856628881821256, 0.0732078610227657, 0.2928314440910628, 0.018700363016976522, 0.0935018150848826, 0.48620943844138953, 0.056101089050929566, 0.1870036301697652, 0.07480145206790609, 0.07480145206790609, 0.1304044687781369, 0.14691136356017956, 0.05282206330253648, 0.19478135842810326, 0.028061721129472503, 0.1304044687781369, 0.08913723182303031, 0.1304044687781369, 0.05612344225894501, 0.041267236955106625, 0.8049701530714484, 0.8049755622331962, 0.8755296653958297, 0.11673728871944396, 0.7991979371206227, 0.13494230079788797, 0.17045343258680587, 0.024857792252242522, 0.21306679073350734, 0.0639200372200522, 0.04616447132559326, 0.08877782947229472, 0.09232894265118652, 0.08167560311451115, 0.08167560311451115, 0.5224955692251934, 0.0038418791854793635, 0.01152563755643809, 0.19209395927396816, 0.007683758370958727, 0.030735033483834908, 0.2305127511287618, 0.11514919695213478, 0.011514919695213479, 0.11514919695213478, 0.09211935756170783, 0.08060443786649435, 0.17272379542820218, 0.034544759085640434, 0.27635807268512347, 0.034544759085640434, 0.05757459847606739, 0.026817197651801704, 0.643612743643241, 0.026817197651801704, 0.026817197651801704, 0.21453758121441363, 0.026817197651801704, 0.6944045615132145, 0.771353950597874, 0.1542707901195748, 0.1542707901195748, 0.03271931106377972, 0.09815793319133917, 0.4907896659566958, 0.06543862212755944, 0.049078966595669585, 0.09815793319133917, 0.09815793319133917, 0.06543862212755944, 0.19845897161508194, 0.09922948580754097, 0.5953769148452458, 0.17016256485041584, 0.6806502594016633, 0.19161497239439063, 0.03649808997988393, 0.054747134969825896, 0.06387165746479688, 0.054747134969825896, 0.10036974744468082, 0.04562261247485491, 0.23723758486924554, 0.1459923599195357, 0.054747134969825896, 0.07226190403087639, 0.16354009859619395, 0.045639097282658775, 0.2928508742303938, 0.03042606485510585, 0.045639097282658775, 0.10268796888598224, 0.07606516213776462, 0.08747493645842931, 0.08367167835154109, 0.10483352701553772, 0.6290011620932263, 0.10483352701553772, 0.6254160373169015, 0.1953888214470453, 0.08479137534494419, 0.04055239690410374, 0.14377667993273147, 0.04055239690410374, 0.03686581536736704, 0.13271693532252135, 0.11059744610210112, 0.15483642454294155, 0.05529872305105056, 0.8496751031087955, 0.8495897150708012, 0.4944852105456605, 0.6944463604049002, 0.6266122589195295, 0.17252229235661212, 0.6900891694264485, 0.4945151647090729, 0.045901105563623104, 0.16065386947268087, 0.022950552781811552, 0.5278627139816657, 0.1377033166908693, 0.06885165834543465, 0.022950552781811552, 0.022950552781811552, 0.21115932912503294, 0.1793631367085222, 0.08723570739914488, 0.15490452715736006, 0.03831848829682065, 0.1491975182620889, 0.04891721910232423, 0.036687914326743176, 0.04402549719209181, 0.04973250608736297, 0.6902802959726897, 0.0766978106636322, 0.0766978106636322, 0.0766978106636322, 0.09632396005718712, 0.08891442466817272, 0.2519242032264894, 0.029638141556057575, 0.08891442466817272, 0.04445721233408636, 0.28156234478254694, 0.05186674772310076, 0.007409535389014394, 0.05927628311211515, 0.7289070035536139, 0.16197933412302531, 0.626512212652161, 0.8566310075305629, 0.08907628489341073, 0.03785742107969956, 0.07126102791472859, 0.22714452647819736, 0.06012649230305225, 0.40975091050968937, 0.008907628489341074, 0.031176699712693757, 0.055672678058381705, 0.008907628489341074, 0.16415501125688522, 0.6566200450275409, 0.8049736080881791, 0.806642881599009, 0.8506244436493285, 0.8414134006207824, 0.8496395549880704, 0.242077841207089, 0.484155682414178, 0.16567911371654034, 0.16567911371654034, 0.5798768980078912, 0.6140224806458512, 0.6844957529203962, 0.645058928029282, 0.0645058928029282, 0.0645058928029282, 0.1290117856058564, 0.0645058928029282, 0.6944452994181906, 0.6999847452229211, 0.6943342158934883, 0.24087066224609135, 0.05715575036347931, 0.020412767986956896, 0.10206383993478448, 0.024495321584348275, 0.3510996093756586, 0.028577875181739654, 0.028577875181739654, 0.06532085755826206, 0.08573362554521896, 0.7992947174029765, 0.8496556691192616, 0.2822165908552195, 0.6585053786621788, 0.825580000615105, 0.7879055238428099, 0.07742657585482883, 0.025808858618276274, 0.6194126068386306, 0.025808858618276274, 0.15485315170965766, 0.025808858618276274, 0.1032354344731051, 0.7165865599435745, 0.1791466399858936, 0.09935860527451985, 0.1490379079117798, 0.4967930263725993, 0.09935860527451985, 0.04967930263725993, 0.04967930263725993, 0.04967930263725993, 0.6263736470105685, 0.8615530857705507, 0.9409115834555624, 0.0663131085429295, 0.056366142261490074, 0.06299745311578303, 0.1724140822116167, 0.00663131085429295, 0.08952269653295483, 0.2718837450260109, 0.132626217085859, 0.12599490623156606, 0.0132626217085859, 0.17425224261056707, 0.042446059097445824, 0.022340031103918852, 0.10276414307802673, 0.04691406531822959, 0.07595610575332411, 0.14521020217547256, 0.14744420528586444, 0.15638021772743196, 0.08712612130528354, 0.21895586112373788, 0.18457436226959723, 0.03619105142541122, 0.09409673370606918, 0.007238210285082244, 0.09590628627733974, 0.1393355479878332, 0.057905682280657955, 0.11038270684750423, 0.057905682280657955, 0.8498009405019336, 0.6140366528071914, 0.6944875314912828, 0.2767065792675225, 0.110682631707009, 0.03162360905914543, 0.0553413158535045, 0.02371770679435907, 0.4032010155041042, 0.02371770679435907, 0.08696492491264993, 0.2000772699994664, 0.1219983353655283, 0.12931823548746, 0.01219983353655283, 0.10491856841435433, 0.08051890134124867, 0.17567760292636075, 0.06831906780469585, 0.07075903451200641, 0.03659950060965849, 0.3959194073565531, 0.0042571979285650876, 0.3448330322137721, 0.05960077099991123, 0.19157390678542893, 0.007556074288944904, 0.007556074288944904, 0.38158175159171764, 0.007556074288944904, 0.30979904584674106, 0.015112148577889808, 0.06044859431155923, 0.030224297155779616, 0.011334111433417355, 0.17001167150126034, 0.08348416423702804, 0.04638009124279335, 0.023190045621396677, 0.06029411861563136, 0.04174208211851402, 0.10203620073414538, 0.027828054745676012, 0.1855203649711734, 0.39886878468802284, 0.03246606386995535, 0.4945018183021212, 0.7421547125558905, 0.056030105782818765, 0.056030105782818765, 0.07470680771042501, 0.018676701927606253, 0.6350078655386127, 0.018676701927606253, 0.11206021156563753, 0.018676701927606253, 0.7991248361620532, 0.7149944020819032, 0.14299888041638065, 0.3274297481596337, 0.08899372642287481, 0.062127695804648456, 0.04029904592733954, 0.07388158420012249, 0.07220245728648333, 0.20653261037761514, 0.053732061236452716, 0.04869468049553528, 0.02518690370458721, 0.6699572923604648, 0.0837446615450581, 0.0837446615450581, 0.0837446615450581, 0.6845333169705723, 0.06529042807281198, 0.15506476667292843, 0.053048472809159725, 0.3060488815913061, 0.036725865790956734, 0.09385499035466721, 0.04896782105460898, 0.11017759737287021, 0.03264521403640599, 0.09793564210921796, 0.3719044683318382, 0.5578567024977573, 0.07082838449620348, 0.14165676899240695, 0.07082838449620348, 0.07082838449620348, 0.5666270759696278, 0.8996390028887739, 0.7883663002443989, 0.11892631955193814, 0.03964210651731271, 0.15856842606925084, 0.11892631955193814, 0.23785263910387627, 0.3171368521385017, 0.6203745362703836, 0.7883057110372604, 0.6264272306028065, 0.06473167341469886, 0.06473167341469886, 0.06473167341469886, 0.19419502024409657, 0.5178533873175909, 0.06473167341469886, 0.8065908023376813, 0.1999954133212523, 0.09703919462924669, 0.10532302831710921, 0.05088640693972692, 0.106506433129661, 0.17987753150787192, 0.05680343100248587, 0.057986835815037656, 0.08283833687862523, 0.06153705025269302, 0.07073519502062077, 0.15956543993023753, 0.23359064402158486, 0.03454509524262875, 0.18753051703141319, 0.05757515873771458, 0.06580018141453095, 0.021385058959722557, 0.04441512245480839, 0.1250203446876088, 0.4945038299304452, 0.1694268830410993, 0.057344483490833605, 0.028672241745416802, 0.1511809110212886, 0.14596777615848555, 0.04952478119662902, 0.06255761835363666, 0.1329349390014779, 0.06777075321643972, 0.13554150643287943, 0.10233262220150904, 0.10233262220150904, 0.7163283554105633, 0.8441697470160303, 0.04478167120514232, 0.025707996432581703, 0.3404236301798319, 0.019488319876311937, 0.26495822129709207, 0.04022057506387783, 0.07422147357148588, 0.018244384565057985, 0.019902964980063255, 0.1517601079729823, 0.7703486300141957, 0.04814678937588723, 0.1444403681276617, 0.1334563161739917, 0.1302787848365157, 0.0889708774493278, 0.06672815808699585, 0.060373095412043866, 0.019065188024855958, 0.09214840878680379, 0.14298891018641968, 0.07626075209942383, 0.19065188024855956, 0.5922566935616825, 0.2538242972407211, 0.16921619816048072, 0.03307533079126066, 0.02205022052750711, 0.3417784181763602, 0.011025110263753555, 0.3123781241396841, 0.003675036754584518, 0.09922599237378199, 0.014700147018338073, 0.16905169071088783, 0.08879617635697828, 0.2219904408924457, 0.06054284751612156, 0.08879617635697828, 0.1049409356946107, 0.04843427801289724, 0.11704950519783501, 0.07265141701934587, 0.12108569503224312, 0.07265141701934587, 0.7069506781358891, 0.1413901356271778, 0.8049503251568969, 0.7904995446710731, 0.12195770125188338, 0.049778653572197296, 0.10204623982300445, 0.05973438428663676, 0.0771569130369058, 0.1642695567882511, 0.0846237110727354, 0.17173635482408067, 0.11946876857327351, 0.047289720893587434, 0.6140278186190943, 0.6264270819621308, 0.11333595027205874, 0.11963239195383979, 0.29173513125585493, 0.10703950859027771, 0.08815018354493458, 0.018889325045343124, 0.12383001974169382, 0.06506323071173743, 0.03987746398461326, 0.031482208408905206, 0.007877534991982495, 0.005251689994654996, 0.34661153964722974, 0.007877534991982495, 0.34135984965257476, 0.005251689994654996, 0.07089781492784245, 0.002625844997327498, 0.028884294970602478, 0.17855745981826987, 0.06556580377479751, 0.06556580377479751, 0.021855267924932507, 0.021855267924932507, 0.3933948226487851, 0.04371053584986501, 0.3496842867989201, 0.021855267924932507, 0.15548754618530206, 0.07774377309265103, 0.07774377309265103, 0.07774377309265103, 0.5442064116485571, 0.1346371342511839, 0.21608428953893713, 0.15624556320507763, 0.12798838688075506, 0.14294806846421995, 0.05152779212082347, 0.03656811053735859, 0.023270615796500922, 0.03656811053735859, 0.0764605947599316, 0.5354285057816103, 0.018150118840054585, 0.07260047536021834, 0.009075059420027292, 0.02722517826008188, 0.03630023768010917, 0.29040190144087336, 0.8066372887156907, 0.8345034875592467, 0.2758097565402329, 0.5516195130804658, 0.05501360933871663, 0.11002721867743326, 0.1650408280161499, 0.05501360933871663, 0.05501360933871663, 0.44010887470973303, 0.05501360933871663, 0.8413282986227703, 0.6264810939424207, 0.6266419225241431, 0.13273220612130968, 0.02223100989223906, 0.03988504715960537, 0.11246275592544465, 0.03269266160623391, 0.056231377962722325, 0.019615596963740347, 0.22427165861876464, 0.32234964343746636, 0.03726963423110666, 0.7394043313051495, 0.25297127322805657, 0.5059425464561131, 0.625375463307193, 0.12902289504921235, 0.7741373702952742, 0.6846798814698437, 0.625380266244298, 0.8497124102999976, 0.1265538549047598, 0.07823329212294242, 0.16567050096623098, 0.07823329212294242, 0.12885483408484633, 0.12425287572467325, 0.08513622966320204, 0.05752447950216354, 0.05062154196190392, 0.10814602146406746, 0.12488201968331362, 0.06244100984165681, 0.6868511082582249, 0.06244100984165681, 0.0778483791309246, 0.0778483791309246, 0.2335451373927738, 0.025949459710308202, 0.025949459710308202, 0.051898919420616405, 0.025949459710308202, 0.41519135536493124, 0.025949459710308202, 0.12921058207978842, 0.41993439175931235, 0.09690793655984131, 0.048453968279920656, 0.11305925931981486, 0.11305925931981486, 0.09690793655984131, 0.7047069949067414, 0.9042988051726604, 0.9439587018067692, 0.6264649555879303, 0.11589362758750607, 0.13327767172563199, 0.12168830896688138, 0.023178725517501216, 0.020281384827813564, 0.026076066207188865, 0.13038033103594432, 0.2781447062100146, 0.028973406896876518, 0.12458564965656903, 0.24521151571834246, 0.03976402957594743, 0.19219280961707924, 0.2286431700616977, 0.009941007393986857, 0.08284172828322381, 0.08284172828322381, 0.01325467652531581, 0.08946906654588171, 0.01656834565664476, 0.07667752604382376, 0.006389793836985313, 0.051118350695882504, 0.09584690755477969, 0.23642237196845658, 0.07028773220683844, 0.025559175347941252, 0.04472855685889719, 0.03833876302191188, 0.3514386610341922, 0.8066334139206264, 0.005338129894972287, 0.026690649474861435, 0.33630218338325407, 0.03380815600149115, 0.3309640534882818, 0.016014389684916863, 0.0676163120029823, 0.012455636421602004, 0.17082015663911318, 0.8065954033267992, 0.7722403170633274, 0.8049636735869493, 0.7903289338750676, 0.8459951517377043, 0.06905074904734912, 0.16572179771363788, 0.09667104866628877, 0.027620299618939647, 0.08286089885681894, 0.013810149809469823, 0.44192479390303435, 0.04143044942840947, 0.055240599237879294, 0.03876760385982847, 0.32238323209752096, 0.0550908054850194, 0.06529280650076373, 0.16323201625190933, 0.1346664134078252, 0.14486841442356954, 0.020404002031488667, 0.030606003047233, 0.0244848024377864, 0.016079941246211545, 0.353758707416654, 0.10451961810037505, 0.176879353708327, 0.13667950059279815, 0.12863952996969236, 0.04823982373863464, 0.008039970623105772, 0.02411991186931732, 0.0785577397319083, 0.26709631508848825, 0.04909858733244269, 0.07070196575871747, 0.10998083562467162, 0.05499041781233581, 0.080521683225206, 0.09819717466488538, 0.1296202705576487, 0.06284619178552664, 0.30585831113425926, 0.6117166222685185, 0.1926929937702707, 0.14296576957149115, 0.09323854537271162, 0.024863612099389764, 0.06215903024847441, 0.018647709074542322, 0.14296576957149115, 0.09945444839755906, 0.1989088967951181, 0.024863612099389764, 0.0579625697474986, 0.0579625697474986, 0.0579625697474986, 0.6375882672224846, 0.0579625697474986, 0.0579625697474986, 0.1311837761492024, 0.0819898600932515, 0.0491939160559509, 0.42634727248490784, 0.0655918880746012, 0.0327959440373006, 0.0491939160559509, 0.0491939160559509, 0.0983878321119018, 0.0491939160559509, 0.6844540259039247, 0.008515503081140125, 0.004257751540570062, 0.3619088809484553, 0.35765112940788524, 0.07238177618969106, 0.1915988193256528, 0.693737236911015, 0.23124574563700498, 0.6265033425930895, 0.6284474551949552, 0.0897782078849936, 0.1346673118274904, 0.0897782078849936, 0.7093234341361698, 0.17733085853404246, 0.6267344854371051, 0.08879578966491666, 0.17759157932983333, 0.7103663173193333, 0.7396729818743825, 0.17484685934416366, 0.6993874373766547, 0.49451955706242456, 0.8495945201496428, 0.7398353853218335, 0.8567425902842829, 0.3156629014115644, 0.08608988220315393, 0.18493382102899733, 0.038262169868068414, 0.05420474064643025, 0.047827712335085516, 0.16580273609496313, 0.025508113245378942, 0.03188514155672368, 0.047827712335085516, 0.8138275302552016, 0.13563792170920028, 0.8014327373923932, 0.8066207287568466, 0.21299721592984494, 0.05809014979904862, 0.019363383266349538, 0.019363383266349538, 0.11618029959809724, 0.3872676653269908, 0.13554368286444676, 0.05809014979904862, 0.8065847947304611, 0.8066380344395645, 0.7047169320265797, 0.6985977610359266, 0.08006240397651755, 0.12009360596477633, 0.48037442385910534, 0.2001560099412939, 0.040031201988258776, 0.040031201988258776, 0.07895347926790659, 0.026317826422635533, 0.6316278341432527, 0.13158913211317766, 0.026317826422635533, 0.07895347926790659, 0.6264348745163687, 0.16855829434948044, 0.6742331773979218, 0.06212913442479501, 0.02070971147493167, 0.6005816327730185, 0.02070971147493167, 0.12425826884959001, 0.10354855737465835, 0.08283884589972668, 0.8497854383972159, 0.2840058891909928, 0.24472847898372782, 0.06949080267439185, 0.009064017740138068, 0.06646946342767916, 0.04834142794740303, 0.06344812418096647, 0.04834142794740303, 0.12387490911522026, 0.03927741020726496, 0.20494977478710752, 0.08966552646935953, 0.21775913571130173, 0.06084446438992254, 0.16972403224557342, 0.057642124158873986, 0.07365382531411677, 0.05123744369677688, 0.05123744369677688, 0.02561872184838844, 0.627112991960672, 0.0482394609200517, 0.14471838276015508, 0.0482394609200517, 0.0964789218401034, 0.6308187278419557, 0.17204147122962427, 0.17204147122962427, 0.16440429339957552, 0.02055053667494694, 0.13229407984497094, 0.05908279294047245, 0.056513975856104084, 0.02697257938586786, 0.019266128132762756, 0.1900924642432592, 0.28899192199144136, 0.04238548189207807, 0.23838994557387427, 0.2481201474340324, 0.072976513951186, 0.06324631209102786, 0.048651009300790665, 0.09243691767150226, 0.034055706510553466, 0.05351611023086973, 0.09243691767150226, 0.05351611023086973, 0.7396571608364749, 0.16344297312051065, 0.6537718924820426, 0.68447987341117, 0.6253022433723969, 0.8067432628688834, 0.6944806392617539, 0.11232917016353092, 0.2457200597327239, 0.18955547465095843, 0.11232917016353092, 0.1017983104606999, 0.04563372537893444, 0.04563372537893444, 0.08775716419025853, 0.02808229254088273, 0.02808229254088273, 0.494509702725417, 0.8066994032468987, 0.7637211412965107, 0.10910302018521582, 0.10910302018521582, 0.09947281005711098, 0.09947281005711098, 0.19894562011422195, 0.5968368603426658, 0.8951461032487658, 0.07126094301437687, 0.007126094301437687, 0.34205252646900897, 0.007126094301437687, 0.3028590078111017, 0.014252188602875374, 0.06769789586365803, 0.024941330055031904, 0.1639001689330668, 0.043666740467081945, 0.03742863468607024, 0.08109537515315218, 0.26200044280249163, 0.043666740467081945, 0.4491436162328428, 0.006238105781011706, 0.01871431734303512, 0.049904846248093646, 0.012476211562023411, 0.6264303320491718, 0.6944765402625106, 0.7046534831389698, 0.5767211697265866, 0.1922403899088622, 0.16419026138223364, 0.6567610455289346, 0.08209513069111682, 0.4944857893335008, 0.06903133367873052, 0.06903133367873052, 0.20709400103619152, 0.5522506694298441, 0.1443871487537138, 0.21756967620422626, 0.10482902580749084, 0.16614411637413642, 0.10087321351286854, 0.07318252745051247, 0.019779061473111478, 0.07516043359782362, 0.06724880900857903, 0.029668592209667218, 0.26431888502705214, 0.12132670132389278, 0.056330254186093075, 0.0801622848032863, 0.15165837665486598, 0.10399431542047953, 0.08666192951706628, 0.051997157710239765, 0.04766406123438645, 0.03466477180682651, 0.0583603431841958, 0.17508102955258742, 0.043770257388146855, 0.07295042898024476, 0.07295042898024476, 0.0583603431841958, 0.33557197330912586, 0.08754051477629371, 0.043770257388146855, 0.043770257388146855, 0.8496033818955279, 0.12926028792760963, 0.10131211756488322, 0.06637690461147522, 0.18515662865306245, 0.14323437310897283, 0.04541577683943041, 0.04890929813477121, 0.10131211756488322, 0.06637690461147522, 0.10829916015556483, 0.3274902787774121, 0.10441719033482705, 0.059327949053879, 0.09967095441051672, 0.05814139007280142, 0.118655898107758, 0.09255160052405124, 0.059327949053879, 0.059327949053879, 0.02017150267831886, 0.6253945435319939, 0.19737471891880537, 0.4440931175673121, 0.09868735945940268, 0.23027050540527294, 0.032895786486467564, 0.016447893243233782, 0.02160043490341582, 0.02160043490341582, 0.32832661053192047, 0.02160043490341582, 0.2995260306606994, 0.02448049289053793, 0.0921618555879075, 0.005760115974244219, 0.02736055087766004, 0.15696316029815496, 0.49450411769173414, 0.11558931989606716, 0.02364326997874101, 0.052540599952757804, 0.4045626196362351, 0.00525405999527578, 0.04203247996220624, 0.23117863979213432, 0.05516762995039569, 0.04728653995748202, 0.02364326997874101, 0.09629186194294158, 0.020633970416344623, 0.18914472881649239, 0.12380382249806775, 0.030950955624516937, 0.11348683728989543, 0.12036482742867698, 0.21665668937161855, 0.04814593097147079, 0.04126794083268925, 0.49448069052517407, 0.8210683813069478, 0.09085558805369454, 0.10902670566443345, 0.018171117610738908, 0.27862380336466325, 0.018171117610738908, 0.11508374486801308, 0.018171117610738908, 0.22411045053244652, 0.05451335283221673, 0.07268447044295563, 0.6204207471501283, 0.0486962648583751, 0.0486962648583751, 0.1460887945751253, 0.0486962648583751, 0.1460887945751253, 0.0486962648583751, 0.48696264858375105, 0.09482649298846753, 0.06321766199231169, 0.00790220774903896, 0.00790220774903896, 0.5689589579308052, 0.03951103874519481, 0.09482649298846753, 0.03160883099615584, 0.00790220774903896, 0.07111986974135065, 0.8049635124140552, 0.015371016299199423, 0.007685508149599712, 0.36890439118078616, 0.007685508149599712, 0.3074203259839885, 0.007685508149599712, 0.08454058964559683, 0.015371016299199423, 0.17676668744079338, 0.2648171922600118, 0.5296343845200236, 0.788479249169634, 0.7904302109279167, 0.48456433616967115, 0.014683767762717306, 0.058735071050869225, 0.007341883881358653, 0.190888980915325, 0.007341883881358653, 0.04405130328815192, 0.007341883881358653, 0.18354709703396635, 0.7046661203335187, 0.11309928900910407, 0.056549644504552035, 0.056549644504552035, 0.1696489335136561, 0.056549644504552035, 0.056549644504552035, 0.056549644504552035, 0.39584751153186426, 0.3058636733495919, 0.6117273466991838, 0.4944931188079136, 0.09987221876817409, 0.03495527656886093, 0.23719651957441346, 0.10736263517578715, 0.22221568675918735, 0.01997444375363482, 0.08489138595294798, 0.007490416407613057, 0.027464860161247877, 0.15979555002907855, 0.6986142330574485, 0.7394731268318305, 0.6139963710918113, 0.7421516225431406, 0.8200470180668517, 0.49452287191913596, 0.7046590525056007, 0.8049620165521839, 0.4868519487259347, 0.012811893387524597, 0.06405946693762297, 0.17936650742534435, 0.03843568016257379, 0.07687136032514758, 0.03843568016257379, 0.07687136032514758, 0.03843568016257379, 0.8197433324027623, 0.7418594560694268, 0.2282644480213621, 0.6253802886972857, 0.07207096706382335, 0.5765677365105868, 0.1441419341276467, 0.07207096706382335, 0.07207096706382335, 0.26641906213019845, 0.1727767185101782, 0.061988593663957064, 0.03429156245240178, 0.061988593663957064, 0.06858312490480356, 0.10023687486086674, 0.059350781167618466, 0.14244187480228432, 0.03165374995606318, 0.8066670571208859, 0.2233861244928149, 0.6701583734784446, 0.6253741207852983, 0.7862116214813782, 0.7046865491121779, 0.6944565071346782, 0.019238272986712397, 0.012023920616695249, 0.42083722158433373, 0.014428704740034298, 0.3054075836640593, 0.05290525071345909, 0.004809568246678099, 0.007214352370017149, 0.16593010451039444, 0.09467799553833811, 0.013525427934048302, 0.10144070950536226, 0.14201699330750717, 0.10820342347238641, 0.17583056314262793, 0.270508558680966, 0.07438985363726566, 0.013525427934048302, 0.79048218430816, 0.7000723650526445, 0.8065272375115707, 0.04958070332397518, 0.07437105498596276, 0.1983228132959007, 0.4462263299157766, 0.2231131649578883, 0.6944626127440479, 0.083034868424112, 0.23526546053498398, 0.140907655507584, 0.027678289474704, 0.16103732058009598, 0.11574557416694399, 0.074228139954888, 0.061647099284568, 0.020129665072511998, 0.079260556223016, 0.12768607399706539, 0.18712614292673377, 0.06164155296410053, 0.1210816218937689, 0.07044748910182917, 0.05283561682637188, 0.09246232944615079, 0.08585787734285431, 0.149700914341387, 0.05063413279193972, 0.7166648163847738, 0.17916620409619344, 0.614054705356943, 0.6896384524793865, 0.06896384524793865, 0.06896384524793865, 0.06896384524793865, 0.790457144417309, 0.6994205615829308, 0.13988411231658615, 0.09126072536597873, 0.17173609227961453, 0.02820786056766615, 0.062223221840440046, 0.11366108522853714, 0.06969000846129285, 0.1003867979025766, 0.08877179649236112, 0.1543135901642913, 0.12029822889151742, 0.022239084340747697, 0.022239084340747697, 0.3335862651112155, 0.014826056227165131, 0.3187602088840503, 0.022239084340747697, 0.07413028113582565, 0.0074130281135825656, 0.0074130281135825656, 0.17791267472598157, 0.8049785927536133, 0.4716078420493061, 0.4716078420493061, 0.6204562691160008, 0.6265362741272181, 0.8498074118467974, 0.6390064146686122, 0.21300213822287073, 0.060151922924355505, 0.06288610123909893, 0.25427858327113917, 0.057417744609612076, 0.2570127615858826, 0.019139248203204024, 0.054683566294868646, 0.057417744609612076, 0.016405069888460595, 0.1613165205698625, 0.13552201400282968, 0.1224069803896526, 0.043716778710590216, 0.11366362464753456, 0.02623006722635413, 0.18798214845553793, 0.02623006722635413, 0.19672550419765597, 0.08306187955012141, 0.06557516806588533, 0.09147801594377578, 0.14242779697575217, 0.06137132715215337, 0.07526672197905603, 0.04863388189415928, 0.13316420042448374, 0.2559068547287905, 0.0555815793076106, 0.08221441939250734, 0.0555815793076106, 0.07423302712891168, 0.053023590806365484, 0.021209436322546193, 0.19618728598355228, 0.021209436322546193, 0.1537684133384599, 0.30223446759628325, 0.08483774529018477, 0.09544246345145786, 0.005302359080636548, 0.7991512574321779, 0.06970761770753403, 0.273666943592541, 0.04388998151955846, 0.1781416896970314, 0.05421703599474869, 0.15232405350905584, 0.06196232685114136, 0.08261643580152181, 0.05163527237595113, 0.03356292704436824, 0.650958288295117, 0.16273957207377926, 0.806573528484767, 0.18757705747445022, 0.08678938480161129, 0.06999143935613814, 0.07279109693038366, 0.10638698782132996, 0.0979880150985934, 0.013998287871227628, 0.07279109693038366, 0.12318493326680312, 0.16797945445473153, 0.24869702682792758, 0.13089317201469872, 0.056097073720585165, 0.06170678109264369, 0.06170678109264369, 0.044877658976468136, 0.1103242449838175, 0.08975531795293627, 0.10658444006911182, 0.08601551303823059, 0.2689243146636037, 0.13989863269562136, 0.11307868756744524, 0.042042076146870666, 0.047840983201611446, 0.11960245800402862, 0.11525327771297304, 0.05653934378372262, 0.06523770436583379, 0.0311691254192317, 0.16680491971551706, 0.16680491971551706, 0.5004147591465512, 0.7882876543312477, 0.04842157984549905, 0.03486353748875932, 0.3544459644690531, 0.06779021178369868, 0.24404476242131523, 0.013558042356739734, 0.06391648539605875, 0.013558042356739734, 0.013558042356739734, 0.14526473953649716, 0.09810395695782549, 0.03270131898594183, 0.3139326622650416, 0.006540263797188366, 0.28123134327909977, 0.013080527594376732, 0.058862374174695295, 0.013080527594376732, 0.026161055188753463, 0.15042606733533243, 0.10971762839053847, 0.04937293277574231, 0.016457644258580772, 0.0932599841319577, 0.04388705135621539, 0.362068173688777, 0.07131645845385001, 0.14811879832722694, 0.016457644258580772, 0.08777410271243077, 0.18960207790814237, 0.299693607016096, 0.14067250941571852, 0.01834858818465894, 0.03669717636931788, 0.03669717636931788, 0.11620772516950661, 0.05504576455397681, 0.06727815667708277, 0.03669717636931788, 0.11653549348585522, 0.12485945730627344, 0.02219723685444861, 0.2857894245010259, 0.04439447370889722, 0.06381705595653976, 0.05549309213612153, 0.20809909551045574, 0.04439447370889722, 0.03329585528167292, 0.03225354013802668, 0.09676062041408003, 0.5160566422084268, 0.09676062041408003, 0.03225354013802668, 0.06450708027605336, 0.1290141605521067, 0.6254064732669664, 0.030307035052378643, 0.030307035052378643, 0.4849125608380583, 0.19699572784046118, 0.10607462268332525, 0.10607462268332525, 0.015153517526189321, 0.015153517526189321, 0.7860300850012797, 0.06168377349540243, 0.01401903943077328, 0.044860926178474494, 0.05887996560924778, 0.0953294681292583, 0.1654246652831247, 0.005607615772309312, 0.01401903943077328, 0.260754133412383, 0.28318459650162026, 0.23778763418721077, 0.07609204293990744, 0.08560354830739587, 0.04755752683744215, 0.11413806440986117, 0.06658053757241901, 0.028534516102465293, 0.06658053757241901, 0.2472991395546992, 0.028534516102465293, 0.043251215398336276, 0.31848622247865804, 0.07470664477894447, 0.00786385734515205, 0.1454813608853129, 0.02359157203545615, 0.27916693575289775, 0.027523500708032174, 0.043251215398336276, 0.03538735805318422, 0.046289646479966494, 0.09257929295993299, 0.09257929295993299, 0.03085976431997766, 0.01542988215998883, 0.06171952863995532, 0.12343905727991064, 0.03085976431997766, 0.3394574075197543, 0.16972870375987714, 0.11935184702420208, 0.09282921435215717, 0.06630658168011226, 0.07956789801613472, 0.07956789801613472, 0.05304526534408981, 0.03978394900806736, 0.10609053068817963, 0.26522632672044905, 0.10609053068817963, 0.7332867053460644, 0.06666242775873313, 0.13332485551746626, 0.08831147309616402, 0.08831147309616402, 0.08831147309616402, 0.6181803116731481, 0.11602692515182332, 0.07251682821988957, 0.06526514539790061, 0.07614266963088405, 0.04713593834292822, 0.2393055331256356, 0.11602692515182332, 0.08339435245287301, 0.1341561322067957, 0.0507617797539227, 0.6944736585659925, 0.24280533289920653, 0.06604305054858417, 0.07769770652774609, 0.14665442107112076, 0.08352503451732704, 0.08255381318573023, 0.07672648519614926, 0.07381282120135879, 0.05341717323782544, 0.09615091182808579, 0.1154074472221474, 0.6924446833328843, 0.1154074472221474, 0.12606794375617142, 0.22061890157329997, 0.04202264791872381, 0.10505661979680951, 0.08404529583744762, 0.04202264791872381, 0.07353963385776666, 0.27314721147170473, 0.010505661979680952, 0.021011323959361904, 0.6846074523718443, 0.03485183066099042, 0.6273329518978277, 0.06970366132198084, 0.10455549198297127, 0.1394073226439617, 0.4565540161934874, 0.01863485780381581, 0.03726971560763162, 0.01863485780381581, 0.16305500578338836, 0.0046587144509539526, 0.027952286705723715, 0.0046587144509539526, 0.2748641526062832, 0.12329889792649071, 0.12329889792649071, 0.7397933875589443, 0.8049303065514477, 0.19910763630760328, 0.5973229089228098], \"Term\": [\"abended\", \"abended\", \"abended\", \"abended\", \"abended\", \"abended\", \"abended\", \"abended\", \"abended\", \"able\", \"able\", \"able\", \"able\", \"able\", \"able\", \"able\", \"able\", \"able\", \"able\", \"abode\", \"aborted\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"access\", \"account\", \"account\", \"account\", \"account\", \"account\", \"account\", \"account\", \"account\", \"account\", \"account\", \"active\", \"active\", \"active\", \"active\", \"active\", \"active\", \"active\", \"active\", \"active\", \"active\", \"acyl\", \"acyl\", \"acyl\", \"acyl\", \"acyl\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"add\", \"additional\", \"additional\", \"additional\", \"additional\", \"additional\", \"additional\", \"additional\", \"additional\", \"additional\", \"adon\", \"adoption\", \"after\", \"after\", \"after\", \"after\", \"after\", \"after\", \"after\", \"after\", \"after\", \"after\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"agent\", \"ago\", \"ago\", \"ago\", \"ago\", \"ago\", \"ago\", \"ago\", \"ago\", \"alanine\", \"alar\", \"alar\", \"ald\", \"ale\", \"alkanal\", \"alt\", \"alt\", \"amadou\", \"analytics\", \"analytics\", \"analytics\", \"android\", \"android\", \"android\", \"android\", \"android\", \"android\", \"android\", \"antic\", \"apple\", \"appliance\", \"apt\", \"asa\", \"asa\", \"asa\", \"asa\", \"asa\", \"asa\", \"asa\", \"asa\", \"ascii\", \"ascii\", \"ascii\", \"ascii\", \"ascii\", \"ascii\", \"ascii\", \"ascii\", \"assessment\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"attach\", \"audio\", \"audio\", \"audio\", \"audio\", \"audio\", \"audio\", \"audio\", \"audio\", \"audio\", \"authentic\", \"avoid\", \"avoid\", \"avoid\", \"awareness\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"backup\", \"bals\", \"bando\", \"barbudos\", \"bare\", \"bare\", \"becomma\", \"beet\", \"belgium\", \"belongs\", \"belongs\", \"belongs\", \"belt\", \"beng\", \"bf\", \"bf\", \"bit\", \"bit\", \"bit\", \"bit\", \"bit\", \"bit\", \"bit\", \"bit\", \"biwa\", \"bkpr\", \"blanco\", \"block\", \"block\", \"block\", \"block\", \"block\", \"block\", \"block\", \"block\", \"block\", \"block\", \"bom\", \"bom\", \"bom\", \"bom\", \"boolean\", \"bowpin\", \"bowpin\", \"bowpin\", \"bowpin\", \"bowpin\", \"branding\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"browser\", \"bundle\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"business\", \"byte\", \"byte\", \"byte\", \"byte\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"c\", \"cagot\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"call\", \"campanist\", \"can\", \"can\", \"can\", \"can\", \"can\", \"can\", \"can\", \"can\", \"can\", \"can\", \"cantline\", \"cap\", \"cap\", \"cap\", \"cap\", \"cap\", \"cap\", \"cap\", \"cap\", \"capacity\", \"capacity\", \"capacity\", \"carbide\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"center\", \"cert\", \"cert\", \"cert\", \"cert\", \"cert\", \"cert\", \"chad\", \"challie\", \"chandam\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"change\", \"character\", \"character\", \"charger\", \"charger\", \"charm\", \"charm\", \"chat\", \"chat\", \"chat\", \"chat\", \"chat\", \"chat\", \"chat\", \"check\", \"check\", \"check\", \"check\", \"check\", \"check\", \"check\", \"check\", \"check\", \"check\", \"chivage\", \"cif\", \"cif\", \"cif\", \"circuit\", \"circuit\", \"circuit\", \"circuit\", \"circuit\", \"circuit\", \"city\", \"city\", \"city\", \"city\", \"city\", \"cl\", \"cl\", \"cl\", \"cl\", \"cl\", \"cl\", \"claim\", \"claim\", \"claim\", \"clean\", \"clean\", \"clearance\", \"client\", \"client\", \"client\", \"client\", \"client\", \"client\", \"client\", \"client\", \"client\", \"clint\", \"coagent\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"collaboration\", \"com\", \"com\", \"com\", \"com\", \"com\", \"com\", \"com\", \"com\", \"com\", \"com\", \"combination\", \"combination\", \"common\", \"common\", \"common\", \"company\", \"company\", \"company\", \"company\", \"company\", \"company\", \"company\", \"company\", \"company\", \"company\", \"conc\", \"conc\", \"conc\", \"conc\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conduct\", \"conformal\", \"conn\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connect\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connection\", \"connectivity\", \"connectivity\", \"connectivity\", \"connectivity\", \"connectivity\", \"connectivity\", \"consume\", \"consume\", \"consume\", \"consume\", \"consume\", \"consume\", \"consume\", \"consume\", \"contain\", \"contain\", \"contain\", \"contain\", \"contain\", \"contain\", \"contain\", \"contribute\", \"cookie\", \"cookie\", \"cookie\", \"cookie\", \"cookie\", \"cookie\", \"coordinator\", \"correlation\", \"correlation\", \"correlation\", \"correlation\", \"correlation\", \"correlation\", \"correlation\", \"correlation\", \"corv\", \"corv\", \"cotton\", \"counsel\", \"courage\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cp\", \"cpd\", \"cpd\", \"cpd\", \"cpd\", \"cpd\", \"cpd\", \"cpd\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"create\", \"creator\", \"credential\", \"credential\", \"credential\", \"credential\", \"credential\", \"credential\", \"credential\", \"credential\", \"credential\", \"crip\", \"crip\", \"criterion\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"crm\", \"croftland\", \"crud\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customer\", \"customization\", \"cutter\", \"cutter\", \"cycle\", \"cycle\", \"cycle\", \"da\", \"da\", \"da\", \"da\", \"da\", \"da\", \"da\", \"da\", \"dace\", \"dace\", \"dace\", \"daedalus\", \"dane\", \"dasein\", \"dash\", \"dashers\", \"datafile\", \"decimal\", \"deep\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"delete\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"deliver\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"delivery\", \"deny\", \"deny\", \"deny\", \"deny\", \"deny\", \"deny\", \"deny\", \"deny\", \"departement\", \"departements\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"department\", \"deployed\", \"depreciation\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"destination\", \"detachable\", \"detailed\", \"detailed\", \"detailed\", \"detailed\", \"detailed\", \"detailed\", \"detailed\", \"detector\", \"device\", \"device\", \"device\", \"device\", \"device\", \"device\", \"device\", \"device\", \"device\", \"device\", \"dew\", \"diagnostics\", \"diagnostics\", \"diagnostics\", \"diagnostics\", \"dial\", \"dial\", \"dial\", \"dial\", \"dial\", \"dial\", \"dial\", \"didnt\", \"die\", \"die\", \"die\", \"diesis\", \"dis\", \"disassociate\", \"discus\", \"divestiture\", \"divestiture\", \"divi\", \"dm\", \"dm\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dn\", \"dolman\", \"donet\", \"donet\", \"dost\", \"dost\", \"dost\", \"dost\", \"dost\", \"dost\", \"dost\", \"dost\", \"dost\", \"downloader\", \"downloader\", \"downtime\", \"dp\", \"dp\", \"dp\", \"dp\", \"dp\", \"dp\", \"dp\", \"drawing\", \"drawing\", \"drawing\", \"drawing\", \"drawing\", \"drawing\", \"drawing\", \"drawing\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"drive\", \"duarch\", \"duplex\", \"duration\", \"duration\", \"duration\", \"duration\", \"duration\", \"duration\", \"duration\", \"duration\", \"eastern\", \"eastern\", \"echo\", \"edgemaker\", \"edits\", \"efficiency\", \"efficiency\", \"eject\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"email\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"employee\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"engineering\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"ensure\", \"entrance\", \"equipment\", \"equipment\", \"equipment\", \"equipment\", \"equipment\", \"erase\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erp\", \"erron\", \"erron\", \"error\", \"error\", \"error\", \"error\", \"error\", \"error\", \"error\", \"error\", \"error\", \"error\", \"es\", \"es\", \"es\", \"es\", \"es\", \"es\", \"es\", \"es\", \"es\", \"es\", \"et\", \"et\", \"et\", \"et\", \"et\", \"et\", \"et\", \"et\", \"et\", \"et\", \"eth\", \"eth\", \"eth\", \"eth\", \"eth\", \"eth\", \"eth\", \"ethernet\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"ethic\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"event\", \"eventide\", \"eventide\", \"eventide\", \"eventide\", \"eventide\", \"eventide\", \"ex\", \"ex\", \"ex\", \"ex\", \"ex\", \"ex\", \"ex\", \"ex\", \"ex\", \"exception\", \"exception\", \"excise\", \"exempt\", \"exempt\", \"expand\", \"expeditor\", \"expense\", \"expense\", \"expense\", \"expense\", \"expense\", \"expense\", \"expense\", \"expense\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"experience\", \"explore\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"explorer\", \"expo\", \"exterior\", \"ey\", \"eyeservice\", \"f\", \"f\", \"f\", \"f\", \"f\", \"f\", \"f\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"fail\", \"faq\", \"fdub\", \"fdub\", \"fe\", \"fe\", \"fe\", \"fe\", \"fe\", \"fe\", \"fe\", \"fe\", \"file\", \"file\", \"file\", \"file\", \"file\", \"file\", \"file\", \"file\", \"file\", \"file\", \"filler\", \"finance\", \"finance\", \"finance\", \"finance\", \"finance\", \"finance\", \"finance\", \"finance\", \"finance\", \"firm\", \"flowchart\", \"flowchart\", \"flowchart\", \"fluke\", \"fogou\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"folder\", \"forgotten\", \"forgotten\", \"forgotten\", \"formation\", \"formerly\", \"freight\", \"frequent\", \"frequent\", \"frequent\", \"frequent\", \"frequent\", \"frons\", \"fu\", \"fu\", \"g\", \"g\", \"g\", \"g\", \"gad\", \"gain\", \"geb\", \"genapp\", \"ger\", \"ger\", \"gerate\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"get\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"global\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"good\", \"goter\", \"gray\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"group\", \"gsc\", \"gsc\", \"gsc\", \"gsc\", \"gsc\", \"gsc\", \"gte\", \"gte\", \"guardian\", \"h\", \"haircap\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handle\", \"handler\", \"harm\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"hatty\", \"haum\", \"havening\", \"hdbk\", \"headset\", \"headset\", \"headset\", \"headset\", \"hebrew\", \"hebrew\", \"helm\", \"hex\", \"hex\", \"hex\", \"hex\", \"hex\", \"hex\", \"hex\", \"hex\", \"hibernation\", \"hm\", \"holder\", \"host\", \"host\", \"host\", \"host\", \"host\", \"host\", \"host\", \"host\", \"host\", \"host\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hostname\", \"hotel\", \"hotel\", \"hoti\", \"hourly\", \"hp\", \"hp\", \"hp\", \"hp\", \"hp\", \"hp\", \"hp\", \"hp\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hr\", \"hu\", \"hw\", \"hw\", \"hw\", \"ic\", \"ic\", \"ic\", \"ic\", \"ic\", \"ic\", \"ic\", \"id\", \"id\", \"id\", \"id\", \"id\", \"id\", \"id\", \"id\", \"id\", \"id\", \"identifies\", \"immix\", \"imp\", \"imp\", \"incog\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"information\", \"inside\", \"inside\", \"inside\", \"inside\", \"inside\", \"inside\", \"inside\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instal\", \"instance\", \"instance\", \"instance\", \"instance\", \"instance\", \"instance\", \"intelligence\", \"intens\", \"intens\", \"intens\", \"interaction\", \"interaction\", \"interaction\", \"interaction\", \"interaction\", \"interaction\", \"interaction\", \"interaction\", \"intercompany\", \"intercompany\", \"intercompany\", \"intermittently\", \"intermittently\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internal\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"internet\", \"interruption\", \"interruption\", \"interruption\", \"intl\", \"into\", \"into\", \"into\", \"into\", \"into\", \"into\", \"into\", \"into\", \"into\", \"into\", \"intransitu\", \"intune\", \"invalidate\", \"investment\", \"iou\", \"ipl\", \"ipl\", \"iq\", \"israel\", \"israel\", \"israel\", \"israel\", \"israel\", \"israel\", \"israel\", \"israel\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue\", \"ist\", \"ist\", \"ist\", \"ist\", \"item\", \"item\", \"item\", \"item\", \"item\", \"item\", \"item\", \"item\", \"item\", \"item\", \"j\", \"j\", \"jacky\", \"japanese\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"job\", \"ka\", \"ka\", \"kasm\", \"katy\", \"kb\", \"kc\", \"kernos\", \"keyboard\", \"keyboard\", \"kiosk\", \"kiosk\", \"kiosk\", \"ksar\", \"kylite\", \"l\", \"l\", \"l\", \"l\", \"l\", \"lab\", \"lag\", \"lang\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"laptop\", \"latency\", \"lateral\", \"layout\", \"layout\", \"lb\", \"leadership\", \"lease\", \"lease\", \"lease\", \"lease\", \"lease\", \"lease\", \"lease\", \"letted\", \"letted\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"level\", \"licht\", \"linne\", \"loaner\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"lock\", \"log\", \"log\", \"log\", \"log\", \"log\", \"log\", \"log\", \"log\", \"log\", \"log\", \"login\", \"login\", \"login\", \"login\", \"login\", \"login\", \"login\", \"login\", \"login\", \"login\", \"longitudinal\", \"lp\", \"lumen\", \"m\", \"m\", \"m\", \"m\", \"m\", \"m\", \"m\", \"m\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"mail\", \"maint\", \"maint\", \"maint\", \"maint\", \"maint\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"maintenance\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"management\", \"mason\", \"mbuba\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"medium\", \"meet\", \"mercedes\", \"mercedes\", \"message\", \"message\", \"message\", \"message\", \"message\", \"message\", \"message\", \"message\", \"message\", \"message\", \"metacenter\", \"metacenter\", \"metacenter\", \"metacenter\", \"mf\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"microcoat\", \"minicab\", \"minicab\", \"misplace\", \"misplace\", \"misplace\", \"misplace\", \"misplace\", \"misserve\", \"moder\", \"monitoring\", \"monitoring\", \"monitoring\", \"monitoring\", \"monitoring\", \"monitoring\", \"mount\", \"mullen\", \"murat\", \"near\", \"near\", \"near\", \"near\", \"near\", \"near\", \"nederland\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"need\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"network\", \"nevada\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"new\", \"ng\", \"ng\", \"ng\", \"nightly\", \"no\", \"no\", \"no\", \"no\", \"no\", \"no\", \"no\", \"no\", \"no\", \"no\", \"noria\", \"noria\", \"noria\", \"not\", \"not\", \"not\", \"not\", \"not\", \"not\", \"not\", \"not\", \"not\", \"not\", \"notebook\", \"notebook\", \"notebook\", \"notify\", \"notify\", \"notify\", \"notify\", \"notify\", \"notify\", \"notify\", \"notify\", \"notify\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"number\", \"numeric\", \"numeric\", \"nv\", \"olympus\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"open\", \"opencast\", \"opener\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"order\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outage\", \"outbound\", \"outbound\", \"outbound\", \"outbound\", \"outbound\", \"outbound\", \"outbound\", \"outbound\", \"outgo\", \"outgo\", \"outgo\", \"outgo\", \"outgo\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outlook\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"outside\", \"overload\", \"ownership\", \"paid\", \"paid\", \"pandy\", \"pandy\", \"pandy\", \"pandy\", \"pandy\", \"pandy\", \"pandy\", \"pane\", \"paralegal\", \"pase\", \"password\", \"password\", \"password\", \"password\", \"password\", \"password\", \"password\", \"password\", \"password\", \"password\", \"passworts\", \"pause\", \"pause\", \"payout\", \"payslip\", \"payslip\", \"pd\", \"pe\", \"petrologic\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"phone\", \"pi\", \"pi\", \"pi\", \"pi\", \"pic\", \"pic\", \"pic\", \"pic\", \"pic\", \"pic\", \"pic\", \"pic\", \"pic\", \"pilm\", \"pilm\", \"pilm\", \"pilm\", \"pilm\", \"pilm\", \"pilm\", \"piner\", \"piu\", \"pizz\", \"plack\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"plant\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"platform\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"pm\", \"polska\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"power\", \"pptn\", \"preengineering\", \"preserve\", \"pretext\", \"prf\", \"price\", \"price\", \"price\", \"price\", \"price\", \"price\", \"price\", \"price\", \"price\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printer\", \"printing\", \"printing\", \"printing\", \"printing\", \"printing\", \"printing\", \"printing\", \"printing\", \"printing\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"problem\", \"procacity\", \"procacity\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"process\", \"professional\", \"professional\", \"professional\", \"professional\", \"professional\", \"professional\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"project\", \"projection\", \"provider\", \"provider\", \"provider\", \"provider\", \"provider\", \"provider\", \"psf\", \"psf\", \"ptp\", \"pu\", \"pu\", \"pu\", \"pu\", \"pud\", \"pud\", \"putlock\", \"q\", \"q\", \"q\", \"quantum\", \"qv\", \"qv\", \"ramet\", \"rd\", \"reading\", \"reb\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"receive\", \"reconfigured\", \"reconfigured\", \"reconnaissance\", \"reconnected\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"record\", \"recovery\", \"recurrent\", \"refers\", \"regent\", \"register\", \"register\", \"register\", \"register\", \"register\", \"register\", \"relay\", \"relay\", \"relay\", \"relay\", \"relay\", \"relay\", \"remedial\", \"remember\", \"remember\", \"renew\", \"renew\", \"renew\", \"renew\", \"renew\", \"renew\", \"renew\", \"replication\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"report\", \"request\", \"request\", \"request\", \"request\", \"request\", \"request\", \"request\", \"request\", \"request\", \"request\", \"requester\", \"requester\", \"requester\", \"requester\", \"requester\", \"rerouted\", \"rerouted\", \"rerouted\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"reset\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"resolve\", \"retire\", \"revise\", \"revise\", \"rhb\", \"rob\", \"rolandic\", \"rus\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"sale\", \"santos\", \"saran\", \"saver\", \"saver\", \"saver\", \"saw\", \"saw\", \"saw\", \"saw\", \"scam\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"schedule\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"scheduler\", \"schlock\", \"scopic\", \"scotist\", \"scroll\", \"scroll\", \"scrum\", \"scrum\", \"scrum\", \"seagirt\", \"section\", \"section\", \"section\", \"section\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"see\", \"server\", \"server\", \"server\", \"server\", \"server\", \"server\", \"server\", \"server\", \"server\", \"server\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"setup\", \"sever\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"show\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"sid\", \"silva\", \"sinkhole\", \"sinkhole\", \"sinkhole\", \"sinkhole\", \"sinkhole\", \"sinkhole\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"site\", \"skye\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"skype\", \"software\", \"software\", \"software\", \"software\", \"software\", \"software\", \"software\", \"software\", \"software\", \"software\", \"solutionist\", \"songle\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"source\", \"sox\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"sp\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"space\", \"specially\", \"specify\", \"specify\", \"specify\", \"specify\", \"specify\", \"specify\", \"specify\", \"specify\", \"specify\", \"sphere\", \"sphere\", \"sprot\", \"spt\", \"srac\", \"srac\", \"srac\", \"srac\", \"srac\", \"srac\", \"srac\", \"srac\", \"srac\", \"stable\", \"stack\", \"stack\", \"stack\", \"stack\", \"stack\", \"stack\", \"stack\", \"stack\", \"stamp\", \"stamp\", \"standby\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"start\", \"stats\", \"string\", \"submission\", \"substitute\", \"subsystem\", \"subtask\", \"sugi\", \"sundial\", \"switch\", \"switch\", \"switch\", \"switch\", \"switch\", \"switch\", \"switch\", \"switch\", \"switch\", \"symmetric\", \"syn\", \"syn\", \"synchronise\", \"syst\", \"syst\", \"syst\", \"syst\", \"syst\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"system\", \"taiwan\", \"tape\", \"tape\", \"tartine\", \"tb\", \"tck\", \"tekiah\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telecomm\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"telephony\", \"thight\", \"thrash\", \"thread\", \"threshold\", \"threshold\", \"threshold\", \"threshold\", \"threshold\", \"thrip\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"ticket\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"time\", \"timeout\", \"timeout\", \"tinful\", \"title\", \"title\", \"title\", \"title\", \"tn\", \"tone\", \"tone\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"tool\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"top\", \"torch\", \"tox\", \"tox\", \"tray\", \"trix\", \"tune\", \"twp\", \"twp\", \"type\", \"type\", \"type\", \"type\", \"type\", \"type\", \"type\", \"type\", \"type\", \"type\", \"u\", \"u\", \"u\", \"u\", \"u\", \"u\", \"u\", \"u\", \"u\", \"u\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unable\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unlock\", \"unresolved\", \"update\", \"update\", \"update\", \"update\", \"update\", \"update\", \"update\", \"update\", \"update\", \"update\", \"uploader\", \"uploader\", \"uptown\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"usa\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"use\", \"user\", \"user\", \"user\", \"user\", \"user\", \"user\", \"user\", \"user\", \"user\", \"user\", \"utilized\", \"utilized\", \"utilized\", \"vaw\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"vendor\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"verify\", \"via\", \"via\", \"via\", \"via\", \"via\", \"via\", \"via\", \"via\", \"via\", \"via\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"view\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"vip\", \"visitor\", \"visitor\", \"visitor\", \"visitor\", \"visitor\", \"visitor\", \"visitor\", \"vitry\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volunteer\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"vpn\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"want\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warehouse\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"warn\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"week\", \"weight\", \"weight\", \"weight\", \"whish\", \"whish\", \"whish\", \"whish\", \"window\", \"window\", \"window\", \"window\", \"window\", \"window\", \"window\", \"window\", \"window\", \"window\", \"wl\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"work\", \"worklist\", \"worklist\", \"worklist\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wrong\", \"wt\", \"wy\", \"wy\", \"wy\", \"wy\", \"wy\", \"x\", \"x\", \"x\", \"x\", \"x\", \"x\", \"x\", \"x\", \"x\", \"zarf\", \"zarf\", \"zarf\", \"zeus\", \"zinc\", \"zinc\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [8, 6, 5, 9, 2, 7, 4, 10, 3, 1]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el9881397677724564244205715808\", ldavis_el9881397677724564244205715808_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el9881397677724564244205715808\", ldavis_el9881397677724564244205715808_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el9881397677724564244205715808\", ldavis_el9881397677724564244205715808_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "7     -0.033985  0.010672       1        1  16.306690\n",
       "5     -0.036397 -0.067688       2        1  11.419141\n",
       "4      0.134112  0.008046       3        1  10.426897\n",
       "8     -0.077154  0.004265       4        1  10.085109\n",
       "1      0.127709 -0.009875       5        1   9.773057\n",
       "6     -0.059723  0.075927       6        1   9.561903\n",
       "3      0.020659 -0.071401       7        1   9.246363\n",
       "9     -0.085205 -0.000890       8        1   8.061693\n",
       "2     -0.059243 -0.006362       9        1   7.716536\n",
       "0      0.069226  0.057306      10        1   7.402611, topic_info=         Term         Freq        Total Category  logprob  loglift\n",
       "117        no  2411.000000  2411.000000  Default  30.0000  30.0000\n",
       "12   password  1529.000000  1529.000000  Default  29.0000  29.0000\n",
       "269   circuit   557.000000   557.000000  Default  28.0000  28.0000\n",
       "61       site   694.000000   694.000000  Default  27.0000  27.0000\n",
       "278     power   561.000000   561.000000  Default  26.0000  26.0000\n",
       "..        ...          ...          ...      ...      ...      ...\n",
       "88        erp    92.406330  1531.160671  Topic10  -4.6005  -0.2042\n",
       "33      error    73.184009   953.075778  Topic10  -4.8337   0.0366\n",
       "46        new    52.329348   383.646319  Topic10  -5.1691   0.6112\n",
       "49     ticket    62.526491   794.846807  Topic10  -4.9911   0.0608\n",
       "9       issue    61.257588  1226.561957  Topic10  -5.0116  -0.3935\n",
       "\n",
       "[845 rows x 6 columns], token_table=      Topic      Freq     Term\n",
       "term                          \n",
       "4522      1  0.016051  abended\n",
       "4522      2  0.032102  abended\n",
       "4522      3  0.048153  abended\n",
       "4522      4  0.545739  abended\n",
       "4522      5  0.048153  abended\n",
       "...     ...       ...      ...\n",
       "2084      5  0.123299     zarf\n",
       "2084      9  0.739793     zarf\n",
       "3625      5  0.804930     zeus\n",
       "5409      5  0.199108     zinc\n",
       "5409      7  0.597323     zinc\n",
       "\n",
       "[2563 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[8, 6, 5, 9, 2, 7, 4, 10, 3, 1])"
      ]
     },
     "execution_count": 150,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Bayesian LDA\n",
    "import pyLDAvis.gensim\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(model_Lda, corpus, dictionary=model_Lda.id2word)\n",
    "pyLDAvis.save_html(vis, 'lda.html')\n",
    "vis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fW9k22BK-gPY"
   },
   "source": [
    "#### pyLDAvis needs Bayesian LDA model to work. Below function will convert LDA Mallet to Bayesian LDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "DgmKpjsmBtJ8"
   },
   "outputs": [],
   "source": [
    "from gensim.models.ldamodel import LdaModel\n",
    "def convertldaGenToldaMallet(mallet_model):\n",
    "    model_gensim = LdaModel(\n",
    "        id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "        alpha=mallet_model.alpha, eta=0,\n",
    "    )\n",
    "    model_gensim.state.sstats[...] = mallet_model.wordtopics\n",
    "    model_gensim.sync_state()\n",
    "    return model_gensim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "id": "CGzhc4yW-gPY",
    "outputId": "d2174fae-d290-4df6-dc7b-18102932e59d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el9881397700832739685112747213\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el9881397700832739685112747213_data = {\"mdsDat\": {\"x\": [-0.024252272989818857, -0.3186065596308809, 0.244290034423301, -0.13857815105942176, 0.21264224473132295, -0.10524617705631707, 0.09172500699654466, 0.024483153814668177, 0.12312555961546293, -0.10958283884486102], \"y\": [0.20821297435819938, -0.03476888337035762, -0.06264832588892168, 0.2685700258634984, 0.1901054050255937, -0.057212472405221086, 0.03315347038528771, -0.17850426441932338, -0.16685671376539563, -0.20005121578336013], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [15.798176658599225, 12.818650573400985, 9.515516864395325, 9.243138899019215, 9.044582217280562, 8.935025672380068, 8.903884387067777, 8.630738910692438, 8.623203524365792, 8.487082292798611]}, \"tinfo\": {\"Term\": [\"erp\", \"password\", \"tool\", \"access\", \"user\", \"issue\", \"work\", \"sid\", \"error\", \"site\", \"circuit\", \"unable\", \"account\", \"power\", \"network\", \"outlook\", \"company\", \"reset\", \"change\", \"login\", \"hostname\", \"problem\", \"message\", \"printer\", \"system\", \"vendor\", \"backup\", \"job\", \"connect\", \"telecomm\", \"decision\", \"ea\", \"kie\", \"infection\", \"infect\", \"idcue\", \"ht\", \"hdkf\", \"dz\", \"malware\", \"cont\", \"con\", \"cf\", \"celeb\", \"arupa\", \"alef\", \"lisbon\", \"muesli\", \"ann\", \"fae\", \"ritz\", \"cowskin\", \"bcd\", \"physically\", \"timon\", \"ser\", \"dade\", \"pau\", \"ambiance\", \"traffic\", \"event\", \"vip\", \"device\", \"inside\", \"cp\", \"asa\", \"host\", \"block\", \"deny\", \"source\", \"dost\", \"srac\", \"port\", \"portal\", \"acyl\", \"incident\", \"destination\", \"priority\", \"notification\", \"alert\", \"hatty\", \"handle\", \"count\", \"action\", \"option\", \"related\", \"cap\", \"domain\", \"failure\", \"high\", \"group\", \"id\", \"internal\", \"connection\", \"information\", \"data\", \"access\", \"ticket\", \"call\", \"log\", \"ob\", \"nattle\", \"bleb\", \"network\", \"proheim\", \"ben\", \"warms\", \"stoppage\", \"nett\", \"andira\", \"hard\", \"mother\", \"zarf\", \"ink\", \"africa\", \"carbo\", \"express\", \"inket\", \"anthus\", \"redirect\", \"bernard\", \"culture\", \"mimic\", \"pm\", \"progress\", \"blazer\", \"sud\", \"maintenance\", \"churrs\", \"ler\", \"site\", \"circuit\", \"power\", \"backup\", \"telecomm\", \"start\", \"outage\", \"schedule\", \"notify\", \"provider\", \"cert\", \"maint\", \"global\", \"active\", \"verify\", \"additional\", \"top\", \"dial\", \"equipment\", \"diagnostics\", \"south\", \"primary\", \"est\", \"tr\", \"router\", \"secondary\", \"vendor\", \"type\", \"contact\", \"remote\", \"gsc\", \"company\", \"version\", \"ticket\", \"phone\", \"email\", \"work\", \"reset\", \"shot\", \"distributor\", \"pastry\", \"heidi\", \"appair\", \"impv\", \"manufacture\", \"unacceptable\", \"org\", \"art\", \"lt\", \"voucher\", \"miro\", \"shipping\", \"rudimentary\", \"stock\", \"shopfolk\", \"creation\", \"plan\", \"preview\", \"jacky\", \"tollbar\", \"wf\", \"qty\", \"standard\", \"unlook\", \"lot\", \"ka\", \"gyrus\", \"hierarchy\", \"order\", \"plant\", \"create\", \"screen\", \"customer\", \"number\", \"delivery\", \"stop\", \"material\", \"show\", \"correct\", \"pol\", \"mm\", \"line\", \"product\", \"po\", \"price\", \"quote\", \"cost\", \"warn\", \"good\", \"move\", \"dn\", \"item\", \"transfer\", \"ship\", \"wrong\", \"process\", \"date\", \"sale\", \"warehouse\", \"note\", \"center\", \"fix\", \"error\", \"check\", \"today\", \"production\", \"make\", \"alto\", \"mothlike\", \"trainer\", \"night\", \"gong\", \"distance\", \"intellectual\", \"rotates\", \"mgt\", \"tb\", \"holder\", \"fax\", \"handset\", \"motorial\", \"hath\", \"recent\", \"siemens\", \"blind\", \"gauge\", \"longitudinal\", \"mismatch\", \"pinxter\", \"ability\", \"laser\", \"logoff\", \"zirak\", \"notepad\", \"charm\", \"dolman\", \"problem\", \"printer\", \"request\", \"print\", \"document\", \"require\", \"printing\", \"assign\", \"excel\", \"driver\", \"switch\", \"return\", \"review\", \"respond\", \"copy\", \"defective\", \"correctly\", \"output\", \"ping\", \"description\", \"license\", \"word\", \"locate\", \"operator\", \"scanner\", \"quality\", \"rerouted\", \"temporarily\", \"node\", \"complete\", \"apac\", \"usa\", \"access\", \"provide\", \"scan\", \"back\", \"interface\", \"sw\", \"company\", \"window\", \"system\", \"time\", \"ticket\", \"application\", \"email\", \"behale\", \"aerospace\", \"publication\", \"bob\", \"sny\", \"colical\", \"tabu\", \"nester\", \"positive\", \"hell\", \"mae\", \"raj\", \"pe\", \"coordinator\", \"subreport\", \"bhangi\", \"reprint\", \"hosen\", \"learn\", \"amenty\", \"heritor\", \"ta\", \"os\", \"plica\", \"debi\", \"stick\", \"inkstand\", \"launcher\", \"ban\", \"storage\", \"sid\", \"erp\", \"slow\", \"transaction\", \"logion\", \"space\", \"multiple\", \"run\", \"result\", \"web\", \"consume\", \"finance\", \"herp\", \"obj\", \"java\", \"condition\", \"area\", \"operation\", \"balance\", \"notice\", \"describe\", \"glb\", \"occur\", \"basis\", \"critical\", \"dev\", \"environment\", \"dat\", \"recreate\", \"inbox\", \"app\", \"hostname\", \"server\", \"error\", \"pilm\", \"system\", \"object\", \"production\", \"label\", \"enter\", \"attach\", \"volume\", \"user\", \"load\", \"id\", \"list\", \"code\", \"drawer\", \"alfa\", \"mess\", \"feel\", \"franz\", \"fellow\", \"seek\", \"annoyed\", \"privileged\", \"newly\", \"intune\", \"cpl\", \"bussy\", \"reimbursement\", \"pinolia\", \"accordance\", \"kemal\", \"mistake\", \"hasnt\", \"insists\", \"prognose\", \"child\", \"sufficient\", \"sipper\", \"law\", \"lathyrus\", \"tommy\", \"distribution\", \"ahead\", \"chen\", \"password\", \"change\", \"mail\", \"report\", \"receive\", \"management\", \"delete\", \"expense\", \"link\", \"approve\", \"language\", \"cid\", \"ibex\", \"partner\", \"release\", \"engineer\", \"recipient\", \"determine\", \"sender\", \"people\", \"edit\", \"colleague\", \"director\", \"card\", \"orth\", \"disclosure\", \"applicable\", \"strictly\", \"select\", \"prohibit\", \"message\", \"follow\", \"expire\", \"reset\", \"current\", \"germany\", \"view\", \"due\", \"address\", \"iphone\", \"post\", \"company\", \"information\", \"upgrade\", \"donet\", \"vision\", \"initialize\", \"anti\", \"lp\", \"randomly\", \"dwt\", \"deployment\", \"la\", \"purr\", \"sannop\", \"skime\", \"virus\", \"longing\", \"toothed\", \"reduce\", \"unchecked\", \"bkpr\", \"automatic\", \"seepage\", \"protoplanet\", \"timeouts\", \"mileage\", \"subtask\", \"builder\", \"nina\", \"comfortable\", \"loader\", \"intermittently\", \"login\", \"software\", \"telephony\", \"advise\", \"confirm\", \"machine\", \"miri\", \"disk\", \"instal\", \"restart\", \"installation\", \"televiewer\", \"desktop\", \"prompt\", \"setting\", \"hour\", \"caller\", \"chain\", \"launch\", \"israel\", \"button\", \"bit\", \"enable\", \"bank\", \"minute\", \"lose\", \"unlocked\", \"mention\", \"es\", \"pc\", \"update\", \"user\", \"issue\", \"checked\", \"query\", \"supply\", \"check\", \"resolve\", \"agent\", \"status\", \"time\", \"unable\", \"detail\", \"window\", \"install\", \"application\", \"location\", \"find\", \"sop\", \"mo\", \"dhyana\", \"invalidate\", \"manchu\", \"rebeset\", \"president\", \"outdated\", \"uji\", \"filler\", \"paint\", \"treatment\", \"tyred\", \"bratty\", \"pudu\", \"thyris\", \"approx\", \"sind\", \"ascend\", \"exon\", \"ribbon\", \"outlook\", \"fore\", \"piner\", \"cresc\", \"disappears\", \"compatibility\", \"initially\", \"mazur\", \"gard\", \"account\", \"crm\", \"open\", \"add\", \"platform\", \"collaboration\", \"business\", \"remails\", \"lock\", \"send\", \"ethic\", \"mobile\", \"employee\", \"submit\", \"remove\", \"training\", \"hub\", \"netweaver\", \"lean\", \"project\", \"approval\", \"sd\", \"record\", \"tab\", \"dynamic\", \"calendar\", \"credential\", \"activation\", \"mailbox\", \"page\", \"sign\", \"support\", \"sync\", \"client\", \"unlock\", \"unable\", \"log\", \"set\", \"form\", \"email\", \"setup\", \"silently\", \"tracer\", \"obtain\", \"horrible\", \"amazon\", \"ethid\", \"verification\", \"arthel\", \"dank\", \"mate\", \"feather\", \"punch\", \"actively\", \"clue\", \"property\", \"modify\", \"school\", \"solstice\", \"req\", \"malfunction\", \"administrant\", \"underpen\", \"patience\", \"breakdown\", \"chance\", \"incorrectly\", \"brook\", \"pose\", \"gloria\", \"strategic\", \"tool\", \"job\", \"engineering\", \"fail\", \"folder\", \"drive\", \"eu\", \"scheduler\", \"hr\", \"miss\", \"save\", \"search\", \"longer\", \"opening\", \"purchasing\", \"ghana\", \"pdf\", \"database\", \"analysis\", \"department\", \"abended\", \"tax\", \"restore\", \"drawing\", \"control\", \"pl\", \"daily\", \"personal\", \"write\", \"billing\", \"download\", \"attachment\", \"file\", \"function\", \"data\", \"reporting\", \"service\", \"day\", \"attach\", \"warehouse\", \"soldo\", \"solid\", \"autobahn\", \"loaner\", \"analyze\", \"signal\", \"adaptor\", \"battery\", \"leach\", \"ned\", \"kristi\", \"hire\", \"guemul\", \"proper\", \"hear\", \"lunch\", \"secure\", \"env\", \"rps\", \"frequently\", \"discrepancy\", \"bee\", \"pennsylvania\", \"answer\", \"knock\", \"asst\", \"sim\", \"hotline\", \"mini\", \"conference\", \"connect\", \"computer\", \"skype\", \"laptop\", \"office\", \"explorer\", \"browser\", \"internet\", \"meeting\", \"display\", \"monitor\", \"wifi\", \"week\", \"fine\", \"audio\", \"certificate\", \"assist\", \"website\", \"turn\", \"happen\", \"wireless\", \"floor\", \"guest\", \"disconnect\", \"join\", \"sound\", \"room\", \"desk\", \"face\", \"dell\", \"microcoat\", \"work\", \"interaction\", \"vpn\", \"give\", \"click\", \"kindly\", \"call\", \"issue\", \"home\", \"connection\", \"phone\"], \"Freq\": [1771.0, 1690.0, 1512.0, 1583.0, 1547.0, 1392.0, 1259.0, 941.0, 1106.0, 987.0, 843.0, 953.0, 694.0, 820.0, 815.0, 680.0, 1308.0, 874.0, 622.0, 619.0, 702.0, 619.0, 681.0, 593.0, 856.0, 713.0, 625.0, 519.0, 503.0, 591.0, 1.2837852266698413, 20.54056362671746, 1.2837852266698413, 26.959489617246337, 34.662201262906045, 1.2837852266698413, 2.5675704533396826, 6.418925990528877, 6.418925990528877, 39.79734388342935, 6.418925990528877, 5.135140906679365, 29.527060927507993, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 10.27028181335873, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 1.2837852266698413, 106.55417509897978, 603.3790613907165, 466.014039709098, 423.649133655908, 408.24369665383705, 318.3787510674348, 278.5813934732539, 250.33812277112725, 241.3516209000862, 240.06783753008065, 220.81106869899503, 205.40563169692408, 205.40563169692408, 201.55428158690736, 190.0002129758552, 186.14886286583848, 160.47315890372298, 157.90559216371184, 148.91909029267077, 141.21638093213633, 206.68943334793173, 118.10824371003197, 118.10824371003197, 109.12175097949195, 105.27039172897422, 103.98660835896864, 91.14875637791089, 88.58118049739872, 83.44603787687541, 82.16225450686984, 107.83795846898535, 286.2841119742894, 604.6628630417242, 132.2298790610953, 267.02732486220174, 219.52728532898948, 192.56777971586632, 346.62202176956146, 269.59490988321494, 192.56777971586632, 163.0407256437341, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 815.3694612595335, 3.645466957010489, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 72.90933914020978, 1.2151556523368297, 7.290933914020978, 3.645466957010489, 14.581867828041956, 2.4303113046736593, 3.645466957010489, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 6.075778261684148, 1.2151556523368297, 1.2151556523368297, 264.90392479282053, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 381.55886741715614, 1.2151556523368297, 1.2151556523368297, 987.9215416415383, 843.318030138368, 820.2300690356642, 625.8051646617714, 591.7807915631236, 561.4018891297902, 557.7564184644756, 404.6468285198601, 392.49527941310015, 349.9648278730069, 348.7496610957576, 346.3193572076923, 273.41003290069915, 253.9675424633099, 215.08254675531467, 198.0703750392074, 195.6400563179254, 193.2097524298601, 179.8430365458508, 172.55211004843815, 68.04871653086246, 63.18809392151514, 35.23951391776806, 31.59404696075757, 29.16373565608391, 25.51826869907342, 659.8295377604194, 447.1772800599533, 401.0013578545454, 232.09473330463862, 185.91881109923077, 857.8999127996267, 233.3098852486713, 591.7807915631236, 365.76184764508156, 359.6860730917016, 277.05550356601384, 233.3098852486713, 80.6686810444148, 85.08888463091797, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 48.62221742960331, 2.210100933019884, 3.3151513135066555, 14.365656150652418, 11.050504148960398, 44.20201659584159, 1.105050466509942, 78.45858200390467, 1.105050466509942, 18.78585698441414, 60.77777316337487, 1.105050466509942, 2.210100933019884, 1.105050466509942, 1.105050466509942, 27.62626002830831, 18.78585698441414, 1.105050466509942, 24.311108714801655, 4.420201866039768, 1.105050466509942, 3.3151513135066555, 506.1130986935218, 415.4989719668114, 403.34339421110815, 289.52321654807554, 283.9979579358344, 280.68279836410335, 253.0565493467609, 163.54746112933972, 146.9717073145479, 344.7757366046922, 117.13534824572947, 108.2949410727231, 104.97979251195791, 98.34948437946169, 98.34948437946169, 87.29898367142812, 79.56363152415973, 75.14342793765655, 75.14342793765655, 74.03837841740149, 74.03837841740149, 71.82827937689136, 69.61817483089831, 146.9717073145479, 65.19797674987805, 65.19797674987805, 104.97979251195791, 164.6525106495948, 121.55554632674973, 244.21615318472035, 213.2747225737152, 130.3959534997561, 117.13534824572947, 104.97979251195791, 263.0020060400223, 150.2868558753131, 95.03433581869649, 117.13534824572947, 168.03108670586738, 2.3834196446963234, 1.1917098223481617, 4.766839289392647, 13.10880829651215, 1.1917098223481617, 2.3834196446963234, 1.1917098223481617, 1.1917098223481617, 3.575129383483694, 3.575129383483694, 2.3834196446963234, 25.025906018629023, 3.575129383483694, 1.1917098223481617, 1.1917098223481617, 13.10880829651215, 7.150258766967388, 1.1917098223481617, 1.1917098223481617, 2.3834196446963234, 7.150258766967388, 1.1917098223481617, 11.917097722116871, 9.533678578785294, 1.1917098223481617, 3.575129383483694, 1.1917098223481617, 5.958548861058436, 3.575129383483694, 619.6890922458585, 593.4715077401779, 374.1968690092588, 334.87047085917544, 216.89119084267546, 206.16580369495387, 150.15544145966473, 137.04662781526199, 133.47149876602145, 131.08808296512152, 96.52849502527556, 91.76165272769444, 89.3782369267945, 83.41968672876341, 79.84455767952288, 76.26942863028235, 73.88600748149179, 66.73574938301073, 64.35232823422017, 61.96891243332022, 58.39378338407969, 54.81865433483916, 52.4352331860486, 45.28497508756754, 44.09326451317226, 40.51813546393173, 39.32642488953645, 38.134714315141174, 38.134714315141174, 177.5647606052484, 113.21243771891885, 429.0155286919886, 1236.9948221697232, 159.68911535904576, 84.61139997710399, 133.47149876602145, 117.97926932071874, 123.93782486664044, 324.1450837114538, 152.5388572605647, 243.10879673991855, 177.5647606052484, 187.0984345046294, 117.97926932071874, 92.95336597603503, 1.1277273460737947, 3.383182038221384, 3.383182038221384, 9.021818768590357, 1.1277273460737947, 3.383182038221384, 3.383182038221384, 1.1277273460737947, 1.1277273460737947, 1.1277273460737947, 9.021818768590357, 3.383182038221384, 2.2554546921475893, 3.383182038221384, 2.2554546921475893, 1.1277273460737947, 1.1277273460737947, 1.1277273460737947, 3.383182038221384, 12.405000152685519, 1.1277273460737947, 1.1277273460737947, 9.021818768590357, 2.2554546921475893, 5.638636730368973, 4.510909384295179, 3.383182038221384, 6.766364076442768, 1.1277273460737947, 13.532728152885536, 941.6523136937057, 1758.1268468385108, 155.62637244993124, 119.5390973755698, 96.98455307059879, 175.92545813799728, 91.34591176134626, 248.10000828672017, 85.70727568510351, 84.57955160966083, 81.19636891731322, 76.68545691651315, 67.6636381479228, 67.6636381479228, 63.15273138013251, 62.02500207168004, 59.7695486877849, 49.620000610742075, 43.98136453449932, 39.47045776670904, 39.47045776670904, 39.47045776670904, 39.47045776670904, 38.34272845825657, 37.215001766309, 36.08727507436143, 33.8318190739614, 31.576365690066254, 30.448638998118682, 29.320909689666216, 128.56092137716993, 625.8886934241117, 447.70776620318986, 843.5400784117425, 66.53591407248011, 542.4368397248446, 42.853637842551755, 183.81955806415476, 85.70727568510351, 140.96591760509813, 201.86318513531592, 66.53591407248011, 249.22774282818241, 76.68545691651315, 152.24318975758362, 78.94091553341808, 82.32409822576568, 1.1482912771056581, 2.2965825542113163, 4.593165108422633, 6.889747339532535, 1.1482912771056581, 3.4448736697662676, 6.889747339532535, 1.1482912771056581, 13.77949467906507, 8.0380387781889, 2.2965825542113163, 1.1482912771056581, 1.1482912771056581, 8.0380387781889, 1.1482912771056581, 4.593165108422633, 1.1482912771056581, 18.37266043369053, 1.1482912771056581, 1.1482912771056581, 1.1482912771056581, 13.77949467906507, 3.4448736697662676, 6.889747339532535, 37.893612952240254, 1.1482912771056581, 3.4448736697662676, 76.93551281971708, 3.4448736697662676, 3.4448736697662676, 1687.9881550513198, 622.3738860846274, 473.09598742764916, 373.1946846069744, 355.9702878252187, 233.1031226288696, 157.31590706363434, 109.08767051728398, 182.57831225204612, 94.15988892298235, 81.52868115915385, 71.19405756504374, 64.3043102255112, 60.85943914055624, 57.41456288597866, 56.266270801119475, 53.96969180102371, 52.821399716164514, 50.52481554644613, 50.52481554644613, 49.376523461586935, 48.22823137672774, 44.78336029177279, 43.635068206913594, 37.893612952240254, 37.893612952240254, 36.74532086738106, 36.74532086738106, 88.41842332906376, 36.74532086738106, 624.6704392366102, 251.4757959866167, 62.007731225415434, 640.7465180853936, 55.11797871626028, 184.87488608251925, 136.64665987541412, 94.15988892298235, 120.57058102663068, 62.007731225415434, 66.60089439522959, 126.31203628130402, 67.74918648008878, 64.70910835332548, 5.676237913774488, 9.08198066203918, 1.1352475827548976, 6.811485496529386, 2.270495165509795, 3.405742748264693, 1.1352475827548976, 43.13940556888365, 20.43445520168693, 3.405742748264693, 6.811485496529386, 1.1352475827548976, 22.70495165509795, 2.270495165509795, 2.270495165509795, 4.54099033101959, 3.405742748264693, 3.405742748264693, 20.43445520168693, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 3.405742748264693, 2.270495165509795, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 5.676237913774488, 619.8451415471372, 329.2217809683031, 162.34040304604912, 146.4469291600732, 145.3116905926269, 137.364948498034, 116.93049973585323, 105.57802133250179, 104.44277246184566, 98.76653841177486, 93.09029405849424, 69.25009868434508, 68.11485496529386, 61.30336689296202, 61.30336689296202, 61.30336689296202, 59.03287430325467, 51.08613736026671, 49.950893641215494, 48.815644770559366, 48.815644770559366, 47.680395899903246, 45.4099033101959, 45.4099033101959, 44.27465443953978, 44.27465443953978, 44.27465443953978, 42.00415927402998, 73.79108901536466, 410.9595966234459, 397.3366513884117, 1249.9075229301798, 1018.3170830190444, 77.19683047572813, 74.92633788602079, 72.65584529631344, 233.86099947170646, 156.6641586927685, 129.41821670665095, 121.47148491526791, 236.1314972130187, 336.03327419223984, 126.0124803978924, 119.20098717395565, 88.54930887907956, 105.57802133250179, 89.68455774973569, 79.46732821704038, 1.0817721232660875, 1.0817721232660875, 10.817721076611859, 2.163544246532175, 1.0817721232660875, 1.0817721232660875, 5.408860538305929, 3.2453161357247375, 1.0817721232660875, 4.32708849306435, 1.0817721232660875, 3.2453161357247375, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 5.408860538305929, 1.0817721232660875, 1.0817721232660875, 10.817721076611859, 680.4346748192855, 1.0817721232660875, 2.163544246532175, 1.0817721232660875, 3.2453161357247375, 7.572404628789087, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 694.497682382309, 455.4260344797832, 445.6900938750598, 306.1415053445627, 301.81441841198847, 301.81441841198847, 231.49922080267828, 154.69341276878092, 303.9779518911385, 134.13973485834794, 127.64910445948668, 121.1584740606254, 200.127845535084, 90.86885554546905, 75.72404628789087, 74.64227455474733, 72.47873108846024, 65.98809569603043, 64.90632396288689, 63.82455222974334, 60.5792370303127, 58.41569356402561, 56.25215009773852, 50.84328643845225, 49.761514705308706, 47.59797123902162, 45.43442777273452, 43.270884306447435, 42.18911257330389, 143.8756854502084, 104.93189306990368, 125.48556099319958, 57.33392183088206, 174.16530396536476, 164.42936336064136, 617.6918843355487, 367.80252908872455, 150.36632583620676, 72.47873108846024, 220.6815134583799, 67.06986742917397, 2.3076124023537865, 3.461418525574293, 4.615224804707573, 1.1538062011768933, 2.3076124023537865, 1.1538062011768933, 4.615224804707573, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 8.076643330281867, 1.1538062011768933, 1.1538062011768933, 8.076643330281867, 16.153286660563733, 2.3076124023537865, 1.1538062011768933, 1.1538062011768933, 4.615224804707573, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 2.3076124023537865, 9.230449609415146, 8.076643330281867, 1.1538062011768933, 16.153286660563733, 4.615224804707573, 1.1538062011768933, 1512.639953987343, 519.2127819543995, 486.90621861168944, 244.60691371402473, 220.37698122857475, 198.45465755948482, 188.07039792902987, 183.4551802963098, 176.53235384722976, 131.53390210086988, 114.22681602133486, 102.68875198269988, 95.76591555520238, 87.68926474110744, 86.53546033292743, 81.92023771099866, 76.15120569168118, 70.38217866157241, 69.22836926418368, 69.22836926418368, 68.07456485600368, 66.92076044782367, 62.30553283668619, 62.30553283668619, 59.99791903111745, 59.99791903111745, 56.536500817368704, 54.22889200100868, 53.075082603619954, 51.921278195439946, 106.15016520723991, 136.14912971200735, 358.8337097785247, 68.07456485600368, 194.9932443349448, 93.45829676042493, 91.1506879440649, 79.61262390542993, 92.30449235224492, 70.38217866157241, 1.1203904648709655, 8.963123718967724, 2.240780929741931, 8.963123718967724, 4.481561859483862, 11.203904034903186, 6.722342789225793, 42.57483459606434, 1.1203904648709655, 1.1203904648709655, 1.1203904648709655, 3.3611713946128967, 1.1203904648709655, 8.963123718967724, 35.852494875870896, 7.842732947193523, 10.083513876935456, 1.1203904648709655, 1.1203904648709655, 17.926247437935448, 1.1203904648709655, 1.1203904648709655, 2.240780929741931, 13.444685578451587, 7.842732947193523, 4.481561859483862, 6.722342789225793, 4.481561859483862, 1.1203904648709655, 31.370931788774094, 503.05531657874093, 370.84922024074046, 402.2201716713216, 293.5422889062571, 237.5227748698059, 233.0412216036126, 224.078095429419, 296.9034734977091, 121.00216406799957, 113.15943603125781, 112.0390477147095, 92.99240704977397, 86.27006732958053, 79.54772269893532, 78.42732947193524, 75.06615961183851, 73.9457712952902, 68.34381498119332, 66.10303834809667, 63.862256804548274, 60.501082033999786, 58.26030540090315, 53.77874231380635, 51.537960770257946, 50.41757245370963, 50.41757245370963, 48.17679091016122, 47.056397683161144, 45.93600936661282, 91.87201873322564, 261.0509688009347, 982.582419584546, 61.62147526099987, 410.06290952896694, 113.15943603125781, 91.87201873322564, 112.0390477147095, 266.65293002548333, 371.9696281990959, 67.22342666464499, 119.88177575145126, 109.79826126070934], \"Total\": [1771.0, 1690.0, 1512.0, 1583.0, 1547.0, 1392.0, 1259.0, 941.0, 1106.0, 987.0, 843.0, 953.0, 694.0, 820.0, 815.0, 680.0, 1308.0, 874.0, 622.0, 619.0, 702.0, 619.0, 681.0, 593.0, 856.0, 713.0, 625.0, 519.0, 503.0, 591.0, 1.2837852266698413, 20.54056362671746, 1.2837852266698413, 26.959489617246337, 34.662201262906045, 1.2837852266698413, 2.5675704533396826, 6.418925990528877, 6.418925990528877, 39.79734388342935, 6.418925990528877, 5.135140906679365, 29.527060927507993, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 10.27028181335873, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 1.2837852266698413, 1.2837852266698413, 2.5675704533396826, 1.2837852266698413, 1.2837852266698413, 106.55417509897978, 603.3790613907165, 466.014039709098, 423.649133655908, 408.24369665383705, 318.3787510674348, 278.5813934732539, 250.33812277112725, 241.3516209000862, 240.06783753008065, 220.81106869899503, 205.40563169692408, 205.40563169692408, 201.55428158690736, 190.0002129758552, 186.14886286583848, 160.47315890372298, 157.90559216371184, 148.91909029267077, 141.21638093213633, 207.8098238128027, 118.10824371003197, 118.10824371003197, 109.12175097949195, 105.27039172897422, 103.98660835896864, 91.14875637791089, 88.58118049739872, 83.44603787687541, 82.16225450686984, 108.91973059225144, 311.3100179929184, 756.9060527993079, 142.37942517575945, 386.909100613653, 361.16247929057005, 387.5610240508111, 1583.6168439392845, 1048.474135950968, 459.22070974134965, 530.8432547324587, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 815.3694612595335, 3.645466957010489, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 72.90933914020978, 1.2151556523368297, 7.290933914020978, 3.645466957010489, 14.581867828041956, 2.4303113046736593, 3.645466957010489, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 6.075778261684148, 1.2151556523368297, 1.2151556523368297, 264.90392479282053, 1.2151556523368297, 1.2151556523368297, 1.2151556523368297, 381.55886741715614, 1.2151556523368297, 1.2151556523368297, 987.9215416415383, 843.318030138368, 820.2300690356642, 625.8051646617714, 591.7807915631236, 561.4018891297902, 557.7564184644756, 404.6468285198601, 392.49527941310015, 349.9648278730069, 348.7496610957576, 346.3193572076923, 273.41003290069915, 253.9675424633099, 215.08254675531467, 198.0703750392074, 195.6400563179254, 193.2097524298601, 179.8430365458508, 172.55211004843815, 68.04871653086246, 63.18809392151514, 35.23951391776806, 31.59404696075757, 29.16373565608391, 25.51826869907342, 713.748516994912, 526.771967826812, 469.5005652955065, 270.6082892478119, 213.32813826665034, 1308.3570327923846, 292.3640071036873, 1048.474135950968, 570.5602153937185, 673.3209525261165, 1259.6379231505598, 874.056403334065, 80.6686810444148, 85.08888463091797, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 1.105050466509942, 48.62221742960331, 2.210100933019884, 3.3151513135066555, 14.365656150652418, 11.050504148960398, 44.20201659584159, 1.105050466509942, 78.45858200390467, 1.105050466509942, 18.78585698441414, 60.77777316337487, 1.105050466509942, 2.210100933019884, 1.105050466509942, 1.105050466509942, 27.62626002830831, 18.78585698441414, 1.105050466509942, 24.311108714801655, 4.420201866039768, 1.105050466509942, 3.3151513135066555, 506.1130986935218, 415.4989719668114, 403.34339421110815, 289.52321654807554, 283.9979579358344, 280.68279836410335, 253.0565493467609, 163.54746112933972, 146.9717073145479, 348.1589186429136, 117.13534824572947, 108.2949410727231, 104.97979251195791, 98.34948437946169, 98.34948437946169, 87.29898367142812, 79.56363152415973, 75.14342793765655, 75.14342793765655, 74.03837841740149, 74.03837841740149, 71.82827937689136, 69.61817483089831, 148.11999859165357, 65.19797674987805, 65.19797674987805, 106.12808378906357, 168.1139291751691, 125.4069021495796, 314.74637295550286, 283.6569012352876, 175.68092858732365, 159.45749741017332, 145.36300916336722, 1106.5420844517648, 388.47494384008394, 142.09073350185764, 300.9549063098842, 168.03108670586738, 2.3834196446963234, 1.1917098223481617, 4.766839289392647, 13.10880829651215, 1.1917098223481617, 2.3834196446963234, 1.1917098223481617, 1.1917098223481617, 3.575129383483694, 3.575129383483694, 2.3834196446963234, 25.025906018629023, 3.575129383483694, 1.1917098223481617, 1.1917098223481617, 13.10880829651215, 7.150258766967388, 1.1917098223481617, 1.1917098223481617, 2.3834196446963234, 7.150258766967388, 1.1917098223481617, 11.917097722116871, 9.533678578785294, 1.1917098223481617, 3.575129383483694, 1.1917098223481617, 5.958548861058436, 3.575129383483694, 619.6890922458585, 593.4715077401779, 374.1968690092588, 334.87047085917544, 216.89119084267546, 206.16580369495387, 150.15544145966473, 137.04662781526199, 133.47149876602145, 131.08808296512152, 96.52849502527556, 91.76165272769444, 89.3782369267945, 83.41968672876341, 79.84455767952288, 76.26942863028235, 73.88600748149179, 66.73574938301073, 64.35232823422017, 61.96891243332022, 58.39378338407969, 54.81865433483916, 52.4352331860486, 45.28497508756754, 44.09326451317226, 40.51813546393173, 39.32642488953645, 38.134714315141174, 38.134714315141174, 180.87991191875506, 119.63136370944773, 488.5581556564932, 1583.6168439392845, 221.7141174307258, 105.15196360382144, 196.05018492078494, 168.0468938749442, 203.53251263349915, 1308.3570327923846, 330.79396628953634, 856.1538269308313, 533.0882848983047, 1048.474135950968, 302.0448001039475, 673.3209525261165, 1.1277273460737947, 3.383182038221384, 3.383182038221384, 9.021818768590357, 1.1277273460737947, 3.383182038221384, 3.383182038221384, 1.1277273460737947, 1.1277273460737947, 1.1277273460737947, 9.021818768590357, 3.383182038221384, 2.2554546921475893, 3.383182038221384, 2.2554546921475893, 1.1277273460737947, 1.1277273460737947, 1.1277273460737947, 3.383182038221384, 12.405000152685519, 1.1277273460737947, 1.1277273460737947, 9.021818768590357, 2.2554546921475893, 5.638636730368973, 4.510909384295179, 3.383182038221384, 6.766364076442768, 1.1277273460737947, 13.532728152885536, 941.6523136937057, 1771.4478461529811, 155.62637244993124, 119.5390973755698, 96.98455307059879, 177.04584860286826, 91.34591176134626, 250.66757874005984, 85.70727568510351, 84.57955160966083, 81.19636891731322, 76.68545691651315, 67.6636381479228, 67.6636381479228, 63.15273138013251, 62.02500207168004, 59.7695486877849, 49.620000610742075, 43.98136453449932, 39.47045776670904, 39.47045776670904, 39.47045776670904, 39.47045776670904, 38.34272845825657, 37.215001766309, 36.08727507436143, 33.8318190739614, 31.576365690066254, 30.448638998118682, 29.320909689666216, 130.72446562370212, 702.9158053104583, 554.2619413021696, 1106.5420844517648, 72.49446293353854, 856.1538269308313, 44.1374230692216, 300.9549063098842, 111.38297964721902, 225.14694773373344, 376.39565631587425, 89.64404900945922, 1547.919106942582, 140.5100091462565, 756.9060527993079, 166.572696671413, 216.8946438392887, 1.1482912771056581, 2.2965825542113163, 4.593165108422633, 6.889747339532535, 1.1482912771056581, 3.4448736697662676, 6.889747339532535, 1.1482912771056581, 13.77949467906507, 8.0380387781889, 2.2965825542113163, 1.1482912771056581, 1.1482912771056581, 8.0380387781889, 1.1482912771056581, 4.593165108422633, 1.1482912771056581, 18.37266043369053, 1.1482912771056581, 1.1482912771056581, 1.1482912771056581, 13.77949467906507, 3.4448736697662676, 6.889747339532535, 37.893612952240254, 1.1482912771056581, 3.4448736697662676, 76.93551281971708, 3.4448736697662676, 3.4448736697662676, 1690.371574696016, 622.3738860846274, 473.09598742764916, 373.1946846069744, 355.9702878252187, 233.1031226288696, 157.31590706363434, 109.08767051728398, 183.6987027169171, 94.15988892298235, 81.52868115915385, 71.19405756504374, 64.3043102255112, 60.85943914055624, 57.41456288597866, 56.266270801119475, 53.96969180102371, 52.821399716164514, 50.52481554644613, 50.52481554644613, 49.376523461586935, 48.22823137672774, 44.78336029177279, 43.635068206913594, 37.893612952240254, 37.893612952240254, 36.74532086738106, 36.74532086738106, 89.55367091181866, 36.74532086738106, 681.0568052320474, 271.8376244247133, 63.291516452085276, 874.056403334065, 57.425591118614065, 257.5691856635611, 179.33748783778782, 138.42993624353866, 235.72131727170807, 81.53822939990995, 106.49616139366378, 1308.3570327923846, 361.16247929057005, 64.70910835332548, 5.676237913774488, 9.08198066203918, 1.1352475827548976, 6.811485496529386, 2.270495165509795, 3.405742748264693, 1.1352475827548976, 43.13940556888365, 20.43445520168693, 3.405742748264693, 6.811485496529386, 1.1352475827548976, 22.70495165509795, 2.270495165509795, 2.270495165509795, 4.54099033101959, 3.405742748264693, 3.405742748264693, 20.43445520168693, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 3.405742748264693, 2.270495165509795, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 1.1352475827548976, 5.676237913774488, 619.8451415471372, 329.2217809683031, 162.34040304604912, 146.4469291600732, 145.3116905926269, 137.364948498034, 116.93049973585323, 105.57802133250179, 104.44277246184566, 98.76653841177486, 93.09029405849424, 69.25009868434508, 68.11485496529386, 61.30336689296202, 61.30336689296202, 61.30336689296202, 59.03287430325467, 51.08613736026671, 49.950893641215494, 48.815644770559366, 48.815644770559366, 47.680395899903246, 45.4099033101959, 45.4099033101959, 44.27465443953978, 44.27465443953978, 44.27465443953978, 42.00415927402998, 74.91147948023563, 446.90558354148277, 437.31213182937097, 1547.919106942582, 1392.4502554646724, 81.678392335212, 79.43724727031596, 80.39119813176718, 388.47494384008394, 239.17890635350372, 203.87776185298634, 185.6607493908072, 533.0882848983047, 953.7251585277886, 250.53965009845325, 330.79396628953634, 164.8187375093619, 302.0448001039475, 180.32424515203633, 129.19459516689875, 1.0817721232660875, 1.0817721232660875, 10.817721076611859, 2.163544246532175, 1.0817721232660875, 1.0817721232660875, 5.408860538305929, 3.2453161357247375, 1.0817721232660875, 4.32708849306435, 1.0817721232660875, 3.2453161357247375, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 5.408860538305929, 1.0817721232660875, 1.0817721232660875, 10.817721076611859, 680.4346748192855, 1.0817721232660875, 2.163544246532175, 1.0817721232660875, 3.2453161357247375, 7.572404628789087, 1.0817721232660875, 1.0817721232660875, 1.0817721232660875, 694.497682382309, 455.4260344797832, 445.6900938750598, 306.1415053445627, 301.81441841198847, 301.81441841198847, 231.49922080267828, 154.69341276878092, 306.2484470566483, 134.13973485834794, 127.64910445948668, 121.1584740606254, 201.23289600159393, 90.86885554546905, 75.72404628789087, 74.64227455474733, 72.47873108846024, 65.98809569603043, 64.90632396288689, 63.82455222974334, 60.5792370303127, 58.41569356402561, 56.25215009773852, 50.84328643845225, 49.761514705308706, 47.59797123902162, 45.43442777273452, 43.270884306447435, 42.18911257330389, 146.131140142356, 106.05962041597748, 133.48035879924205, 58.438972297392006, 202.40857923774192, 194.28493688848988, 953.7251585277886, 530.8432547324587, 201.71773376043777, 82.74901290181897, 673.3209525261165, 74.77257907483367, 2.3076124023537865, 3.461418525574293, 4.615224804707573, 1.1538062011768933, 2.3076124023537865, 1.1538062011768933, 4.615224804707573, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 8.076643330281867, 1.1538062011768933, 1.1538062011768933, 8.076643330281867, 16.153286660563733, 2.3076124023537865, 1.1538062011768933, 1.1538062011768933, 4.615224804707573, 1.1538062011768933, 1.1538062011768933, 1.1538062011768933, 2.3076124023537865, 9.230449609415146, 8.076643330281867, 1.1538062011768933, 16.153286660563733, 4.615224804707573, 1.1538062011768933, 1512.639953987343, 519.2127819543995, 486.90621861168944, 244.60691371402473, 220.37698122857475, 198.45465755948482, 188.07039792902987, 183.4551802963098, 176.53235384722976, 131.53390210086988, 114.22681602133486, 102.68875198269988, 95.76591555520238, 87.68926474110744, 86.53546033292743, 81.92023771099866, 76.15120569168118, 70.38217866157241, 69.22836926418368, 69.22836926418368, 68.07456485600368, 66.92076044782367, 62.30553283668619, 62.30553283668619, 59.99791903111745, 59.99791903111745, 56.536500817368704, 54.22889200100868, 53.075082603619954, 51.921278195439946, 108.53358485193623, 145.37964801796147, 423.04918555566417, 71.47619787672494, 387.5610240508111, 157.64756123596422, 231.91944493271785, 156.33597746193814, 376.39565631587425, 283.6569012352876, 1.1203904648709655, 8.963123718967724, 2.240780929741931, 8.963123718967724, 4.481561859483862, 11.203904034903186, 6.722342789225793, 42.57483459606434, 1.1203904648709655, 1.1203904648709655, 1.1203904648709655, 3.3611713946128967, 1.1203904648709655, 8.963123718967724, 35.852494875870896, 7.842732947193523, 10.083513876935456, 1.1203904648709655, 1.1203904648709655, 17.926247437935448, 1.1203904648709655, 1.1203904648709655, 2.240780929741931, 13.444685578451587, 7.842732947193523, 4.481561859483862, 6.722342789225793, 4.481561859483862, 1.1203904648709655, 31.370931788774094, 503.05531657874093, 370.84922024074046, 403.35541925407654, 293.5422889062571, 237.5227748698059, 233.0412216036126, 224.078095429419, 298.0085239642191, 121.00216406799957, 113.15943603125781, 112.0390477147095, 92.99240704977397, 86.27006732958053, 79.54772269893532, 78.42732947193524, 75.06615961183851, 73.9457712952902, 68.34381498119332, 66.10303834809667, 63.862256804548274, 60.501082033999786, 58.26030540090315, 53.77874231380635, 51.537960770257946, 50.41757245370963, 50.41757245370963, 48.17679091016122, 47.056397683161144, 45.93600936661282, 92.95379085649174, 293.14560103870434, 1259.6379231505598, 62.905260487669715, 498.76927585785967, 123.10488997177778, 99.81875181250993, 127.82723055974262, 459.22070974134965, 1392.4502554646724, 74.74198721602068, 386.909100613653, 570.5602153937185], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -9.635000228881836, -6.862400054931641, -9.635000228881836, -6.590400218963623, -6.339099884033203, -9.635000228881836, -8.941800117492676, -8.025500297546387, -8.025500297546387, -6.201000213623047, -8.025500297546387, -8.248700141906738, -6.499499797821045, -9.635000228881836, -8.941800117492676, -9.635000228881836, -7.555500030517578, -9.635000228881836, -9.635000228881836, -9.635000228881836, -9.635000228881836, -9.635000228881836, -8.941800117492676, -9.635000228881836, -9.635000228881836, -9.635000228881836, -8.941800117492676, -9.635000228881836, -9.635000228881836, -5.216100215911865, -3.4821999073028564, -3.740600109100342, -3.835900068283081, -3.8729000091552734, -4.121500015258789, -4.255099773406982, -4.361999988555908, -4.398499965667725, -4.403800010681152, -4.487500190734863, -4.559800148010254, -4.559800148010254, -4.578700065612793, -4.637700080871582, -4.658199787139893, -4.806600093841553, -4.822800159454346, -4.881400108337402, -4.934500217437744, -4.553500175476074, -5.1132001876831055, -5.1132001876831055, -5.192299842834473, -5.2281999588012695, -5.240499973297119, -5.372300148010254, -5.4008002281188965, -5.460599899291992, -5.476099967956543, -5.204100131988525, -4.227799892425537, -3.48009991645813, -5.000199794769287, -4.297399997711182, -4.493299961090088, -4.624300003051758, -4.036499977111816, -4.287799835205078, -4.624300003051758, -4.790800094604492, -9.480899810791016, -9.480899810791016, -9.480899810791016, -2.972100019454956, -8.38230037689209, -9.480899810791016, -9.480899810791016, -9.480899810791016, -9.480899810791016, -9.480899810791016, -5.386600017547607, -9.480899810791016, -7.6890997886657715, -8.38230037689209, -6.995999813079834, -8.787799835205078, -8.38230037689209, -9.480899810791016, -9.480899810791016, -9.480899810791016, -7.871500015258789, -9.480899810791016, -9.480899810791016, -4.096399784088135, -9.480899810791016, -9.480899810791016, -9.480899810791016, -3.7314999103546143, -9.480899810791016, -9.480899810791016, -2.7802000045776367, -2.9384000301361084, -2.966200113296509, -3.2367000579833984, -3.29259991645813, -3.3452999591827393, -3.351900100708008, -3.672800064086914, -3.703200101852417, -3.8178999423980713, -3.8213999271392822, -3.828399896621704, -4.064799785614014, -4.138599872589111, -4.304800033569336, -4.387199878692627, -4.399499893188477, -4.4120001792907715, -4.483699798583984, -4.525100231170654, -5.455599784851074, -5.529699802398682, -6.11359977722168, -6.222799777984619, -6.302800178527832, -6.436399936676025, -3.183799982070923, -3.5727999210357666, -3.68179988861084, -4.228600025177002, -4.450500011444092, -2.921299934387207, -4.223400115966797, -3.29259991645813, -3.7737998962402344, -3.7904999256134033, -4.051599979400635, -4.223400115966797, -4.987400054931641, -4.934100151062012, -9.277899742126465, -9.277899742126465, -9.277899742126465, -9.277899742126465, -9.277899742126465, -9.277899742126465, -5.49370002746582, -8.584799766540527, -8.179300308227539, -6.7129998207092285, -6.975299835205078, -5.589000225067139, -9.277899742126465, -5.015200138092041, -9.277899742126465, -6.444699764251709, -5.270599842071533, -9.277899742126465, -8.584799766540527, -9.277899742126465, -9.277899742126465, -6.059000015258789, -6.444699764251709, -9.277899742126465, -6.1869001388549805, -7.891600131988525, -9.277899742126465, -8.179300308227539, -3.1510000228881836, -3.348299980163574, -3.378000020980835, -3.7095999717712402, -3.728800058364868, -3.740600109100342, -3.8441998958587646, -4.280700206756592, -4.387599945068359, -3.534899950027466, -4.614500045776367, -4.69290018081665, -4.723999977111816, -4.789299964904785, -4.789299964904785, -4.9085001945495605, -5.001200199127197, -5.0584001541137695, -5.0584001541137695, -5.073200225830078, -5.073200225830078, -5.103499889373779, -5.134799957275391, -4.387599945068359, -5.200399875640869, -5.200399875640869, -4.723999977111816, -4.27400016784668, -4.577400207519531, -3.879699945449829, -4.015200138092041, -4.507199764251709, -4.614500045776367, -4.723999977111816, -3.8055999279022217, -4.365300178527832, -4.823599815368652, -4.614500045776367, -4.224599838256836, -8.480199813842773, -9.173399925231934, -7.787099838256836, -6.7754998207092285, -9.173399925231934, -8.480199813842773, -9.173399925231934, -9.173399925231934, -8.074799537658691, -8.074799537658691, -8.480199813842773, -6.128799915313721, -8.074799537658691, -9.173399925231934, -9.173399925231934, -6.7754998207092285, -7.3815999031066895, -9.173399925231934, -9.173399925231934, -8.480199813842773, -7.3815999031066895, -9.173399925231934, -6.870800018310547, -7.093900203704834, -9.173399925231934, -8.074799537658691, -9.173399925231934, -7.563899993896484, -8.074799537658691, -2.9195001125335693, -2.9628000259399414, -3.4240000247955322, -3.5350000858306885, -3.969399929046631, -4.020100116729736, -4.337100028991699, -4.428400039672852, -4.454899787902832, -4.472899913787842, -4.778900146484375, -4.829599857330322, -4.855899810791016, -4.924900054931641, -4.968699932098389, -5.014500141143799, -5.046199798583984, -5.1479997634887695, -5.1844000816345215, -5.222099781036377, -5.281499862670898, -5.344699859619141, -5.389200210571289, -5.535799980163574, -5.562399864196777, -5.646999835968018, -5.6768999099731445, -5.707600116729736, -5.707600116729736, -4.169400215148926, -4.619500160217285, -3.2873001098632812, -2.228300094604492, -4.2754998207092285, -4.910699844360352, -4.454899787902832, -4.578199863433838, -4.5289998054504395, -3.5676000118255615, -4.321300029754639, -3.8552000522613525, -4.169400215148926, -4.117099761962891, -4.578199863433838, -4.816699981689453, -9.20680046081543, -8.108200073242188, -8.108200073242188, -7.127399921417236, -9.20680046081543, -8.108200073242188, -8.108200073242188, -9.20680046081543, -9.20680046081543, -9.20680046081543, -7.127399921417236, -8.108200073242188, -8.513699531555176, -8.108200073242188, -8.513699531555176, -9.20680046081543, -9.20680046081543, -9.20680046081543, -8.108200073242188, -6.808899879455566, -9.20680046081543, -9.20680046081543, -7.127399921417236, -8.513699531555176, -7.597400188446045, -7.820499897003174, -8.108200073242188, -7.41510009765625, -9.20680046081543, -6.72189998626709, -2.4793999195098877, -1.8550000190734863, -4.279600143432617, -4.543399810791016, -4.752500057220459, -4.1570000648498535, -4.812399864196777, -3.813199996948242, -4.876100063323975, -4.8892998695373535, -4.930200099945068, -4.987299919128418, -5.112500190734863, -5.112500190734863, -5.18149995803833, -5.19950008392334, -5.236499786376953, -5.422599792480469, -5.543300151824951, -5.651500225067139, -5.651500225067139, -5.651500225067139, -5.651500225067139, -5.680500030517578, -5.710299968719482, -5.741099834442139, -5.805600166320801, -5.874599933624268, -5.910999774932861, -5.948699951171875, -4.470600128173828, -2.8879001140594482, -3.222899913787842, -2.589400053024292, -5.129300117492676, -3.0309998989105225, -5.569200038909912, -4.113100051879883, -4.876100063323975, -4.378499984741211, -4.019400119781494, -5.129300117492676, -3.8087000846862793, -4.987299919128418, -4.301599979400635, -4.9583001136779785, -4.916399955749512, -9.176600456237793, -8.483400344848633, -7.790299892425537, -7.384799957275391, -9.176600456237793, -8.07800006866455, -7.384799957275391, -9.176600456237793, -6.691699981689453, -7.2307000160217285, -8.483400344848633, -9.176600456237793, -9.176600456237793, -7.2307000160217285, -9.176600456237793, -7.790299892425537, -9.176600456237793, -6.4039998054504395, -9.176600456237793, -9.176600456237793, -9.176600456237793, -6.691699981689453, -8.07800006866455, -7.384799957275391, -5.680099964141846, -9.176600456237793, -8.07800006866455, -4.97189998626709, -8.07800006866455, -8.07800006866455, -1.8835999965667725, -2.8812999725341797, -3.155600070953369, -3.3928000926971436, -3.440000057220459, -3.8633999824523926, -4.2565999031066895, -4.622700214385986, -4.107699871063232, -4.769899845123291, -4.913899898529053, -5.0493998527526855, -5.151199817657471, -5.206299781799316, -5.264599800109863, -5.284800052642822, -5.326399803161621, -5.347899913787842, -5.392399787902832, -5.392399787902832, -5.41540002822876, -5.438899993896484, -5.513000011444092, -5.539000034332275, -5.680099964141846, -5.680099964141846, -5.7108001708984375, -5.7108001708984375, -4.832799911499023, -5.7108001708984375, -2.8775999546051025, -3.7874999046325684, -5.187600135803223, -2.8522000312805176, -5.3053998947143555, -4.095200061798096, -4.397500038146973, -4.769899845123291, -4.522600173950195, -5.187600135803223, -5.116099834442139, -4.476099967956543, -5.098999977111816, -5.141499996185303, -7.575099945068359, -7.105100154876709, -9.184499740600586, -7.3927998542785645, -8.491399765014648, -8.08590030670166, -9.184499740600586, -5.546899795532227, -6.294099807739258, -8.08590030670166, -7.3927998542785645, -9.184499740600586, -6.188799858093262, -8.491399765014648, -8.491399765014648, -7.7982001304626465, -8.08590030670166, -8.08590030670166, -6.294099807739258, -9.184499740600586, -9.184499740600586, -9.184499740600586, -8.08590030670166, -8.491399765014648, -9.184499740600586, -9.184499740600586, -9.184499740600586, -9.184499740600586, -7.575099945068359, -2.8819000720977783, -3.5146000385284424, -4.221700191497803, -4.324699878692627, -4.332499980926514, -4.388700008392334, -4.549799919128418, -4.651899814605713, -4.662700176239014, -4.718599796295166, -4.7778000831604, -5.073599815368652, -5.090199947357178, -5.195499897003174, -5.195499897003174, -5.195499897003174, -5.23330020904541, -5.377799987792969, -5.400300025939941, -5.423299789428711, -5.423299789428711, -5.446800231933594, -5.49560022354126, -5.49560022354126, -5.520899772644043, -5.520899772644043, -5.520899772644043, -5.573599815368652, -5.0100998878479, -3.2929000854492188, -3.3266000747680664, -2.180500030517578, -2.385499954223633, -4.965000152587891, -4.994900226593018, -5.025599956512451, -3.856600046157837, -4.257299900054932, -4.448299884796143, -4.51170015335083, -3.8469998836517334, -3.4941999912261963, -4.474999904632568, -4.5304999351501465, -4.8277997970581055, -4.651899814605713, -4.815100193023682, -4.935999870300293, -9.201600074768066, -9.201600074768066, -6.89900016784668, -8.508500099182129, -9.201600074768066, -9.201600074768066, -7.592199802398682, -8.102999687194824, -9.201600074768066, -7.815299987792969, -9.201600074768066, -8.102999687194824, -9.201600074768066, -9.201600074768066, -9.201600074768066, -9.201600074768066, -9.201600074768066, -7.592199802398682, -9.201600074768066, -9.201600074768066, -6.89900016784668, -2.757499933242798, -9.201600074768066, -8.508500099182129, -9.201600074768066, -8.102999687194824, -7.25570011138916, -9.201600074768066, -9.201600074768066, -9.201600074768066, -2.736999988555908, -3.1589999198913574, -3.1805999279022217, -3.5562000274658203, -3.5703999996185303, -3.5703999996185303, -3.835599899291992, -4.238800048828125, -3.563199996948242, -4.38129997253418, -4.4309000968933105, -4.483099937438965, -3.9811999797821045, -4.7708001136779785, -4.953100204467773, -4.96750020980835, -4.9969000816345215, -5.090700149536133, -5.1072998046875, -5.124100208282471, -5.176300048828125, -5.212600231170654, -5.250400066375732, -5.351500034332275, -5.373000144958496, -5.417399883270264, -5.463900089263916, -5.512700080871582, -5.538000106811523, -4.311299800872803, -4.6269001960754395, -4.447999954223633, -5.231299877166748, -4.120200157165527, -4.177700042724609, -2.8541998863220215, -3.3726999759674072, -4.267099857330322, -4.9969000816345215, -3.883500099182129, -5.07450008392334, -8.443099975585938, -8.037699699401855, -7.75, -9.136300086975098, -8.443099975585938, -9.136300086975098, -7.75, -9.136300086975098, -9.136300086975098, -9.136300086975098, -9.136300086975098, -7.190400123596191, -9.136300086975098, -9.136300086975098, -7.190400123596191, -6.497200012207031, -8.443099975585938, -9.136300086975098, -9.136300086975098, -7.75, -9.136300086975098, -9.136300086975098, -9.136300086975098, -8.443099975585938, -7.05679988861084, -7.190400123596191, -9.136300086975098, -6.497200012207031, -7.75, -9.136300086975098, -1.9577000141143799, -3.0269999504089355, -3.0913000106811523, -3.7797000408172607, -3.884000062942505, -3.988800048828125, -4.042500019073486, -4.067399978637695, -4.105800151824951, -4.400100231170654, -4.541100025177002, -4.647600173950195, -4.717400074005127, -4.805500030517578, -4.81879997253418, -4.873600006103516, -4.946599960327148, -5.025400161743164, -5.041900157928467, -5.041900157928467, -5.058700084686279, -5.075799942016602, -5.147299766540527, -5.147299766540527, -5.184999942779541, -5.184999942779541, -5.2444000244140625, -5.286099910736084, -5.307600021362305, -5.329599857330322, -4.614500045776367, -4.365600109100342, -3.3965001106262207, -5.058700084686279, -4.006400108337402, -4.741799831390381, -4.7667999267578125, -4.902200222015381, -4.754199981689453, -5.025400161743164, -9.149700164794922, -7.070300102233887, -8.456600189208984, -7.070300102233887, -7.763400077819824, -6.8471999168396, -7.357999801635742, -5.512199878692627, -9.149700164794922, -9.149700164794922, -9.149700164794922, -8.05109977722168, -9.149700164794922, -7.070300102233887, -5.684000015258789, -7.203800201416016, -6.952499866485596, -9.149700164794922, -9.149700164794922, -6.377200126647949, -9.149700164794922, -9.149700164794922, -8.456600189208984, -6.66480016708374, -7.203800201416016, -7.763400077819824, -7.357999801635742, -7.763400077819824, -9.149700164794922, -5.817500114440918, -3.0427000522613525, -3.347599983215332, -3.266400098800659, -3.581399917602539, -3.7932000160217285, -3.8122000694274902, -3.8513998985290527, -3.569999933242798, -4.467599868774414, -4.534599781036377, -4.544600009918213, -4.730899810791016, -4.8059000968933105, -4.8871002197265625, -4.901199817657471, -4.945000171661377, -4.960100173950195, -5.038899898529053, -5.072199821472168, -5.1066999435424805, -5.160799980163574, -5.198500156402588, -5.278500080108643, -5.321100234985352, -5.343100070953369, -5.343100070953369, -5.388500213623047, -5.412099838256836, -5.436200141906738, -4.743000030517578, -3.698699951171875, -2.373199939727783, -5.142399787902832, -3.2471001148223877, -4.534599781036377, -4.743000030517578, -4.544600009918213, -3.677500009536743, -3.344599962234497, -5.0553998947143555, -4.476900100708008, -4.564799785614014], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8399, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8453, 1.8353, 1.7615, 1.6207, 1.7713, 1.4744, 1.3474, 1.1459, 0.326, 0.4871, 0.9762, 0.6648, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 2.0543, 1.9757, 1.8905, 1.8966, 1.9007, 1.9167, 1.6322, 1.8286, 1.4823, 1.6096, 1.4273, 0.5399, 0.7335, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3425, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3522, 2.3445, 2.3522, 2.3522, 2.3414, 2.3314, 2.3211, 2.0985, 2.0671, 2.0542, 2.0438, 2.0268, 0.9154, 1.4026, 1.95, 1.4086, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3813, 2.3628, 2.3261, 2.2513, 2.1343, 2.0531, 2.164, 1.9968, 2.0276, 1.8852, 0.986, 1.6072, 1.1223, 1.2819, 0.6578, 1.4412, 0.4012, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.3955, 2.403, 2.403, 2.403, 2.3967, 2.403, 2.3927, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.403, 2.3863, 2.2869, 2.1895, 2.1316, 2.3172, 1.9466, 2.3735, 1.91, 2.141, 1.9348, 1.78, 2.1049, 0.5767, 1.7974, 0.7992, 1.6563, 1.4343, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4138, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4091, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4152, 2.4024, 2.4152, 2.3288, 2.3373, 2.3947, 2.1047, 2.3742, 2.0836, 2.1433, 2.0298, 1.7448, 2.1414, 1.9458, 0.0774, 0.7417, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4187, 2.4036, 2.3348, 2.3228, 2.2048, 2.1058, 2.3623, 2.3602, 2.3175, 1.9112, 1.9956, 1.9642, 1.9944, 1.6044, 1.3755, 1.7314, 1.398, 1.7974, 1.3676, 1.7202, 1.9327, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4424, 2.4498, 2.4498, 2.4498, 2.4443, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4498, 2.4343, 2.4392, 2.3881, 2.4307, 2.2996, 2.283, 2.0155, 2.0829, 2.156, 2.3173, 1.3343, 2.3411, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4507, 2.4285, 2.3851, 2.2861, 2.402, 1.7638, 1.9279, 1.5168, 1.7759, 1.0452, 1.0569, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4638, 2.4666, 2.4666, 2.4666, 2.4666, 2.4629, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4666, 2.4549, 2.3507, 2.2182, 2.446, 2.2708, 2.3824, 2.3837, 2.3348, 1.923, 1.1466, 2.3606, 1.2949, 0.8187]}, \"token.table\": {\"Topic\": [9, 4, 1, 4, 6, 8, 1, 8, 2, 9, 1, 10, 8, 2, 1, 6, 9, 9, 7, 5, 2, 1, 7, 6, 1, 1, 10, 6, 4, 9, 1, 5, 9, 10, 2, 1, 6, 10, 2, 7, 1, 4, 5, 8, 3, 6, 1, 4, 5, 7, 8, 6, 8, 5, 3, 9, 1, 1, 8, 4, 10, 10, 4, 5, 9, 1, 7, 9, 10, 10, 7, 1, 4, 10, 2, 5, 5, 7, 5, 10, 1, 10, 5, 2, 2, 5, 9, 7, 7, 2, 2, 4, 1, 5, 8, 9, 9, 10, 7, 8, 6, 7, 8, 1, 10, 7, 1, 2, 6, 1, 3, 6, 8, 2, 10, 1, 7, 9, 6, 4, 3, 7, 8, 7, 10, 6, 6, 2, 6, 2, 7, 10, 1, 8, 9, 1, 3, 5, 5, 8, 6, 7, 2, 4, 6, 8, 3, 4, 10, 1, 5, 10, 7, 10, 1, 10, 5, 1, 2, 8, 10, 9, 5, 4, 3, 4, 3, 1, 1, 1, 6, 3, 3, 8, 8, 5, 8, 2, 6, 9, 3, 1, 9, 9, 5, 1, 9, 9, 1, 3, 3, 5, 9, 10, 5, 1, 4, 6, 3, 8, 10, 1, 9, 7, 5, 4, 10, 7, 1, 1, 7, 6, 5, 1, 8, 2, 2, 6, 8, 6, 10, 10, 7, 10, 4, 6, 3, 3, 4, 4, 1, 7, 1, 4, 9, 6, 9, 9, 4, 3, 5, 6, 7, 8, 1, 1, 6, 2, 4, 8, 3, 8, 7, 6, 9, 3, 5, 8, 10, 5, 2, 3, 5, 7, 3, 5, 7, 10, 2, 8, 9, 9, 1, 4, 8, 6, 1, 6, 10, 2, 10, 1, 9, 1, 4, 9, 6, 6, 1, 8, 9, 8, 5, 3, 7, 10, 3, 9, 10, 9, 1, 3, 6, 8, 1, 8, 6, 10, 3, 6, 9, 8, 4, 4, 6, 9, 3, 10, 5, 2, 9, 4, 3, 1, 4, 2, 4, 10, 10, 3, 1, 4, 10, 2, 6, 4, 1, 1, 10, 3, 5, 5, 5, 3, 1, 8, 10, 4, 1, 4, 10, 9, 5, 1, 1, 5, 10, 7, 9, 1, 8, 6, 1, 5, 1, 3, 5, 1, 9, 1, 1, 1, 4, 6, 7, 8, 2, 2, 5, 1, 6, 7, 4, 7, 7, 4, 1, 10, 1, 4, 7, 1, 5, 3, 10, 6, 8, 1, 6, 8, 7, 7, 8, 10, 3, 6, 3, 5, 9, 10, 3, 6, 1, 5, 10, 10, 10, 7, 1, 5, 6, 10, 4, 6, 7, 5, 6, 10, 8, 5, 2, 4, 3, 6, 10, 1, 3, 5, 6, 7, 5, 8, 7, 10, 4, 1, 4, 6, 7, 7, 8, 1, 8, 7, 5, 4, 9, 7, 4, 7, 3, 7, 3, 10, 7, 5, 6, 8, 2, 2, 4, 9, 1, 6, 8, 3, 9, 3, 8, 10, 7, 6, 5, 6, 4, 1, 10, 7, 2, 10, 7, 7, 3, 4, 9, 6, 3, 8, 8, 9, 10, 2, 4, 4, 3, 1, 5, 2, 10, 5, 2, 8, 2, 6, 4, 7, 4, 3, 4, 4, 5, 1, 2, 3, 2, 5, 1, 5, 9, 5, 10, 8, 9, 5, 4, 1, 3, 3, 6, 5, 2, 8, 8, 4, 5, 8, 8, 6, 4, 6, 3, 9, 1, 1, 7, 9, 5, 10, 6, 9, 1, 2, 10, 1, 4, 5, 8, 4, 6, 4, 9, 3, 3, 8, 5, 2, 3, 3, 1, 1, 9, 5, 1, 3, 6, 2, 8, 3, 3, 2, 4, 4, 4, 1, 6, 4, 3, 9, 3, 3, 5, 6, 2, 2, 6, 8, 7, 10, 9, 7, 4, 5, 2, 5, 8, 9, 9, 7, 3, 4, 5, 7, 3, 5, 7, 8, 6, 4, 6, 8, 5, 2, 7, 6, 1, 6, 8, 1, 2, 8, 6, 1, 9, 5, 9, 4, 4, 4, 2, 6, 1, 4, 7, 4, 7, 9, 5, 4, 4, 8, 1, 10, 4, 2, 10, 3, 1, 5, 1, 3, 6, 7, 9, 1, 4, 4, 2, 9, 9, 3, 8, 9, 2, 10, 6, 7, 6, 7, 8, 6, 1, 1, 5, 1, 5, 9, 1, 8, 7, 1, 8, 3, 3, 3, 3, 3, 5, 5, 4, 5, 8, 10, 9, 10, 8, 6, 2, 7, 7, 10, 5, 5, 7, 10, 10, 9, 8, 10, 1, 2, 5, 10, 1, 3, 2, 1, 7, 5, 3, 3, 2, 5, 9, 6, 8, 5, 7, 2, 6, 3, 7, 3, 6, 8, 1, 4, 4, 3, 8, 1, 4, 5, 5, 8, 5, 9, 4, 2, 7, 7, 4, 8, 1, 2, 4, 1, 4, 7, 7, 1, 3, 10, 3, 6, 9, 7, 2, 2, 9, 1, 4, 8, 5, 3, 8, 10, 1, 2, 8, 8, 7, 8, 3, 7, 9, 6, 8, 7, 3, 4, 6, 7, 10, 7, 2, 4, 1, 5, 7, 1, 2, 9, 2, 1, 2, 6, 9, 1, 7, 7, 1, 5, 3, 2, 10, 3, 9, 2, 3, 5, 10, 10, 3, 10, 1, 4, 7, 10, 4, 2, 10, 9, 3, 6, 2, 4], \"Freq\": [0.9989046590872611, 1.0069565828707834, 0.21911865949646586, 0.7811232904816376, 1.0885739750202625, 0.9992833923065059, 0.997431455088812, 0.9937398019294218, 1.0001278019087607, 0.8666966765995802, 0.9992003020402774, 1.0413036376572793, 0.9995377779814487, 0.9996446967942911, 0.4751373414009109, 0.513318020620627, 0.012726893073238685, 0.8666966765995802, 0.9969481834638902, 0.8867391603843962, 1.0286748019450531, 0.36296258761836153, 0.6327320784157924, 0.8708592208559996, 0.7789464929379313, 0.996103053272726, 0.004812092044795778, 0.87085918001621, 0.8391304504225584, 0.8666966765995802, 0.7789464929379313, 0.967351862337717, 0.9967012184945134, 0.8925459751348109, 0.8229398415560425, 0.7789464929379313, 0.87085918001621, 0.9669248063960451, 0.8229398415560425, 1.0276759751696847, 0.05015407175807491, 0.9445683514437442, 0.9868083941634453, 0.01529935494827047, 0.9049360461864508, 1.0069309268937428, 0.10925531573012738, 0.39067052291378884, 0.1489845214501737, 0.3509413171937425, 1.0069456630739135, 0.9983019423152344, 0.9244091047389897, 1.0038556642516894, 0.9049360461864508, 0.8666966765995802, 1.168419739406897, 1.001502636344542, 0.9244091047389897, 0.9996597667815305, 1.00073335775339, 0.8925459751348109, 0.21785586157557818, 0.5366693175398389, 0.2444236495725999, 0.006878541897944692, 0.055028335183557535, 0.9354816981204781, 0.9945512683548895, 0.8925459751348109, 0.9787390856570982, 0.3060440877637698, 0.6783977278763563, 0.010201469592125659, 1.0003113354590705, 1.0004237127633013, 0.8867391603843962, 0.9909732617707674, 0.9910614483622443, 1.0099863078264304, 1.168419739406897, 0.8925459751348109, 0.8867391603843962, 0.8229398415560425, 0.987527809867251, 0.8867391603843962, 1.001516176166999, 1.0067030504689538, 0.8808651215740154, 0.8229398415560425, 0.8229398415560425, 0.8391304504225584, 0.9985431177185599, 0.9975815554324456, 0.9244091047389897, 0.8666966765995802, 0.8666966765995802, 0.999651481197797, 0.8808651215740154, 0.9978435313909596, 0.87085918001621, 1.0037765603692654, 1.008446342365298, 0.42027721290859216, 0.5814197712258762, 0.9994431187089791, 1.0047280867137867, 0.8229398415560425, 1.008363268537955, 0.7789464929379313, 0.7337378417462574, 0.012542527209337734, 0.2508505441867547, 1.0007178183441265, 0.9991186493064169, 1.0160171401296296, 0.998313879954179, 0.9750337611745277, 0.999399258077842, 1.0069565828707834, 0.38612528910422506, 0.602355451002591, 0.010296674376112668, 0.942721787226031, 0.048972560375378234, 0.8708592208559996, 1.0160024243319996, 0.8229398415560425, 0.9972742449063752, 0.9996228823207826, 0.08014526183443409, 0.921670511095992, 0.1383340573084711, 0.8596473561312131, 0.8666966765995802, 0.4656638735387004, 0.15214760224531795, 0.37806373891260825, 0.8867391603843962, 1.0006148864225506, 0.9952676809782854, 0.8808651215740154, 0.6557842993122436, 0.24763882631371434, 0.09630398801088891, 1.0564675809300077, 0.016585589677572905, 0.9840783208693257, 1.0004065796853008, 0.9736831161724141, 0.9995969033318024, 0.988175939711589, 0.9978550205330644, 0.9998900387752243, 0.6900845691572711, 0.3101503681605713, 0.9975815554324455, 0.9347358123232761, 0.8540990781291353, 0.12353552750994976, 0.021299228881025818, 1.0000346840176486, 0.8867391603843962, 1.0019468117176005, 0.9988445140791699, 1.0015428160539974, 0.99809127768598, 0.998884264792316, 0.7789464929379313, 0.9988103757987462, 0.87085918001621, 0.9991486306307811, 1.0113991613884599, 0.9904383571218822, 0.9244091047389897, 0.9942227124518467, 0.9990645363955316, 0.8229398415560425, 0.9577611467054132, 0.034827678062015026, 1.000007190418482, 1.168419739406897, 1.0081982290366458, 0.8666966765995802, 1.0134161832964526, 0.49798609257131277, 0.5031465702145388, 0.9945699512456116, 0.03189617103553825, 0.9728332165839166, 0.2750486528954531, 0.012792960599788515, 0.5117184239915407, 0.19829088929672198, 1.0640869924612752, 0.7789464929379313, 0.9964674098767882, 0.9979918937027357, 0.999776534743294, 0.010758033543181328, 0.9897390859726822, 0.9997174234967141, 0.9967012184945134, 0.9967684865601346, 0.988080762339021, 1.000501663906289, 0.9988014874504232, 0.9983138044505507, 1.0005978751923508, 0.4989230245626966, 0.5029144087591981, 1.0033812107364666, 0.9975815554324456, 1.0008282003106301, 1.0168500298812688, 1.0025956793657065, 0.9989143796975971, 1.0048375045288196, 0.9244091714134487, 1.0028075192485297, 1.008965027386351, 0.8925459751348109, 1.003996841976885, 0.9985910496123914, 0.8391304504225584, 1.0008381978350367, 0.9989553908092282, 1.0054845616109462, 1.0005016762409842, 1.1188406267138509, 0.9946547746516913, 1.0570381458888185, 0.9980252162826646, 0.018427475723099367, 0.9766562133242664, 0.87085918001621, 0.9950962166155124, 0.997709010385163, 0.9993280627565135, 0.29617871041903127, 0.021671612957490094, 0.6790438726680229, 0.8808651215740154, 1.0047925650194456, 0.9347358123232761, 1.0223672719810348, 0.9923744436588401, 0.5346632963809878, 0.1381213515650885, 0.3282238569449953, 0.004969366439928784, 0.9938732879857567, 0.9909732617707674, 0.9952676657377802, 1.0001926066760412, 0.18654483404176836, 0.6262576571402223, 0.18654483404176836, 0.8925459751348109, 1.0049710872971664, 1.0008727802708623, 0.006209609853255621, 0.9924085565475802, 0.0011290199733192039, 0.23767735876968754, 0.7627364669262977, 0.9878325793782232, 0.01334908891051653, 0.9932032570503961, 1.002748907185829, 0.8666966765995802, 0.999625683096303, 0.9993717690669564, 0.9964674198583174, 0.9244091047389897, 0.9991963297330646, 0.01579990583346266, 0.9795941616746848, 0.9998231145402992, 1.0972531220747233, 1.0013930385827918, 0.7789464929379313, 1.0016070121649743, 0.9980251940767244, 0.9989648319381629, 0.8666966765995802, 1.0160024243319996, 0.8708592208559996, 0.05436720075418676, 0.09691544482268075, 0.8486010900327412, 0.9244091047389897, 1.004101730577537, 0.3870130939719885, 0.6114806884757419, 1.00568560966574, 0.7223295706681129, 0.27517316977832873, 0.9955320282118, 0.9982893801953674, 0.06989466612728637, 0.00367866663827823, 0.9233453262078356, 0.9244091047389897, 0.12084736299954318, 0.870101013596711, 0.87085918001621, 1.0041142220266623, 0.013990671436170974, 0.027981342872341948, 0.9513656576596262, 0.9244091047389897, 0.8391304504225584, 0.283418995994937, 0.7182536199871691, 1.0009736579291033, 0.08123154167387286, 0.9179164209147633, 0.988080762339021, 0.998500300459537, 1.0833708457494753, 0.8391304504225584, 0.9994816415726298, 0.9186983504222015, 0.08030579986208054, 0.8718962323081288, 0.1265655821092445, 0.8925459751348109, 1.0041142220266621, 0.9049360461864508, 0.9990835211274691, 1.1188406267138509, 1.0021568795458213, 1.001243473893185, 0.87085918001621, 0.8391304504225584, 0.9990835211274691, 0.9347358123232761, 1.0041142220266623, 0.9049360461864508, 0.8867391603843962, 0.8867391603843962, 1.0049710872971664, 0.9049360696681749, 0.9915558862728506, 0.009181073021044914, 0.8925459751348108, 0.8391304504225584, 0.06689680307199898, 0.02675872122879959, 0.8964171611647863, 0.8666966765995802, 0.8867391603843962, 0.9986493356769461, 0.10954370269991476, 0.8905760764954108, 0.8925459751348109, 0.9950513828466925, 1.0026490676784094, 1.168419739406897, 0.9933948748650698, 0.9952676543074017, 0.7993065952670014, 0.20081752476129622, 0.7789464929379313, 0.9049360461864508, 0.9890552614819001, 0.9970514763530838, 0.9905104971028612, 1.0097454496479268, 1.0015026390828907, 0.6091441182709375, 0.2048939306911335, 0.1882809092837443, 0.8808651215740154, 0.9244091047389897, 1.0972531220747233, 0.8229398415560425, 0.8867391603843962, 0.9994030608290232, 0.87085918001621, 0.9957606213296625, 0.4611126207399999, 0.539987147971842, 0.9990300378851795, 0.8391304504225584, 0.01589692169220114, 0.9856091449164708, 0.2975359963345029, 0.7021849513494269, 1.0570381458888185, 0.9271002452570192, 0.0702348670649257, 0.0033556087144677336, 0.9966157881969169, 0.87085918001621, 0.9244091047389897, 0.17169860203041717, 0.7603795232775618, 0.061320929296577564, 1.0037765603692654, 0.7310853626582766, 0.0014363170189750033, 0.2671549655293506, 0.992438572763282, 0.006751282807913483, 0.9049360461864508, 0.9975815554324455, 0.999590183520524, 0.9917177199657318, 0.9049360461864508, 0.87085918001621, 0.7789464929379313, 0.12516894819623023, 0.8761826373736116, 1.020052582928092, 0.8925459751348109, 0.9787390856570982, 0.23342884238102857, 0.7721107863372483, 1.0057810188285283, 1.001559267986389, 1.048913063028198, 0.87085918001621, 1.0009830926977448, 1.034529020448462, 1.0028075192485297, 0.8925459751348109, 1.0014432497697248, 0.8867391603843962, 0.8229398415560425, 0.9932564159871331, 0.9964465052189468, 0.9961964744084567, 0.005443696581466977, 0.9736831161724141, 0.24013539313051627, 0.4742674014327696, 0.09005077242394359, 0.19811169933267592, 0.5480036651328583, 0.4554835658247134, 0.8808651215740154, 1.0041142220266623, 0.9916996042621891, 0.3770984869098846, 0.11645688566334673, 0.005545565983968892, 0.4991009385572003, 0.006530645360725862, 0.9926580948303311, 0.3070586252097163, 0.6932366507802183, 1.000249834099653, 1.0001592720584067, 0.8391304504225584, 1.0024443398618446, 0.8808651215740154, 0.8391304504225584, 0.9937965763252915, 0.9872030223528128, 0.8808651215740154, 0.9049360696681749, 1.020052582928092, 0.9973432196348165, 0.9975815554324456, 0.9997971079227049, 0.9955175029345473, 0.99907785342908, 1.0011561324359461, 0.9998149943175586, 1.0833708457494753, 1.0050922020616313, 0.9995576094060576, 0.9244091047389897, 0.9049360461864508, 0.8666966765995802, 1.000192504298746, 0.9244091047389897, 0.9999821154603619, 0.9999009794719889, 1.0885739750202625, 0.08222515298253259, 0.9176914395371941, 1.1188406267138509, 0.10916077159818954, 0.8903425433477334, 0.8808651215740154, 0.8229398415560425, 0.8925459751348109, 0.9937965763252915, 1.0005943724204016, 0.9954296972989102, 0.9789855483746196, 1.0035435571490359, 0.9797165775182363, 1.000192489312072, 0.9244091047389897, 0.9986920100978979, 0.9905104971028612, 0.999651481197797, 0.8229398415560425, 0.8391304504225584, 0.8391304504225584, 1.0023907105195657, 0.7789464929379313, 0.9962131664715329, 0.8229398415560425, 0.8925459751348109, 0.8867391603843962, 0.8229398415560425, 1.0001804007805348, 0.999546878713163, 0.9952676543074017, 0.9916996042621891, 0.8808651215740154, 0.9964674098767882, 0.7399778737814585, 0.25614618707819714, 0.8391304504225584, 0.988080762339021, 0.998467734899393, 0.9987381264461557, 1.001130107144953, 0.8229398415560425, 1.0049710872971664, 0.022656510744446502, 0.9742299620111996, 1.0833708457494753, 0.988080762339021, 1.0020091763009071, 1.0006953399440532, 1.0035435952144196, 1.0076581899351218, 0.9937070720030986, 1.000128782361909, 0.999776534743294, 1.007769751985163, 1.0028075192485297, 0.9975815554324456, 1.0004367166875372, 0.9244091714134487, 0.9993611806755719, 1.0039596560978536, 0.013686336793455987, 0.985416249128831, 0.9244091047389897, 1.0023095983372297, 0.001183171812599644, 0.9985970098340996, 0.9049360461864508, 0.8666966765995802, 0.7789464929379313, 0.0805539275538239, 0.9196573395728229, 0.9980144018691788, 0.8867391603843962, 0.8925459751348109, 1.0094049715652509, 0.9957791503281236, 0.1665030218317004, 0.641474799898972, 0.19279297264723205, 0.7789464929379313, 0.0827649417239035, 0.9242085159169224, 0.9244091047389897, 0.9945250118544614, 0.87085918001621, 0.8391304504225584, 1.0000346840176486, 1.003656383329935, 0.9987991018017459, 1.0006148864225506, 0.8867391603843962, 1.0003626794403089, 0.9965751758055579, 0.9972765018402379, 1.0022114063248042, 0.9999988790757028, 0.9905104971028612, 0.8867391603843962, 0.1596301667358637, 0.2159702255838156, 0.6291306571354628, 0.9997195067038511, 0.9244091180738807, 0.9049360461864508, 1.0054845218535275, 0.997023269577513, 1.0003868037109758, 0.9992055090530406, 0.9989647963593349, 1.0005433131989339, 1.0160024243319996, 1.0005017157120109, 0.9814772684783039, 0.017845041245060072, 0.9964465052189468, 0.3887625605928106, 0.6113872747784371, 0.87085918001621, 0.8229398415560425, 1.0972531220747233, 1.0069309268937428, 1.002748907185829, 0.9950513828466925, 1.0041142220266623, 0.9905104971028612, 0.8808651215740154, 0.7216500322763242, 0.2796393875070756, 1.0001005018910238, 0.8867391603843962, 0.9244091047389897, 0.9905104971028612, 1.0053682001030022, 0.8808651215740154, 1.0135284316917572, 1.0118925644171661, 0.06294276516135518, 0.9441414774203276, 0.99809127768598, 0.8867391603843962, 0.8808651215740154, 0.9244091047389897, 1.0000834681314636, 0.9916996042621891, 1.0005615781370039, 0.9955175029345472, 0.9852657125940374, 0.8229398415560425, 1.1010814019675192, 0.9952676543074017, 0.9983679823639707, 0.9927794819791287, 1.0019819023042522, 0.1441197537163594, 0.8573277656973175, 1.0036442018835072, 0.9994783296359662, 0.4059688554535003, 0.5899234930808677, 0.8867391603843962, 0.8666966765995802, 0.9994738892129694, 0.9991957749928344, 0.9916996042621892, 0.26657318579353423, 0.7333622836637573, 0.154695915973938, 0.18814368158992462, 0.6564124002137369, 0.9949689726104102, 1.0023637721031773, 0.9950962166155124, 1.003415396330785, 1.0025974605428356, 0.9957681317085691, 1.0168500298812688, 0.7789464929379313, 0.9963303718072277, 0.8391304504225584, 0.9943856418802179, 0.8925459751348109, 0.9049360461864508, 0.011968041559578691, 0.9893581022585051, 0.11755496863257217, 0.7752273607120975, 0.1048463233749968, 1.0276759751696847, 0.9980143364821401, 0.19971096383060616, 0.8083539012191202, 0.9978848353778751, 1.000872789443159, 0.9975188474069001, 0.8666966765995802, 1.0016467883218798, 0.9928838718045863, 1.0030309845167127, 1.018877899069386, 0.9917177803338496, 1.0160024243319996, 0.8808651215740154, 0.9826509522613706, 0.01116648809387921, 0.9989582888433804, 1.0094049715652509, 0.7789464929379313, 0.19304951689198935, 0.8082820894169274, 0.39237762071395094, 0.21559209929337964, 0.39237762071395094, 0.2528285394112556, 0.7436133512095753, 0.9950513828466925, 0.1069910935129503, 0.8960504081709587, 0.9969634525525607, 0.9954296972989102, 0.9049360461864508, 1.0041071572175921, 0.9909267909745736, 0.008616754704126726, 1.000369230023904, 0.9789855483746196, 0.009428659051181686, 0.990009200374077, 0.9818006264362877, 0.8666966765995802, 1.0413036376572793, 0.9244091180738807, 1.0160024243319996, 1.000079417600644, 0.8808651215740154, 0.0024792030855796997, 0.9966396404030393, 1.0024007984263013, 0.8867391603843962, 0.9993263478265295, 0.8925459751348109, 1.0041142220266623, 0.8666966765995802, 0.9244091047389897, 0.9917177199657318, 1.0008556242316933, 0.9992840933180515, 0.9940927809879677, 0.0056482544374316344, 0.9980252162826646, 1.0113991613884599, 0.9992841329222936, 0.344714756403805, 0.6517263363259439, 1.1084239504804951, 0.9941551071636517, 1.0027670186228228, 0.8229398415560425, 1.034529020448462, 0.8666966765995802, 1.0069309268937428, 1.00144322775657, 0.8867391603843962, 0.8808651215740154, 0.8229398415560425, 0.8708592208559996, 0.09951338188650208, 0.9080596097143314, 0.007491738926953487, 0.0524421724886744, 0.9364673658691858, 0.39305759539290874, 0.6092392728590086, 1.0048846195582037, 0.017111868342089713, 0.9753764954991136, 0.08292902252685497, 0.2838274996341656, 0.6330638057683858, 0.8867391603843962, 1.0030822862274542, 0.8867391603843962, 1.0011840802711456, 1.1188406267138509, 1.0003704216831666, 0.9979031526369159, 0.9963884717986458, 0.9964674098767882, 0.9244091047389897, 0.2575170819594033, 0.5646300463702473, 0.1783544234311423, 0.2232275654354348, 0.33390341720594446, 0.4427034070820387, 0.8808651215740154, 0.7789464929379313, 0.6685868786704378, 0.3307745610264271, 0.9049360461864508, 0.8708592208559996, 1.0002380249256988, 0.8808651215740154, 1.0018398261013055, 1.0128490357612832, 0.8666966961189018, 1.004184020950902, 1.048913063028198, 1.004792531409132, 1.0038556642516894, 0.9969634525525607, 0.9244091714134487, 0.9984412464136054, 0.1518683697806444, 0.8485645161493506, 0.9244091047389897, 0.9244091047389897, 0.35230275409601663, 0.6479854227123163, 0.9049360461864508, 0.8808651215740154, 0.8666966765995802, 0.15441238255757594, 0.8441210246480819, 0.9937965763252915, 0.9049360461864508, 0.07088758290404686, 0.002286696222711189, 0.9078184004163419, 0.01829356978168951, 1.0044953740528488, 0.12281035390633452, 0.8780940304302918, 0.031655400970392954, 0.1608611192168948, 0.8075357390406366, 0.07565689975420985, 0.9246954414403425, 1.0833708457494753, 0.999616208955306, 0.20180322668472514, 0.7969517257210332, 0.7639228231183743, 0.239771397037154, 0.9999698727765655, 1.0129948898101178, 0.9909732617707674, 0.25657029389171215, 0.7474004213367267, 0.9745465054420217, 0.1784392189092325, 0.8220233680088239, 0.7509071666242341, 0.24677700311594547, 0.8229398415560425, 0.9994816415726298, 1.0049710406633459, 0.9949693329046977, 0.9968695129383778, 0.9049360461864508, 1.0000816512924755, 0.1783587550335143, 0.4625235511886049, 0.35974053981335935, 1.0082464304641665, 1.003308101363692, 0.21990446215463078, 0.7803829830252782, 0.9985853511678787, 0.9893705440747832, 0.00942257661023603, 0.9600964818153829, 1.1188406267138509], \"Term\": [\"abended\", \"ability\", \"access\", \"access\", \"accordance\", \"account\", \"action\", \"activation\", \"active\", \"actively\", \"acyl\", \"adaptor\", \"add\", \"additional\", \"address\", \"address\", \"address\", \"administrant\", \"advise\", \"aerospace\", \"africa\", \"agent\", \"agent\", \"ahead\", \"alef\", \"alert\", \"alert\", \"alfa\", \"alto\", \"amazon\", \"ambiance\", \"amenty\", \"analysis\", \"analyze\", \"andira\", \"ann\", \"annoyed\", \"answer\", \"anthus\", \"anti\", \"apac\", \"apac\", \"app\", \"app\", \"appair\", \"applicable\", \"application\", \"application\", \"application\", \"application\", \"approval\", \"approve\", \"approx\", \"area\", \"art\", \"arthel\", \"arupa\", \"asa\", \"ascend\", \"assign\", \"assist\", \"asst\", \"attach\", \"attach\", \"attach\", \"attachment\", \"attachment\", \"attachment\", \"audio\", \"autobahn\", \"automatic\", \"back\", \"back\", \"back\", \"backup\", \"balance\", \"ban\", \"bank\", \"basis\", \"battery\", \"bcd\", \"bee\", \"behale\", \"ben\", \"bernard\", \"bhangi\", \"billing\", \"bit\", \"bkpr\", \"blazer\", \"bleb\", \"blind\", \"block\", \"bob\", \"bratty\", \"breakdown\", \"brook\", \"browser\", \"builder\", \"business\", \"bussy\", \"button\", \"calendar\", \"call\", \"call\", \"caller\", \"cap\", \"carbo\", \"card\", \"celeb\", \"center\", \"center\", \"center\", \"cert\", \"certificate\", \"cf\", \"chain\", \"chance\", \"change\", \"charm\", \"check\", \"check\", \"check\", \"checked\", \"checked\", \"chen\", \"child\", \"churrs\", \"cid\", \"circuit\", \"click\", \"click\", \"client\", \"client\", \"clue\", \"code\", \"code\", \"code\", \"colical\", \"collaboration\", \"colleague\", \"comfortable\", \"company\", \"company\", \"company\", \"compatibility\", \"complete\", \"complete\", \"computer\", \"con\", \"condition\", \"conference\", \"confirm\", \"connect\", \"connection\", \"connection\", \"consume\", \"cont\", \"contact\", \"contact\", \"contact\", \"control\", \"coordinator\", \"copy\", \"correct\", \"correctly\", \"cost\", \"count\", \"cowskin\", \"cp\", \"cpl\", \"create\", \"creation\", \"credential\", \"cresc\", \"critical\", \"crm\", \"culture\", \"current\", \"current\", \"customer\", \"dade\", \"daily\", \"dank\", \"dat\", \"data\", \"data\", \"database\", \"date\", \"date\", \"day\", \"day\", \"day\", \"day\", \"debi\", \"decision\", \"defective\", \"delete\", \"delivery\", \"dell\", \"dell\", \"deny\", \"department\", \"deployment\", \"describe\", \"description\", \"desk\", \"desktop\", \"destination\", \"detail\", \"detail\", \"determine\", \"dev\", \"device\", \"dhyana\", \"diagnostics\", \"dial\", \"director\", \"disappears\", \"disclosure\", \"disconnect\", \"discrepancy\", \"disk\", \"display\", \"distance\", \"distribution\", \"distributor\", \"dn\", \"document\", \"dolman\", \"domain\", \"donet\", \"dost\", \"download\", \"download\", \"drawer\", \"drawing\", \"drive\", \"driver\", \"due\", \"due\", \"due\", \"dwt\", \"dynamic\", \"dz\", \"ea\", \"edit\", \"email\", \"email\", \"email\", \"employee\", \"employee\", \"enable\", \"engineer\", \"engineering\", \"enter\", \"enter\", \"enter\", \"env\", \"environment\", \"equipment\", \"erp\", \"erp\", \"erp\", \"error\", \"error\", \"es\", \"es\", \"est\", \"ethic\", \"ethid\", \"eu\", \"event\", \"excel\", \"exon\", \"expense\", \"expire\", \"expire\", \"explorer\", \"express\", \"face\", \"fae\", \"fail\", \"failure\", \"fax\", \"feather\", \"feel\", \"fellow\", \"file\", \"file\", \"file\", \"filler\", \"finance\", \"find\", \"find\", \"fine\", \"fix\", \"fix\", \"floor\", \"folder\", \"follow\", \"follow\", \"follow\", \"fore\", \"form\", \"form\", \"franz\", \"frequently\", \"function\", \"function\", \"function\", \"gard\", \"gauge\", \"germany\", \"germany\", \"ghana\", \"give\", \"give\", \"glb\", \"global\", \"gloria\", \"gong\", \"good\", \"group\", \"group\", \"gsc\", \"gsc\", \"guemul\", \"guest\", \"gyrus\", \"handle\", \"handset\", \"happen\", \"hard\", \"hasnt\", \"hath\", \"hatty\", \"hdkf\", \"hear\", \"heidi\", \"hell\", \"heritor\", \"herp\", \"hierarchy\", \"high\", \"high\", \"hire\", \"holder\", \"home\", \"home\", \"home\", \"horrible\", \"hosen\", \"host\", \"hostname\", \"hostname\", \"hotline\", \"hour\", \"hr\", \"ht\", \"hub\", \"ibex\", \"id\", \"id\", \"idcue\", \"impv\", \"inbox\", \"incident\", \"incorrectly\", \"infect\", \"infection\", \"information\", \"information\", \"information\", \"initialize\", \"initially\", \"ink\", \"inket\", \"inkstand\", \"inside\", \"insists\", \"instal\", \"install\", \"install\", \"installation\", \"intellectual\", \"interaction\", \"interaction\", \"interface\", \"interface\", \"intermittently\", \"internal\", \"internal\", \"internet\", \"internet\", \"intune\", \"invalidate\", \"iphone\", \"iphone\", \"iphone\", \"israel\", \"issue\", \"issue\", \"issue\", \"item\", \"item\", \"jacky\", \"java\", \"job\", \"join\", \"ka\", \"kemal\", \"kie\", \"kindly\", \"kindly\", \"knock\", \"kristi\", \"la\", \"label\", \"label\", \"language\", \"laptop\", \"laser\", \"lathyrus\", \"launch\", \"launcher\", \"law\", \"leach\", \"lean\", \"learn\", \"ler\", \"license\", \"line\", \"link\", \"link\", \"lisbon\", \"list\", \"list\", \"list\", \"list\", \"load\", \"load\", \"loader\", \"loaner\", \"locate\", \"location\", \"location\", \"location\", \"location\", \"lock\", \"lock\", \"log\", \"log\", \"login\", \"logion\", \"logoff\", \"longer\", \"longing\", \"longitudinal\", \"lose\", \"lot\", \"lp\", \"lt\", \"lunch\", \"machine\", \"mae\", \"mail\", \"mailbox\", \"maint\", \"maintenance\", \"make\", \"malfunction\", \"malware\", \"management\", \"manchu\", \"manufacture\", \"mate\", \"material\", \"mazur\", \"meeting\", \"mention\", \"mess\", \"message\", \"message\", \"mgt\", \"microcoat\", \"microcoat\", \"mileage\", \"mimic\", \"mini\", \"minute\", \"miri\", \"miro\", \"mismatch\", \"miss\", \"mistake\", \"mm\", \"mo\", \"mobile\", \"modify\", \"monitor\", \"mother\", \"mothlike\", \"motorial\", \"move\", \"muesli\", \"multiple\", \"nattle\", \"ned\", \"nester\", \"nett\", \"netweaver\", \"network\", \"newly\", \"night\", \"nina\", \"node\", \"note\", \"note\", \"notepad\", \"notice\", \"notification\", \"notify\", \"number\", \"ob\", \"obj\", \"object\", \"object\", \"obtain\", \"occur\", \"office\", \"open\", \"opening\", \"operation\", \"operator\", \"option\", \"order\", \"org\", \"orth\", \"os\", \"outage\", \"outdated\", \"outlook\", \"output\", \"page\", \"page\", \"paint\", \"partner\", \"password\", \"password\", \"pastry\", \"patience\", \"pau\", \"pc\", \"pc\", \"pdf\", \"pe\", \"pennsylvania\", \"people\", \"personal\", \"phone\", \"phone\", \"phone\", \"physically\", \"pilm\", \"pilm\", \"piner\", \"ping\", \"pinolia\", \"pinxter\", \"pl\", \"plan\", \"plant\", \"platform\", \"plica\", \"pm\", \"po\", \"pol\", \"port\", \"portal\", \"pose\", \"positive\", \"post\", \"post\", \"post\", \"power\", \"president\", \"preview\", \"price\", \"primary\", \"print\", \"printer\", \"printing\", \"priority\", \"privileged\", \"problem\", \"process\", \"process\", \"product\", \"production\", \"production\", \"prognose\", \"progress\", \"proheim\", \"prohibit\", \"project\", \"prompt\", \"proper\", \"property\", \"protoplanet\", \"provide\", \"provide\", \"provider\", \"publication\", \"pudu\", \"punch\", \"purchasing\", \"purr\", \"qty\", \"quality\", \"query\", \"query\", \"quote\", \"raj\", \"randomly\", \"rebeset\", \"receive\", \"recent\", \"recipient\", \"record\", \"recreate\", \"redirect\", \"reduce\", \"reimbursement\", \"related\", \"release\", \"remails\", \"remote\", \"remote\", \"remove\", \"report\", \"reporting\", \"reporting\", \"reprint\", \"req\", \"request\", \"require\", \"rerouted\", \"reset\", \"reset\", \"resolve\", \"resolve\", \"resolve\", \"respond\", \"restart\", \"restore\", \"result\", \"return\", \"review\", \"ribbon\", \"ritz\", \"room\", \"rotates\", \"router\", \"rps\", \"rudimentary\", \"run\", \"run\", \"sale\", \"sale\", \"sale\", \"sannop\", \"save\", \"scan\", \"scan\", \"scanner\", \"schedule\", \"scheduler\", \"school\", \"screen\", \"sd\", \"search\", \"secondary\", \"secure\", \"seek\", \"seepage\", \"select\", \"select\", \"send\", \"sender\", \"ser\", \"server\", \"server\", \"service\", \"service\", \"service\", \"set\", \"set\", \"setting\", \"setup\", \"setup\", \"ship\", \"shipping\", \"shopfolk\", \"shot\", \"show\", \"show\", \"sid\", \"siemens\", \"sign\", \"sign\", \"signal\", \"silently\", \"sim\", \"sind\", \"sipper\", \"site\", \"skime\", \"skype\", \"skype\", \"slow\", \"sny\", \"software\", \"soldo\", \"solid\", \"solstice\", \"sop\", \"sound\", \"source\", \"south\", \"space\", \"space\", \"srac\", \"standard\", \"start\", \"status\", \"status\", \"stick\", \"stock\", \"stop\", \"stoppage\", \"storage\", \"strategic\", \"strictly\", \"submit\", \"subreport\", \"subtask\", \"sud\", \"sufficient\", \"supply\", \"supply\", \"support\", \"support\", \"support\", \"sw\", \"sw\", \"switch\", \"sync\", \"sync\", \"system\", \"system\", \"system\", \"ta\", \"tab\", \"tabu\", \"tax\", \"tb\", \"telecomm\", \"telephony\", \"televiewer\", \"temporarily\", \"thyris\", \"ticket\", \"ticket\", \"ticket\", \"time\", \"time\", \"time\", \"timeouts\", \"timon\", \"today\", \"today\", \"tollbar\", \"tommy\", \"tool\", \"toothed\", \"top\", \"tr\", \"tracer\", \"traffic\", \"trainer\", \"training\", \"transaction\", \"transfer\", \"treatment\", \"turn\", \"type\", \"type\", \"tyred\", \"uji\", \"unable\", \"unable\", \"unacceptable\", \"unchecked\", \"underpen\", \"unlock\", \"unlock\", \"unlocked\", \"unlook\", \"update\", \"update\", \"update\", \"update\", \"upgrade\", \"usa\", \"usa\", \"user\", \"user\", \"user\", \"vendor\", \"vendor\", \"verification\", \"verify\", \"version\", \"version\", \"view\", \"view\", \"vip\", \"virus\", \"vision\", \"volume\", \"volume\", \"voucher\", \"vpn\", \"vpn\", \"warehouse\", \"warehouse\", \"warms\", \"warn\", \"web\", \"website\", \"week\", \"wf\", \"wifi\", \"window\", \"window\", \"window\", \"wireless\", \"word\", \"work\", \"work\", \"write\", \"wrong\", \"wrong\", \"zarf\", \"zirak\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [10, 7, 1, 5, 9, 8, 3, 6, 4, 2]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el9881397700832739685112747213\", ldavis_el9881397700832739685112747213_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el9881397700832739685112747213\", ldavis_el9881397700832739685112747213_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el9881397700832739685112747213\", ldavis_el9881397700832739685112747213_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "9     -0.024252  0.208213       1        1  15.798177\n",
       "6     -0.318607 -0.034769       2        1  12.818651\n",
       "0      0.244290 -0.062648       3        1   9.515517\n",
       "4     -0.138578  0.268570       4        1   9.243139\n",
       "8      0.212642  0.190105       5        1   9.044582\n",
       "7     -0.105246 -0.057212       6        1   8.935026\n",
       "2      0.091725  0.033153       7        1   8.903884\n",
       "5      0.024483 -0.178504       8        1   8.630739\n",
       "3      0.123126 -0.166857       9        1   8.623204\n",
       "1     -0.109583 -0.200051      10        1   8.487082, topic_info=           Term         Freq        Total Category  logprob  loglift\n",
       "88          erp  1771.000000  1771.000000  Default  30.0000  30.0000\n",
       "12     password  1690.000000  1690.000000  Default  29.0000  29.0000\n",
       "31         tool  1512.000000  1512.000000  Default  28.0000  28.0000\n",
       "28       access  1583.000000  1583.000000  Default  27.0000  27.0000\n",
       "15         user  1547.000000  1547.000000  Default  26.0000  26.0000\n",
       "..          ...          ...          ...      ...      ...      ...\n",
       "111        call   266.652930   459.220710  Topic10  -3.6775   1.9230\n",
       "9         issue   371.969628  1392.450255  Topic10  -3.3446   1.1466\n",
       "71         home    67.223427    74.741987  Topic10  -5.0554   2.3606\n",
       "255  connection   119.881776   386.909101  Topic10  -4.4769   1.2949\n",
       "113       phone   109.798261   570.560215  Topic10  -4.5648   0.8187\n",
       "\n",
       "[752 rows x 6 columns], token_table=      Topic      Freq        Term\n",
       "term                             \n",
       "4522      9  0.998905     abended\n",
       "2453      4  1.006957     ability\n",
       "28        1  0.219119      access\n",
       "28        4  0.781123      access\n",
       "2782      6  1.088574  accordance\n",
       "...     ...       ...         ...\n",
       "689       9  0.998585       write\n",
       "1589      3  0.989371       wrong\n",
       "1589      6  0.009423       wrong\n",
       "2084      2  0.960096        zarf\n",
       "2497      4  1.118841       zirak\n",
       "\n",
       "[856 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[10, 7, 1, 5, 9, 8, 3, 6, 4, 2])"
      ]
     },
     "execution_count": 152,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyLDAVis_lda_model = convertldaGenToldaMallet(model_LdaM)\n",
    "\n",
    "import pyLDAvis.gensim\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(pyLDAVis_lda_model, corpus, dictionary=pyLDAVis_lda_model.id2word)\n",
    "pyLDAvis.save_html(vis, 'lda_Mallet.html')\n",
    "vis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Cb3pVOWYaZp9"
   },
   "source": [
    "## t-SNE Clustering Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "t7anq2EQalyR",
    "outputId": "836f97f7-941c-4c9d-c7ee-2ca35c17f223"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: bokeh in /usr/local/lib/python3.6/dist-packages (2.1.1)\n",
      "Requirement already satisfied: PyYAML>=3.10 in /usr/local/lib/python3.6/dist-packages (from bokeh) (3.13)\n",
      "Requirement already satisfied: Jinja2>=2.7 in /usr/local/lib/python3.6/dist-packages (from bokeh) (2.11.2)\n",
      "Requirement already satisfied: tornado>=5.1 in /usr/local/lib/python3.6/dist-packages (from bokeh) (5.1.1)\n",
      "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from bokeh) (1.18.5)\n",
      "Requirement already satisfied: pillow>=4.0 in /usr/local/lib/python3.6/dist-packages (from bokeh) (7.0.0)\n",
      "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.6/dist-packages (from bokeh) (3.7.4.3)\n",
      "Requirement already satisfied: packaging>=16.8 in /usr/local/lib/python3.6/dist-packages (from bokeh) (20.7)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from bokeh) (2.8.1)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from Jinja2>=2.7->bokeh) (1.1.1)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging>=16.8->bokeh) (2.4.7)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->bokeh) (1.15.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 728
    },
    "id": "6k4T4Hj2o1dc",
    "outputId": "9163b1e1-4efa-4dd3-87a8-e8c5fdaaebbb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.010s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.195s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.000008\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 55.660042\n",
      "[t-SNE] KL divergence after 1000 iterations: 0.400748\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"96941439-ff66-4d57-9d20-e3d1cc2da34a\" data-root-id=\"1001\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"10b14fa9-fe4f-4a90-86f7-f3cebe50b195\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1012\"}],\"center\":[{\"id\":\"1015\"},{\"id\":\"1019\"}],\"left\":[{\"id\":\"1016\"}],\"plot_height\":500,\"plot_width\":700,\"renderers\":[{\"id\":\"1037\"}],\"title\":{\"id\":\"1002\"},\"toolbar\":{\"id\":\"1027\"},\"x_range\":{\"id\":\"1004\"},\"x_scale\":{\"id\":\"1008\"},\"y_range\":{\"id\":\"1006\"},\"y_scale\":{\"id\":\"1010\"}},\"id\":\"1001\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\"},\"ticker\":{\"id\":\"1013\"}},\"id\":\"1012\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1012\"},\"ticker\":null},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1040\"},\"ticker\":{\"id\":\"1017\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1034\"},\"glyph\":{\"id\":\"1035\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1036\"},\"selection_glyph\":null,\"view\":{\"id\":\"1038\"}},\"id\":\"1037\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1026\"}},\"id\":\"1022\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1004\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1016\"},\"dimension\":1,\"ticker\":null},\"id\":\"1019\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"1034\"}},\"id\":\"1038\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 LDA Topics\"},\"id\":\"1002\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"},{\"id\":\"1025\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\"],\"line_color\":[\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1046\"},\"selection_policy\":{\"id\":\"1045\"}},\"id\":\"1034\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1026\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"10b14fa9-fe4f-4a90-86f7-f3cebe50b195\",\"root_ids\":[\"1001\"],\"roots\":{\"1001\":\"96941439-ff66-4d57-9d20-e3d1cc2da34a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1001"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get topic weights and dominant topics ------------\n",
    "import matplotlib.colors as mcolors\n",
    "cols = [color for name, color in mcolors.TABLEAU_COLORS.items()]  # more colors: 'm\n",
    "from sklearn.manifold import TSNE\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.models import Label\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "# Get topic weights\n",
    "topic_weights = []\n",
    "for i, row_list in enumerate(model_Lda[corpus]):\n",
    "    topic_weights.append([w for i, w in row_list[0]])\n",
    "\n",
    "# Array of topic weights    \n",
    "arr = pd.DataFrame(topic_weights).fillna(0).values\n",
    "\n",
    "# Keep the well separated points (optional)\n",
    "#arr = arr[np.amax(arr, axis=1) > 0.35]\n",
    "\n",
    "# Dominant topic number in each doc\n",
    "topic_num = np.argmax(arr, axis=1)\n",
    "\n",
    "# tSNE Dimension Reduction\n",
    "tsne_model = TSNE(n_components=2, verbose=1, random_state=123, angle=.99, init='pca')\n",
    "tsne_lda = tsne_model.fit_transform(arr)\n",
    "\n",
    "# Plot the Topic Clusters using Bokeh\n",
    "output_notebook()\n",
    "n_topics = 10\n",
    "mycolors = np.array([color for name, color in mcolors.TABLEAU_COLORS.items()])\n",
    "plot = figure(title=\"t-SNE Clustering of {} LDA Topics\".format(n_topics), \n",
    "              plot_width=700, plot_height=500)\n",
    "plot.scatter(x=tsne_lda[:,0], y=tsne_lda[:,1], color=mycolors[topic_num])\n",
    "show(plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "gcmcVq0WyUSv"
   },
   "outputs": [],
   "source": [
    "# Get topic weights and dominant topics ------------\n",
    "import matplotlib.colors as mcolors\n",
    "cols = [color for name, color in mcolors.TABLEAU_COLORS.items()]  # more colors: 'm\n",
    "from sklearn.manifold import TSNE\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.models import Label\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "def tsne_cluster_chart(model, corpus, num_topics):\n",
    "  # Get topic weights\n",
    "  # n-1 rows each is a vector with i-1 posisitons, where n the number of documents\n",
    "  # i the topic number and tmp[i] = probability of topic i\n",
    "  print(\"number of topics: \", num_topics)\n",
    "  topic_weights = []\n",
    "  for row_list in model[corpus]:    \n",
    "    tmp = np.zeros(num_topics)\n",
    "    for i, w in row_list:\n",
    "      if(i < num_topics):\n",
    "        tmp[i] = w\n",
    "    topic_weights.append(tmp)\n",
    "\n",
    "  # Array of topic weights    \n",
    "  arr = pd.DataFrame(topic_weights).fillna(0).values\n",
    "  print(\"arr\")\n",
    "\n",
    "  # Keep the well separated points (optional)\n",
    "  #arr = arr[np.amax(arr, axis=1) > 0.35]\n",
    "\n",
    "  # Dominant topic number in each doc\n",
    "  main_topic = np.argmax(arr, axis=1)\n",
    "  #print(topic_num)\n",
    "\n",
    "  # tSNE Dimension Reduction\n",
    "  tsne_model = TSNE(n_components=2, verbose=1, random_state=123, angle=.99, init='pca')\n",
    "  tsne_topic = tsne_model.fit_transform(arr)\n",
    "\n",
    "  # Plot the Topic Clusters using Bokeh\n",
    "  output_notebook()\n",
    "  n_topics = num_topics\n",
    "  mycolors = np.array([color for name, color in mcolors.TABLEAU_COLORS.items()])\n",
    "  plot = figure(title=\"t-SNE Clustering of {} Topics\".format(n_topics), \n",
    "              plot_width=500, plot_height=300)\n",
    "  #print(\"main topics: \", main_topic, \"num of topics: \",num_topics)\n",
    "  #print(\"x: \", tsne_topic[:,0], \"y: \",tsne_topic[:,1])\n",
    "  plot.scatter(x=tsne_topic[:,0], y=tsne_topic[:,1], color=mycolors[main_topic])\n",
    "  show(plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "id": "aAM0v7vu-LxO",
    "outputId": "44186380-dc81-43b3-e2b8-d3bc104b4cee"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.007s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.764s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.012868\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 83.244141\n",
      "[t-SNE] KL divergence after 1000 iterations: 1.603985\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"06903dc6-b64a-4841-9f67-c1c95da2e827\" data-root-id=\"1095\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"df689859-4f3e-47d8-9bd5-610244ab4bbc\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1106\"}],\"center\":[{\"id\":\"1109\"},{\"id\":\"1113\"}],\"left\":[{\"id\":\"1110\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1131\"}],\"title\":{\"id\":\"1096\"},\"toolbar\":{\"id\":\"1121\"},\"x_range\":{\"id\":\"1098\"},\"x_scale\":{\"id\":\"1102\"},\"y_range\":{\"id\":\"1100\"},\"y_scale\":{\"id\":\"1104\"}},\"id\":\"1095\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1147\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1148\",\"type\":\"Selection\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"1096\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1098\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1106\"},\"ticker\":null},\"id\":\"1109\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"1120\"}},\"id\":\"1116\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1115\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1142\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1120\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1118\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1114\",\"type\":\"PanTool\"},{\"attributes\":{\"source\":{\"id\":\"1128\"}},\"id\":\"1132\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1114\"},{\"id\":\"1115\"},{\"id\":\"1116\"},{\"id\":\"1117\"},{\"id\":\"1118\"},{\"id\":\"1119\"}]},\"id\":\"1121\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"1142\"},\"ticker\":{\"id\":\"1111\"}},\"id\":\"1110\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1117\",\"type\":\"SaveTool\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\"],\"line_color\":[\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1148\"},\"selection_policy\":{\"id\":\"1147\"}},\"id\":\"1128\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis\":{\"id\":\"1110\"},\"dimension\":1,\"ticker\":null},\"id\":\"1113\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1144\"},\"ticker\":{\"id\":\"1107\"}},\"id\":\"1106\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1128\"},\"glyph\":{\"id\":\"1129\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1130\"},\"selection_glyph\":null,\"view\":{\"id\":\"1132\"}},\"id\":\"1131\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1107\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1100\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1144\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1129\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1130\",\"type\":\"Scatter\"}],\"root_ids\":[\"1095\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"df689859-4f3e-47d8-9bd5-610244ab4bbc\",\"root_ids\":[\"1095\"],\"roots\":{\"1095\":\"06903dc6-b64a-4841-9f67-c1c95da2e827\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1095"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsne_cluster_chart(model=model_LdaM, corpus=corpus, num_topics=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OGJwXTx0tt_z"
   },
   "source": [
    "## HDP - Unigrams with BoW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2gDGmzKIpIG-",
    "outputId": "5096beaa-25a0-4171-90f9-b436a5d223d0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  HDP has Coherence Value of 0.66\n"
     ]
    }
   ],
   "source": [
    "model_hdp = HdpModel(corpus=corpus,\n",
    "                     id2word=id2word,\n",
    "                     random_state=123)\n",
    "\n",
    "coherencemodel_cv_hdp = CoherenceModel(model=model_hdp, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "print(\"Num Topics =\", len(model_hdp.show_topics(num_topics=10,formatted=False)), \" HDP has Coherence Value of\", round(coherencemodel_cv_hdp.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "6E_41NO4ulgZ",
    "outputId": "0ed0e723-b649-4ebd-b80e-2a6493aa641b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WordCloud For HDP\n",
    "create_word_cloud(model_hdp, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "id": "dQ58oNtpytNc",
    "outputId": "49ddc8f7-b6b7-4bff-9188-80680dfd0b2e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.034s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.391s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 54.520596\n",
      "[t-SNE] KL divergence after 1000 iterations: 0.285257\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f053ff9c-7ba8-4dd9-ad82-8febddc94f89\" data-root-id=\"1197\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"2e9d4dbf-a02c-4bea-bc20-1ae796cbf5de\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1208\"}],\"center\":[{\"id\":\"1211\"},{\"id\":\"1215\"}],\"left\":[{\"id\":\"1212\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1233\"}],\"title\":{\"id\":\"1198\"},\"toolbar\":{\"id\":\"1223\"},\"x_range\":{\"id\":\"1200\"},\"x_scale\":{\"id\":\"1204\"},\"y_range\":{\"id\":\"1202\"},\"y_scale\":{\"id\":\"1206\"}},\"id\":\"1197\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"1212\"},\"dimension\":1,\"ticker\":null},\"id\":\"1215\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1217\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1222\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1252\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1213\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1254\"},\"ticker\":{\"id\":\"1209\"}},\"id\":\"1208\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1257\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"1230\"},\"glyph\":{\"id\":\"1231\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1232\"},\"selection_glyph\":null,\"view\":{\"id\":\"1234\"}},\"id\":\"1233\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1221\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1231\",\"type\":\"Scatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1252\"},\"ticker\":{\"id\":\"1213\"}},\"id\":\"1212\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1206\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1232\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1220\",\"type\":\"ResetTool\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"1198\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"1208\"},\"ticker\":null},\"id\":\"1211\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1258\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1230\"}},\"id\":\"1234\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\"],\"line_color\":[\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1258\"},\"selection_policy\":{\"id\":\"1257\"}},\"id\":\"1230\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1202\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1204\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1209\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1219\",\"type\":\"SaveTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1216\"},{\"id\":\"1217\"},{\"id\":\"1218\"},{\"id\":\"1219\"},{\"id\":\"1220\"},{\"id\":\"1221\"}]},\"id\":\"1223\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1200\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1254\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1216\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1222\"}},\"id\":\"1218\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"1197\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"2e9d4dbf-a02c-4bea-bc20-1ae796cbf5de\",\"root_ids\":[\"1197\"],\"roots\":{\"1197\":\"f053ff9c-7ba8-4dd9-ad82-8febddc94f89\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1197"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "  tsne_cluster_chart(model=model_hdp, corpus=corpus, num_topics=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HMG-GALL-gZu"
   },
   "source": [
    "## NMF Model Unigrams with BoW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "3jYJCS5fxX_Q",
    "outputId": "3f95fc45-beeb-49d6-aa70-453dfb5ec549"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  NMF has Coherence Value of 0.65\n"
     ]
    }
   ],
   "source": [
    "num_topics = 10\n",
    "model_nmf = Nmf(corpus=corpus,\n",
    "               num_topics=num_topics,\n",
    "               id2word=id2word,\n",
    "               random_state=123)\n",
    "\n",
    "coherencemodel_cv_nmf = CoherenceModel(model=model_nmf, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "print(\"Num Topics =\", num_topics, \" NMF has Coherence Value of\", round(coherencemodel_cv_nmf.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "qCaQIwqP_InH",
    "outputId": "96bf41a3-8c5c-4001-f6cb-678952750bed"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WordCloud For NMF\n",
    "create_word_cloud(model_nmf, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "id": "x-nfLjqk_O6d",
    "outputId": "e107728a-4528-4296-ff36-e2f6388c0c47"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.009s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.350s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.048503\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 77.879372\n",
      "[t-SNE] KL divergence after 1000 iterations: 1.157384\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b2943c65-2316-494d-b341-c3be020cbcf0\" data-root-id=\"1307\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"64524d08-3f14-4289-b307-013b2a9d958c\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1318\"}],\"center\":[{\"id\":\"1321\"},{\"id\":\"1325\"}],\"left\":[{\"id\":\"1322\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1343\"}],\"title\":{\"id\":\"1308\"},\"toolbar\":{\"id\":\"1333\"},\"x_range\":{\"id\":\"1310\"},\"x_scale\":{\"id\":\"1314\"},\"y_range\":{\"id\":\"1312\"},\"y_scale\":{\"id\":\"1316\"}},\"id\":\"1307\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1376\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"1370\"},\"ticker\":{\"id\":\"1323\"}},\"id\":\"1322\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1332\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1372\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"1372\"},\"ticker\":{\"id\":\"1319\"}},\"id\":\"1318\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1322\"},\"dimension\":1,\"ticker\":null},\"id\":\"1325\",\"type\":\"Grid\"},{\"attributes\":{\"axis\":{\"id\":\"1318\"},\"ticker\":null},\"id\":\"1321\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1319\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1340\"},\"glyph\":{\"id\":\"1341\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1342\"},\"selection_glyph\":null,\"view\":{\"id\":\"1344\"}},\"id\":\"1343\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1342\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1316\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1310\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1330\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"1340\"}},\"id\":\"1344\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"1332\"}},\"id\":\"1328\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1375\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1331\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1314\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1312\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"1308\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1370\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1329\",\"type\":\"SaveTool\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\"],\"line_color\":[\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1376\"},\"selection_policy\":{\"id\":\"1375\"}},\"id\":\"1340\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1323\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1326\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1341\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1327\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1326\"},{\"id\":\"1327\"},{\"id\":\"1328\"},{\"id\":\"1329\"},{\"id\":\"1330\"},{\"id\":\"1331\"}]},\"id\":\"1333\",\"type\":\"Toolbar\"}],\"root_ids\":[\"1307\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"64524d08-3f14-4289-b307-013b2a9d958c\",\"root_ids\":[\"1307\"],\"roots\":{\"1307\":\"b2943c65-2316-494d-b341-c3be020cbcf0\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1307"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsne_cluster_chart(model=model_nmf, corpus=corpus, num_topics=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8dbzMsIoojlb"
   },
   "source": [
    "## LDA Mallet with Bigrams and Bag of Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ex5jTwhuojlc",
    "outputId": "89f2dec3-32d8-4c82-f1c1-f4d09174922a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  LDA Mallet Bigram/BoW has Coherence Value of 0.47\n"
     ]
    }
   ],
   "source": [
    "num_topics = 10\n",
    "model_LdaM_bi = gensim.models.wrappers.LdaMallet(mallet_path, \n",
    "                                                 corpus=corpus_bigram, \n",
    "                                                 num_topics=num_topics, \n",
    "                                                 id2word=id2word_bigram, \n",
    "                                                 random_seed=123,\n",
    "                                                 iterations=1000,\n",
    "                                                 )\n",
    "\n",
    "coherencemodel_cv_LdaM_bi = CoherenceModel(model=model_LdaM_bi, texts=texts_bigram, dictionary=id2word_bigram, coherence='c_v')\n",
    "print(\"Num Topics =\", num_topics, \" LDA Mallet Bigram/BoW has Coherence Value of\", round(coherencemodel_cv_LdaM_bi.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "4p8y0KT_ojle",
    "outputId": "4892b617-5fdf-4f60-ccd4-06d9c7b84ca0"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABGoAAAHpCAYAAADaq9rXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xcV3n4/8+5ZfrszvaqupJGvbpXyRjbGIOxAQOBEJLQEkhPSGghBJIA4RcIX0hseggmNsWEuBfcrV6srpF2pe29Tp+55fz+mNVaK+2qeVfN5/162S/tzJ17z52ZPXvuc5/zHCGlRFEURVEURVEURVEURTn/tPPdAEVRFEVRFEVRFEVRFKVABWoURVEURVEURVEURVEuECpQoyiKoiiKoiiKoiiKcoFQgRpFURRFURRFURRFUZQLhArUKIqiKIqiKIqiKIqiXCBUoEZRFEVRFEVRFEVRFOUCoQI1yphoNHpvNBr9/Pluh6Iob2yqL1IU5UKg+iJFUS4Eqi96YxJSyvPdBuUsRKPR5DE/BoAc4Iz+/LFYLHb/NB77HuDPgZXA5lgstna6jqUoyoXtPPdFXwfuBKqBDuCfY7HYT6breIqiXLjOc1/0NeB9QDEwBNwXi8X+ebqOpyjKhet89kXHtKEUiAGxWCx23XQfT5kexvlugHJ2YrFY6Oi/o9FoM/DhWCz2zDk6/CDwTWAhcNM5OqaiKBeg89wXpYC3AQeBy4EnotFoYywWW3+Ojq8oygXiPPdFPwC+GIvFUtFotA54KhqNHojFYg+do+MrinKBOM990VFfBfajZs9c1FSg5hITjUa9FH457xl96OfA38ZisVw0Gl0L/BT4D+AvgSTw2aOR3Wg0+mOgPRaLfW705zuBLwJzgT7gE7FY7ImjnU00Gv3wuTovRVEuLueoL/rCMYfcFI1GXwKuBlSgRlEU4Jz1RbHjDusC86bzvBRFubici75o9LlrgKXAd4E/PCcnp0wLFWW79HwWuIrCtKQVwBXA5455vhooB+qA3wO+G41Go8fvJBqNXgH8BPgbIALcADRPZ8MVRbmknNO+KBqN+ilk1eydypNQFOWid076omg0+nejUx7agSDws2k4F0VRLl7T3hdFo1Ed+DbwSUDVN7nIqYyaS8/7gT+JxWK9ANFo9IvAfcCxBag+H4vFcsAL0Wj0UQqR3S8dt58/BH4Yi8WeHv25Y3qbrSjKJeZc90X3AjuBJ6eo/YqiXBrOSV8Ui8W+Eo1Gv0rhIuwdwMiUn4miKBezc9EX/SmwKRaLbYtGo8um4ySUc0dl1Fx6aoGWY35uGX3sqKFYLJY6yfNHzQCapr55iqK8QZyzvigajf4rhTTfe2KxmLqDpCjKsc5ZXxSLxWQsFtsBZChMS1AURTlqWvuiaDRaSyFQ89nX31TlQqACNZeeTmDWMT/PHH3sqJJoNBo8yfNHtQENU988RVHeIM5JXzR6R+otwC2xWCx+9s1VFOUSdT7GRcYZbKsoyhvDdPdFVwA1wL5oNNoN/DtwRTQa7R6dEqVcZNTUp0vP/wCfi0ajWyjMTfx7CsWpjvXFaDT6GeBK4A7gC5zoBxRWLXgEeI7CL344FosdGP1lNyl8f7RoNOoDnFgsZk3LGSmKcjE6F33Rp4HfAa6PxWID03QeiqJc3Ka1L6Kw6txHKBQGHaZQK+sTwL9M/akoinIRm+6+6HFg9jHbvYfCGOnOWCzmHL8T5cKnMmouPV8GtgK7gN3A9tHHjuoGhihEaO8HPh6LxQ4cv5NYLLYZ+H3gGxTmWb/Aa1Hg36WQ1vufwPWj//7eNJyLoigXr3PRF/0zhTtOjdFoNDn632em53QURblInYu+6C4KUxESFC68/t/of4qiKEdNa18Ui8VysVis++h/o89Zo/9WLkJCSjWd/43i6NJvsVis/ny3RVGUNy7VFymKciFQfZGiKBcC1RcpE1EZNYqiKIqiKIqiKIqiKBcIFahRFEVRFEVRFEVRFEW5QKipT4qiKIqiKIqiKIqiKBcIlVGjKIqiKIqiKIqiKIpygVCBGkVRFEVRFEVRFEVRlAuEcYrnz/u8KCc9jNXThNXbhJMZAXfiZeCNkjpCq952jlt3+qSU2Pk0di6JlUvh2DmkayNdF6FpaJqBbvowPAFMXxG66UMIcb6bPSWklLiOhZWNY2UTOHYO17GRroPQdDTNQDM8mN4ghjeE4fEjxIUTQyy0P08+U2i/e7T9SDRNRzM8GJ4gHl8Ywxu6UD+3C7JRZ2DSvmjLpja2bWnHdV0ASkoC3P72RRQX+85Z4xRFOW2XbF+knB57qJPO77yHwNKbKXv75xCafr6bdE646TzZx2Okf7oNdygDugBHopX48d+1lMC7VyD8ZmHboTQjf/8kTm8S/1sXk3l0H3I4g8zYAHjXNRD6s+vRS/xwzJjDOthH6r6N5Hd1gguMljfwrK4j+OErMaIVY2OU1I+2kPz+JkKfuJbcc404rUNI20VmbLSIj+AHVuO/ZwXCuGQ/n4u9LwLVHymXoMT+L5M6+A2kk8FbfTuRNfehecvOaB/W0A76n78enMyEz2veSkqu/hWe8mumoslTYcL+6FSBmhNI6SJzKZzUMDKXQkr3hG30YAlGpOYs2jiekx5m4FefJ7Hll0g7D5oxaa/qX3jDBRWoORqcyKUGGe4+wEDrDkZ6YmTiPWQSvYWAhVUI1gjdQDd8eAMRvMFSgiX1RKoXUlq/nEjNYjz+YoSmn9MAgGPnsTLxCT9f0xc+ZSDpaGAqOdhK7+GNDHfuJTnYRnqka/TcM7iOhdBNDNOH6QvjC5XjL6omVDaLktrFlNQuwReqwPAGEUI7q/N3rCxWNsEJtZiEwBwNCk3WfsfOkhpso/fwRgY79pDoP0x6pBsrG8exskjpoukeTF8Yf6icQKSWkrqllM9cQ0nt6OcmtHGDKGXqDQ9laGkexHEKn3E6ZWFbEwd0FUVRppOUEuw8bi6FdCwQIDQTYfoQHt+4mxBSSqSVRebTSKdwAS4MD5o3CLo57m+em8/gZuLowRIQGm4uibRyIASax48Y/Tt51u12bJz0EJrpQ3iDyFwKN58BKRGmF80bROjmRCeMa+cK40HHLoxVvAGE6R/X/tfONUP2yFas3kZk9iqckZ6xv5HC9KKNjncuNdKVZB/dT/JbL2MsrCT0iWvRKoK4/Skyv9pN8t6NCL+J/65lCOO1z9E+1E/20X3471yCuagKmcyRfTxG9pH96BUhgn94BcJvFsac/SkS//o8Ttswwd9ZjbmyFlxJfls76f/ehjuSpfifb0evCL7WrkSO1H0b8F4zm+AH1yCKfNgHegtBnB9uwVxTj7Gg4kK9AaUoyiVGSpd834tIaxgAe3gHTqbjjAM1wghiRlbh5nqRdhLp2uDmkHZiOpo9bc4oUCOlJN+5n+Hf/ieZA88X/ohPoOiq91L+rn963Y2z+1tIbP45npqFFF3/++hFlZP+AddDZ/YBTifXdUgOtNCx7yna9z5FcqCFfGYE18lP/ALHwslnyKeHSPQfob9lG+3GE5j+IiI1i5i57A6qGq4mWDrjnGWaDLbvZPvD/4iVjZ/w3LI3/yUzl79t0gCEY+cYaN1B2+7H6Yw9RzbRi53PMGHg37Fw8mlyqUGSAy0ACM3A9IbwhcooqVtG3aKbqV30Jkxv8MTXn0JP03p2P/1vWNnxv5i64WPhDR9hzpp3nfAa13UY7txL+94nadvzBOmRTuxcesL2u3YeO5ckM9LFYMduOmPP4fFHKJu5kjmr30nl3KvxBiJn3G5FURTl4iKli9XbRHLbb0jvfxZ7uAshNPTianyzVhF5859gFFcVtrUtske2kNrzFNnGDdjD3QhNwyifTXD5bYQvfzd6qHRs3+l9v2Xgf79ExXu+gpPoJ7ntIfKdB8Dw4J25gsjaj+KdtRqhnd0YwR7uoufHHyewaC2BRWsZefFH5Jq349pZPNULCK25m9DqO9GOubkhpcQe6iCx/n7S+57FjnejByL4F1xP+Mr34K1fOjZOcLNx4i/8kNS+Z8i378NJ9DPy0o9J7nh4bH/+6PVUvPtf0MPlZ3UOFzJ3ME3m4X1g6oQ+eS3m8hqEEEgp0euKGfnMY2Qe2o33hrnoVeHXXph38N2+iMA7lyO8RmH72aVYe7rJPnMI3x2LMGaXFgIyW9qwdncT/IPLCfzOqrHtjcVV2I395J5txNrThb5u3mv7d1z0qjDBP74Gvb4YIQTmwkqc9hFSP9mKfWQQY37FpZF7oijKRUCgeUopdDoSYYbRzPCpXnQCPTibkit/hnQtpJNGWsPkBzaQ2PN5kNaUt3q6nFGgxk0NMvDrL5KJvUhg8U2Y5XNAP3EXvjlrpqZ1moHmKyK46k6KrvvgBTUdZiJSuiQH22jadD8d+54h0X94woyU0+HYOZxEH92JPnqbNhCuaGDelb/DzOV34A2WTfvdDTufGQ0wDZ/wXLy3ESldxHEljqTrkBxsJfbKD2nd+Qi51CBnk5UpXZt8Zph8Zph4XxMjPTGq5l1zVoEaK5ccC5QdS2g6/a07mL36nWPvpZSSXGqAw1sepHHT/aSGO8bShk+Xa+fJJnrp2PsUvY3rKZ99GYvXfoLyWWvQJvhdUZRLQTZrkU4VsgdCQQ8er/quK28wUpI9+Ap9D/4N+a6DeOqW4Ju1EukWgjfZ5m3IY27WSOmQ2PwLUrufwFu3hOCyFbj5FJnYS/Q98CnsgVbK7v7HsZtTbiaB1dvIwMP/gjPUgaduMYGlt5DvaSS59SFyrTup/vAP8dYtObvmOxZ2fzOJjQ+Q2PQgeqgM/4JrcbNJUrufJL3vWaBwI+6ofMc++h78FLmWHfjnXU1w1q3YQ13E199PavcTVH7w2/jmXIHQNITQMUrrCS69DSNcSWLLL/HNvYLgsls4Wi7RLJ+F8ATO8gO4cEkpcTpGsPf34rluDuYx04+EEBizSvBcM5vMr3Zj7e0ZF6jRIn7MFbWI0T5VCIFRH8FcXkP2t4ewG/sxZpciczb5DS0IU0OvDGEfHhzXBq0siHQl1p5ufMcGagwd8/IZY0EaAOE10GeXIAwdOZQBV4KmIjWK0pUaYSiXJuL1UxtUN2GngxCC4Lw/BWnjWgkCcz6M5q8/8/1oHvTAjHGPSemA0C/dQI090kO2eRvF6z5G6Vs/NZoGO0HnfZZ3dI5nVs6heO1HyBx4Hj1chqcmiuYNwQQBG80bxCyfNSXHPRu2laGn8RX2v3Av/S3bCylWU8R1LEa6D/Dq41+h9/AmFt3wUUrrl8NZTgd6vdKJ3vEBDCmR0qWnaT17n/1/9DVvndLzj1QvxBssPfWGZ6AQVGrBsbIYHj9SSuK9jex7/ju07X4cx5o4W+xMWLkkXbEXSPQfYemb/pz6pbedVbBJUS5kUkp27uhk/cvNeDwGb75tAQuiFee7WYpyTjnpYQYf+1fy3QcpectfUrzuY2i+wgW3zKVxswmM4temhAvDS+TmPyZy08cxymYgNKMQ7GneRvcP/pDU7ieJ3PzJE6aR51tfpeK9Xye05h0I04ebSzL02NcZeurfSe97Dk/totd1UyvXuY/iaz9I2Tu/hB6IIKWLf+uv6P3pn5PY9CDhK96N0HTcfIbhZ/+TbOMGyu76B4qu/xCa6UM6Fuk9z9B7/58x9NjXqfzQvRjhcoQ3SOiyu0FKEpt/TnLHw/jmXk7kpj96bUwnxITju9Pl5gfJtP0CN9eHf8Y9GOEFZ72vqeYOZ5AZC708CMcHsk0dvaYImbFwe5PjnhJ+ExH0jN9egFYdBtvF7U8XHrNcnM447lCG+FeeBf2499F2QYixGjdjuzI19OrwCWNJoWugCaTjosqgKErB9/e+zAOHtnJXw0q+fNWd57s5lyyz7CoiJf9duNbUvbyR1z46s9uejgWug3/+1YU51NNM6CZmZQOJTQ/Sd/9foPnDoJkTzrjxzb+Wmo/+17S3aSJ2Pk3T5geIvfx9UkPt03YcJ5+mfc8TJAeaWXn7Z6hquKYQGTzHsvEeJK9lCknp0tO4nu2PfJGR3kNnnIVyKlUN1zAdebeZeC+51AC6WUdqsI0dj36JnsZXcJ2pjLRKkgMt7HziK2RTA8y/6ncnrYujKBejXM7mcNMgXZ0JAgGTXHbqgrSKcjE4Oi0807QR//zrKL7xwxjhY4KVpm/cNCYo3DX0VM0/YV+emije+qXkWl/FSQ+fEKjx1C8ldPk7x8Zgml6Cf9Fahn77H9gDLWBbYHrP+lz0YAlFN/w+RlFloZ2Af/61mGUzsQfbcXNJdH8x9lAn6b3PYFbPJ3z5O9F8hYt9YXgILL2ZwJI3kdr1BLnm7RjLbikEAkbHK4XabRQCM5o+ZTVphB7AjKwgGfsaZullF1SgZizWoTHhDTahi8LYyT3N8ZMY3X5svCXBcRHFPgK/swqt7MQxuhBgzC8/4UFhTnARpBJolLPguC6tyUG8ukF1oBjtEqttlHcd0naevKPqIE4nITTQ1bUSnGGgRvMXYZTUYfW3Fqa+TPNUJKu/mf5ffhY3lyS48g7MshmgTdxks3LutLZlMvlMnNjLP+DAi/dh59PTfjwpHYY697L1159lxVv+jrrFb0abqMDfNMok+nAdG93w4roOPYdeZvsjXyTe2zjlx/KFyimtXzHl+wVGCzv3gRDseOzLdB18YcqDTMcea88z38QwvMy94n3ohufUL1KUi0Aykae97cQpkoryhiElVt9h3PQIvoYr0EeDHKd6jZOJk+/cT7ZxA1bfEZzMCG42Qa55O2j6hKtcemcsG3ejTAiB5gkiDE+hWK90Xtc1tlk+B6NkfJq50D1ovnBh5U27MH3LifdgD7QQmn03enH1uOCDML345l5BYuMD5Nr3jE5vmn5C92EWL0fzjQ9uSekirRHcXD9oJrqvCqEXMmmlHcfN9iKlDUh0bxXCUzrl2cpaxIfwGbgDaWTOHpvKBIDt4vQkET4TUTZ+6pfMWMhUrhDoOdokKXH7kmDoaCWj2+saWmUIcWQQ7+Uz8VwxPuX/5C6ti2nl/BnOZ/jCpodZXTGTTyxfi3YebiYryqXklIEaaefHVszRgqUEV7yFxOYH8VQ14J29BmH6OL6TF5o28eoAZ8jNJnEzI0Ru+iNKbv0L0M1J/56cj/o1di5N0+b7Obj+R6cM0gihoZs+/MU1hEpn4g2WYph+hKbh2nny2Tjp4U6Sg23kMyOnnDqUGGhh99P/hsdfTGXDNed2Rah8GiszguEJMNy1n93P/Bvx3qZJthajK1ZpGN4gHn8Rmu4B6WJbGaxsEsfKFAZSEwxKi6uj+I8bBE6VfGaEeG8j7XufpCv2/IRBGk038QbLCJbWEyiqxvSF0XQT17GxMiOkR7oY6WvEzqYKcx9Pws4l2f/ifYTK51I979pJiz5KKXGkiz7J1DYpJS4Sgbjk7lYoF5/+/hQjw9nz3QxFOX+ki5tNIDQdzVd0WuMRJzXI4MP/QmLrQ2j+IjzVC9CDETSPn7zHX1jpcgKar+jEB8XY/163wupOEwwNBYAcywxx82mk6xZWeDohI0ZD84WRro2bS3K+OekW0k334lpDICVmyWoCsz+EtFOkmv4DaSWwkweRVpzwsn/GLL0CmLoLTCEEenUR+pxSrAN9OF1x9FklY8WE3aE01o4OtPIg5nEZL248i900gLm0BmFoheDSSBb7QC9asQ99TknhGF4Dc0Utud82kt/Sirm8uhAMOqYG39FaM2oFJ2W6tMQH2D/UTbSkWs2YOwUpZaEOS64fa2QnTroVaacRmoHmrcQIRwtZgdrkq+wW9mHB0dorwgTpYA1vxxraDkiM4mV4Iqtfy1CRNtbwTqyhrSAdjNA8zLKrEEbRyY+DBDePk+nASR3GyXQgrXjhcT2A7q1CD85GD81D6L7Tvi6X7mj7J/3CaKB53rD91ikDNf2/+DS5jv1jP0srQ659N133fRCjpA49EDkhyyW4/DZKbvnT1904s2wmoVVvx80mcZL9aKEyhOGZeLWhc/wBStehbc9j7H/hu+TTk99NFppOqHQWtYtuojZ6E8GSejz+InTTh6aZhTnD0sGxc9jZJNnUAH1HNtO661GGuvbhTBoAkoz0HGLXU/8fV793BsGSGefsS2xbWXKpQTTDy55nvslg206O/wUTmkEwUkdJ3RIqZl9OUeV8/OGK0WW9NSQS17FxrAypwTZGeg4x2L6Tkd5GMvFuHCuLppuU1a/E459gYDoVpMuBF+8jPVI43rG8gRLKZq6ifulbKJ+xEtNfjOkNohkehNCR0sW1c1i5JKmhDrpiz9G25wnifU1wkgLSqaF29j3/HYIldRRVTJwFNphN8d+xTbxr3mrqQyUnPJ9zbJ5u20+5L8TVNecnk0xRjmo+PIhtn13RdEW5JAiB8ASQrlNYavs0Mo4TW3/N8AvfI7D4Zsrv/geMkvpCzZlsEue/P0n2yNZJjjXNN6VOc/+aN4jQNGQujXSd44I1Lm42OXrBcf6LA2fbfg5Iwku+hJvtJrnvy3hKr8S14jipw4SXfQ1reDvZ1gcwipchpiELQKsI4n/bYpL3biT13Y0EPlBYClsmsmR+sQtrfy+BD65Brz+uQKmUZH65Cy3ix1hQgcxaZJ+IYTf24797GXpdcWE7Q8N741yyj+wn/Ytd4DXwXjsH4TOQeQe3N4HdNozvlmihTo6iTDEpJa/2tzGSe/01Hi91UkqcdDOZ5v8i1/UYTroF146DaxXqj+oBNE8Znorr8c/+AzylVyH0CTLxnTTxPZ8h3/8K3sp1hJf8I5m2n5Pc/2WcdBsg0Xw1BGZ/kOCCv0IIk3TLT0gd/AZOugVw0cwSvLVvI7ToMxjBE68ppHRw0q3kB9aT63oMa2g70hrCtRLgjt5Q0AyEHkQzizFLLycw+w/wVFyPOI3pS+nD3yfT+t9Id+KbE2ZkJcUrvwXG+f9bcj6cOqNGytFIV4EwPPhmH7eq0wmZBFMTRpVWDnSTxNZfkdr9JEakGmH6JyxW7J2xnPK7/mFKjnvKdkmXwY7d7Hnmm+RSA5Nu5wtXMO/K9zNrxdsJV8w9ycDNQDe8eHxFBCK1lNYtY9bKd9Cx/xn2P/+fJPoPT9YS+lu3E3vp+yy/9W8wfWe+fNnZcKwMqaF2OvY/Q1fsuXErWwndJFK1gLmXv5eqhmsIl8855WpHpXXLmLFU4ro2ycFWhrsP0HngWUa6D1I179ppzZYa6Tk47meh6ZTNWMWSmz5JxZwrT1r8Vzc8mL4wgeIaymetZvbqu9n//L207X4U6yR3Efubt3Bow09YeftnJpwCNZzP8NPYJq6vnTdhoMaRLk+17iNgelSgRjmv8nmb1pZh3NOtq6AolyKhYZbPRvMGyTZvw00NoYfKTvqS7KFXEJpB0TXvx1u/bOxxJ96LPdQx3S1+3fSiSozy2Vh9h3HiPejFNa+toGjlyDZvQ/MX4a1ddOKLhQYIcKa/npWUEjt1BE/ZVaNTngJo/mqc1BH0UAPStbBHduMkm9B8VQhteqYlC13Df/cycCXpn+0gt6UNLehFpvNIx8V/11KC7199Qr0YvboIY04ZiW+8iDB1ZNrCjWfxXDWLwO9dhjZaaPjoalDhT68jde9G0j/eSvpnOxAeHWm5yKyF0VCGb+28iZqnXCK+t/dlDg738EdLb6TI42Nj92G29bUylEsTMrwsLatlbd0CKgNFE2ZkO65LR2qY9V1N7B/qZiSXIezxsbi0hutr51ETKEY/5hrMdl12D7SzZ6CTQ8O9vNB5iLSd5+nWfbQnhsbdQF4QqeRPlq9DAt/e9Rw96TgfWXIdc4srxo797d3Pc3CohyVltXx0yXUYowHgppE+7t3zIg1F5Xxs6Q1j2WhJK8eBoW5e6WqiPTmEBGaESri6ei6LS2sIe3wTvk8/P7SVlzob+aNlNzCvuJIj8QGea49xJN6PI11qgsVcU9PAmoqZeE5jxVYpJVnH4oGDW9ne18qMcAkfWnQNFb7QCTfRpWtjDW4ivvvTWAPrGZvXqHkRRhCkg7RTOHaCTEszud5nCS74S4JzP47Qfccd18VJNmEP70AA2ZKHSe77R5xsdyGJwsniZtpIHfoWemAWQveT3PePuPlBhOZBulncfD+ZlvsRepCi5V9D6ONrnEk7RWL3Z8l2PDR+tSRhIkaDJ9LNI60hHGsIJ91Mvv8lQtG/JdDw8VP2qW6uDzu+F2mnmCh+oOmB1z2l92J2ym9f2Tv+HnmGxVU1c+JfjDPlpAbJNW9HD5aAdHESfZNuaxRVTckxT4eVTdC48ackB9sm3cYXKmf5LX/FrJXvQDf9Z5zt4g2WMmf13fhCZWz7zRdIDU1yLOnStucJaqLrqImuPSdZNXY+Q+vuR+lv2Tau8K5u+pmx9DYW3vBRiisXIHTj9NsjBJpuUlTRQLhsDtXzricz0k2wpG6azmKiNmiUz7qM1Xf8PSW1i8+owKEQGuHyuSy/9a/xBIo5tP4nOPbE00Fcx6Jj31PMvezdRGoWn/FnpgkNTQjiOTXd5HRIWVg+eqA/xfBQhuxosVuPRycQ9FBaFiAS8aFN0Wp1AJmMxeBAmpHhLJmMhetKDFMjFPQQKfVTWhpAP35VjtdJSkkqlWdoMEMikSOXs7FtF00IDFPD7zcJhTwUR/wEAubr7iuklPT3pRkcnP7aXJO3oVDMeKA/xdBQhlzWRkqJx6Pj85uUlQeIRPxT9l7n8zbDQ1niI1nSaYu85SBdiW5o+HwGoZCHsrIAgeDUpOlKKRkcSNPdlSCTsQgEPVRXhykpPfFvim05dHbEGRhII6WkqMhHVU2YUOjs2yKlJJ936O9LMTxceH8dR2IYGv6ASWlpgNKyAIbxxl2RAUYLA9csxFO/lEzsRRJbH6Lo2t8dGwtJ18FJ9KEFImOPCY8PXAc3NTS2H+lYpPc+Tb5jH1rwxCD9hcSI1BJYtI7EpgdJ7XqSoms+AIaJdB2yh7eQ2fcs3vqleGetOuG1WjCC0A3yPY1IO4+Y5gL7mhHGzQ+PTv/JI/PDCLO4kKbvqyHb8WuMcJTA7D9AiOmr+SeCHgLvXYmxqIr8plbc4QxasQ/PmnrMZTWIIu+J2eGGhv+9K/G+eQHWtnZk3kafVYJnZf530EIAACAASURBVB32vh6sHR2Yy2vQZ0QKv+cSAr93GZn/3UN+cyv6rBKMhjJk1sZz5Uzspn7yOzowl1RhLCjHu64Bp2uEzMN7MRZUYDSUF6ZYuRJjUSVyOEv2kf0YCysxF05ce8kdSmMfHkQmc2iVIdx4FqHrmCtrQYB9oBf78CBaqR/P6nqE30TabuHx5kGEoWEsripkE0mJ3TiA3dgPmsCcX44+pxTyDtaBXpz2YYTfxFxag14dRrouTtsI1u4u5OjfdnN5Dca8MtyBDNb2dqQr8ayoQa8tnrbP9kKxpaeZlzobWVk+g5397TzRspeElcVxXYQQBAwPL9Qd4q9W38y84vGfp+26bOtt4es7nmbPQCcZO48rJZoQ+A2T1RUz+eTytVxZPQdt9AZq1ra4P7aZV7qayDoW8XxhXNqeHGIgmxq3/5xjjZVaao4P8Ez7Aa6rnTcWqBnIpXi0eTf7BrtoSQzy7nmrqfAXbkDvGejkkSO7eWdDoT+RUjKcz3Dv7hd5+MhOejMJ8qPlE0xN58FDW7mrYRUfW3I9RV4f4rjL/F0DHTx8ZBfr6qM0xwf4zu4XODjcQ86xQYKp6/SkEywprT2tQE3Wsfhl43a+ufO3FHl83FS/kJJJsgnt+B4Sez6HNbABkAhPCd6KmzAiy9HMCNJOYcf3k+9/sZBpk+kgFfs6RrABb83tk2b8OZkOUof+HWEECS38FKCR7XgIe2QX0k6Sbv5x4bVCEJj7EfTgbPJ9L5Hrfhxknnzvb3EyHRih8TeAhRFED84++gNGaD5G0SL00PxCcFvoOJkurIH15Ac3g5vFzXaTavw2noq1o1mKk49BPBU3AA5urh/XiiOdJPbwLpx08ynf9zeCU3779MD5WyfeUzWfmk88eFrbitexysGZkK5L+96naN/7JJNlDvmLqll+618ze9VdZ13oVwiB0E1qoutYeXuWHY98ifRI14TbZuI9NG7+GWUzVkz5MtYTcawMrTsfHpdJY/rCLLnpT5l7+T14A69vgCk0DY+/aPqmPE2itG4Zq9/2BUpql5zVhY0QAn9RFUvW/Qn59DCHt/1i0uLEqaF2mnf8L8sr56MbHqSUZByLnG0Tz2eRUpLI5xjKjr8IlkhaEoM0jfSzpLRmwn2/0Wl6YQ6+60riI1l2bO9gz65uRkYKQRPbKvwx13VtLFhTP6OYVavrmNNQhs93ZovhHWXbLn29SXbv6iK2v4/4SJZM1sKy3MLFvC7weAz8AZOa2iJWrqpl7ryyKbmQPnJ4kL27u2lrHSZ5TJDmaKaLrmuYpo7HqxMIeKiqDjF7TilzGkopKw1gevSTzk3O5RxSydxYIKirM053d6JwAT/0WppzNmvz+KMHeOG5yWpWvaasPMjd716G9/ilao+xY1sHmza0YtsOXq/BjTc1sCBagZSSeDzHzh2d7NnVzdBQmkzawjrmszVNnUDQpLaumBUra1gQrcDnP7P+WEpJIp6jo2OEw00DNB8eJBHPkc3a5PMOjuMiJWhaIRjm9RqEQl7q6otZvrKGOXNL8ZzkvQVwHJcd2zrYuL4FhGDevDJuvT2Kbbu8ur2TF55rYngog2U5eDwGxREf110/hzWX12N69NGAWYoXnmti/95eUuk8SPD5DMrKg1x/4xyWLq85o2CK6xb2uevVTg7G+sfe36PfKV0Xhfc34KGiKsiSpdUsXlJFuMj7hp1HrhdVUva2T9P3wKfo/8VnSG59CE/VPKTrYA+04mYTVP3+9/DUFFYiCi5/C4nNv2Tw8a9jD3WiBSPkWl8l37EPT00UJz75jakLgebxU3LLn2IPtNH/0OdJ73sGs3oBzlAn6X3PgmFS+rbPoE9wE81btwTvrFWkdz1Ozw8/jKdmIW4+i1kxm6Kr3ofmC51Vm5xMB9bwq7jpZqzBzWhGCCOyCl/dnaSa7iN16Ju4+X4wghiR5eBauLl+vNVvQQ/NBgFSWggxTVk1QoDPxHvlTLxXzjy9F7kSLeTBs7wG37qGwkOJHIlvvIhW4kcLe0l++xVCH78aY24ZmYf3IZM5zGU1eFbVYa6sxVxQQeLfXiT7ZAzPqjqE10AmcoWaNutbkDkHdyRL6kdb8N0SxXfTPMi7aGEfIuhB5mzckclvDNntIyS/txFzSTXWtg48l9VjHxkkVOzD6Y6TeXg/5vJqrJ2d2Af7CLxvFXbTAMkfbC4UPc7ZiGI/el0x9uFBUvdtwFxTD7aL7TXQ55QiU3msVzsQAQ/5V7vIbWgh/Fc34valSN23Ec8VM7BjvdhtI3iunoXbkyT5H+sLU8N0QeLFw4T/7Dr06nM7rjwfMnaeb+18FlPTeX/0Cq6pmYup6ezoa+O/Dmzk8ZY9RLx+vnDFHfiMwt9EKSVbe5v53Ib/oycT550Nq7ixbgElvgC96QSPNu/mydZ9dG38Dd+64T0sLSvcRPUbJn+24iY+vPg6HOny7V3P8XDzbu6cu5IPLboaU+hjwZmA6UEXAgksK6/l4eZdNA73jrW7JT7AcC5NVaCI7vQI3ek45f4QAsGBoW4c6bKsvA4hBFnb4ls7n+UnBzZSFSjiL1bezOrKmQhge18bDx7aynf3vITtOvzpipsITXKN+HjLHhpH+qgLRvjcZbdTEywmkc+yva+NyypnEjJP3RekrBzf2/syP9q/nip/EX9/xVu5qnrOWDbQsdz8EMn9/0R+4BXAxSy9ktCiz+CpWIfQA69lJTpZrJFdxHf+NdbAetxsF8n9/4QRXoARjk7YDjfXizCCFK++D0/lOkBilqxhePMHkdYQ1uAmhBkhvPgLBOZ+GIQHf/09DL58B3Z8D3ayESfdgh6cM744vNAJzPoA0knjKb8es2Q1urcK9NduGEkpcXPdZJr/i+T+f0I6aZzUYXLdj2EULSrUzpmEt3It3sq1YzV7pJsjsfuzpJv+A1DT6s/oisTNpUjueBizbCb+eVePi/xLKbEHWkjueJjQyjswK+a87sYJ01tY6QmQjo2bT4NjIzw+xFlkqUyFTKKHw1t/Tj4zMuHzmuEheu0fMGvF26dkNSZN06lddDPxvsPseeabkxQZlvQ2vkJ/6w7qFr3pdR/zdBwbpDE8QRbd+HEWXPuhQqHgi5DpDbHoxo8TqVn0ur9Xpr+IRWv/mMH2XQx3H5h0u479TzP38vdQXDkPR7o83ryHR5p3M5RLMZRL87XtT1J0XNqmKyVd6RHyjsNNM9a9rnZeqkxTBwEH9vfy3DONtLYMTRgvs20X23ZJpy36+1Ls39vLqsvquPmW+YTDp3/BeTSTZdOGVjZvbGNokgwTx5FkMtZYtk1sfy9zG0p50y0LmDkrcsZZH64r6e5K8PKLh9m9s4tcbvJi1kfPNZOxGBnO0tUZ59XtnRRHfNxy2wLWXFZfWB52AlbeYeP6FjZvbGVkOINlTf6H8+gF/umwLOeUU6bi8SxtrcNYloNhaMxpKGPe/HKaGvt59plGjjQNTriPY893oD/N/r09rFpTx5tvXUBxZPLCfOOOPZJl+7Z29uzqpqN9BMeZvK2uK8nnHPI5h0Q8R1dnnN07O1l9WT03rJ1LaVngJIGwwrFaWwq1zjQB6bTFgX29PPp/+0inX8tazOVsenuSPPbIfnRDY9WaOkZGsvzmob0cOtg37nueTlukW4f5zUN7MQyNRUuqTus7lk7neXV7J+tfbqa3Z+IpnI4jcRybbNZmcDDNoVg/r+7oZO26BuYtKMMw3ngrfQghCCy9heqP1ZDY9ACZ2Iukdj8BmokRqcG/4PpxS3QHlryZivd9ncTGB4i/8hOEx4+3finl93wFe7CNkZd+PG5RBs3jx4jUok1wA0MYHoxIDVogwtkWFRaagV5chR4uL6w4dSxNRw9XIAzvuKnnZnWUyg/9JyMv/ID03qfJNm1GC0QILr+N8NXvx9dw5YSt0YtrqLjnqww99U2yTZvJNm1E85cQuvydvJ6p8641gpvrw1d3NwBOug2jaAlm2dWEvZVYQ9sKhTNLr0DzVJDreRJh+LFGdmGNvIqTbCI4708wy6+7sAKOx70l1p4u3J4kwd+/HGHq2I0DheyZOaVguZjRSgLvXVnoTI7uwnYxZkQIvG8VjPb1dqwP5/AARV+4Ba0qRPaJGLlnD+G9bjbSlYgiL4EPrIZTBXmlRC8P4b99EU7zEL47FpP+2XacrjjZJ2J4rpiB99rZ2EcGSf1gM77bFhbOyXXRQl486+ahlQcL7R0teiz8Jt6rZqFVFB4XpQH871pRmMI1t4zUj7Yg4zmc9hEQ4L15PlptEfJ/96KV+Mk9fQiZtfHdsRikJPmNF7F2d6NVhS+sz3Ya2NIlYWX56jV3c/uspWNTnC6vmk2Rx8enN/wvG7oP05tJMDNc6JPi+Szf3/sKjfFePrX6Vj68+FrMY/qBa2saSFk5nus4yP8c3MKXrqpFEwJd05gxug/HdYmMZpGU+oIsjFRj6hP8LZCShSXVuFJyON6P5TpoCBpHepESbq5fyKMtu2mOD7CktBZHOhwa7sXQNKKRKqSUbOo5wi8bt1PuC/Hlq+5kbd2Csb7miqo5rKqYwd+8/EseOLiVNZWzuGXGiWN7CTzXfpCPL72BDy+5juJjxtt3j2buTNadGlqhsHfaznPv7hf53r6XaSiu4EtXvp1VFRPXDJXSJdf7LNnux0E6aL5awsu+gqf8uhNKPAjdh1lyOeElX2R48wdxs51YI7vItP+SUPRvEZOsgOypvAmz9LLR/Uk8pVdihBdgDW4qFA4OL8BXdzdCKwSuNH89RmQldnwPSGu0bs2xS8wV6OFFFK34RqFtE5ybEALNW02g4Y/J9T5Lvve3gCQ/sIGga4F26uthIURhOpVmnjDF643sjAI1TqKf4We+Q2DhDYVAzXHcbJL4Sz9G84YonoJADYwWXIr3ktr5KNnDm3GSA4Quu5vw5e8G3cDqb8Ye6cFbv3TckpXTpa95C0Mduyd9PlK9kJkr34ZmTF2Gj254mbH0No5s/QXJwZYJt7HyaTr2P01tdN2kqwlNC6FRu3Adcy97D/oUnvO5VlK3jKqGa9DOYLrTZIQQhMpmMXPF20gMNJ9QqPio9HAXfUc2U1QxF01oLC2rpSeTYENXU2H+LScOWYUQLCqp4ZaZi7m2puF1t/VSZBgaHe0jPPX4QXp7Eqe94nouZ7N1Uxt+n8G6m+fh851eoDWZzPP8s01s2tBC/iTBkuPZtsuhg/0kk3lue+tC5i8oP6NgzUB/isce3k9jYz/uSYIIJ5PPOfh8JkKbfODqjAZfTjcAM11s22VwIEVH+wiPPXyAzo6R0/5sbdtl+9YOTI/Om29dQDB46oByMpVn66Z2envPbtWaXM5h6+Y2LMvljjsXEwic3vcplczT1jLMhldaxgVpjpXN2mza0MKsOSXs2NbB4aaBSd+LVCrPxvUtzJhVQnHxyQc/uazNS88fYcP6FtKpiQv7TcR1JUeaBkjEs9z6lihLl9egneQ7dakSmo535go8VfNw0sPg5AENYXrRfGHEMWMUzeOn6Kr3EVx2KzKfBqGj+UJogQgyn8a/8MZxU7oDS95E3cwVaP4Tp2946pZS92e/RvhCZ51dbJTUUP2RHxcCNsdlxeqhMirf/02k644Gg0bPVwjM0npKb/8bitd+GOwcaCZaoBhtgtoMr71PGp76JVS89+u4mXhhGXLdQPMXj3uPzpRZtBizaPHE5xdeUFhBZZR0bfK9z6MH5uCf8R5ca4hU47dxcr2YE1yoXEhkMo/TPkzqe5uAQoaNCHlBSoRHRysPIo77WyIMrfD4MUEXmbPBoyNGs/60Yh8y5yAtF6EJ9IogwjzNMZGpgakhgiYYAjSBdFzcoTS5ZxuxdnWB7aJVhkCAsaCCwD0ryG9pI7+xBd/bl+C5rB5jTimBD6wmt76FxHdewfem+XhvmIvdNED2yRjYDm4yj5vIFQJEMyNIV5J+cCdyOIMRrUB4jcJqWYcHSH13Y+FcLRfhNye6Br3kCCAaqeK6moZx9WQ0CUvKainy+BnMpkgfs7JcZ2qYrb0tVPqLWFu3AFMbnwla5PFxWdVsXu5qZNdABykrN2n9l9NpYIU/TLkvRFc6TtLK4dF0Dgz1EDQ93FA3n2c7YhwY6ubWmYuJ57P0ZOJUB4op9QXJOTabeo4wnEtz84xFrKmYOa7ejgCWl9VxXe187o9t4pXORm6snT+WPXSsulCEe+avodhzejdwju4/YHhI2Xl+FtvMjw9sYFFJNZ9afSsryusn34+bJ9f5MDiFLGRP+bV4Sq+ctA6nEAKzeDlm6eXkOn8Dbg6r/xXk3CGEt2LC1xihBQj9aB8qEJ4SNN9rU9yMoqUIc3w9U91fe0wTJ667ejrvjRACYYQxSy4n3/schaLy3W/o+jJT4cwyarIJ7KEOzKoFJ8yjFUKgh8oQngD5rsmzCM6IlOTbdtH/q8+T3v8cwvDiZuN4aheNTSnJNm+n/1efo+I9XyW08m1Tc9xJOHaO1p0PY+cnrmiu6SZz1ryLYHHtlK5CJYSgqKKByoarSQ62MuEdJ+nS37yNdLyLYOTc1XUJl81m4Q0fwxeeuNO4GGiGl5nL34p3CmsCaJrOzGVvpW3PE5MG9hwrQ0/TemYuux1PIEK0pJpoSTW3zlzMR5/9KX+35jZWltePf5EAn27i0U4+neKNLJnM8/QTB+npTgDgD5jMmBlh1qwSyioCeL0GuaxNZ0ecQwf76e1JjGVL2LbLpg2tVFSGWHP5Sf7gjkql8jzz5EG2bGobt/JRuMjLjBkR5jSUUlpaqOGRyVh0dcZpPjJEZ0ccy3KQEjo74vzmoT28/a6lLFxUcVqfq2U5PPfbxnFZFLouKK8I0TCvlKrqMKGwF13XsPIOiXiWnp4kvT1JBgfTJBN5HMelpjbM3HllJz2mrmvMmBkhlz8xmy+VyHHk8ODY+3d02+KSUw/gSkr86JNk8UymvW2E3zy0h472Qkaj329QW1fM7DmlVFQGC59t3qGrM87hxgG6OuNjn4vjuGzf0k5ZWYDrbphzyve5rCzA/Gg5fX1JpATD1Cgq8lFRGaSqKkxFZZBAwIOmC1LJPB3tIzQ1DtDflxrL8rEsl1e3dzBrdglXXn16Ux3i8RwvPt9ET0+CBQsrWL6iBq/XYO+eHvbs6ho7n+6uBC89f5hDB/sRQrBwUSVLl1fj8RrE9veyc0fn2LbtbSO0HBlk+craSY+by9m8/OIRXny+aSxrSggoKvIxa04Js2aXUFTkwzA10mmLvp4khw7209OTwLYKU8D6elM88n/7CQQ8zJ1X9sYM1giB8IVOa/qOMDwYxdUnPu4Lox23OIA2wWNjz3n8aKM3x6Rjk+89hJs7/cCqUVKHXlSJWTbxd1ToBsZJ6sVp3sAZr+4khIYeLCnUIDwPhNDx1b2dbMdvSMa+BkLHKFqMt2LtCfUsLjR6XTHG3DIC71uJCPsgZ6GVBV8bd07UfMG4DBsArSQAjsRuHsQQYO3rQasMIY5O/z2rMcYxF8yGhrGwEq3Yh3fdaBFjKdHKgoXMmAUVmIuryD51kOxTMcwlhcCkPrOEYEM52ReayD59EM+aerJPxZDpPMHfuwxrXy9Oa6G2k1bkQwt50UsDGNfMKix7rmsYs0sxGsoJvH91IXiUtdGqwpd8kAYKdQznRSrHsluOEkLg0038ujlWt+aow/F+BnMpfLrJp9f/Gu8EdVm603HyrkMin2U4lz7rQI1AUO4LMTNcSkdyiOFcmqDhZVd/O/WhElaWz6DKX8TO/nYs16E3k6AnHWdFeT0Rr5+UnePAYDcSWFFeP+G0Jt9oTZ2fxjYRG+4hns9MGKiZW1TOjFDJGY+nDaHxvb0v8f29r1AfivDVa+5mXqRirHbPRJxMB/mhzaM/aXirbzuhcO/xhCeCWbysEODBxYrvwc31o00UqBHmaEH014KrQmhoZgmgAS5GcM4Jdbg047UsTWmneV0LAgmBHphZ6DtkYQoX8vRv+ignOqNAjXQdcO1JByBCNxG6UZiiNAXcXIrBJ75BtnkbJbf+OZ6ahfT/4tPjtvHURMHOkznw4rQGaqSUxHsbGezYzWRf4mCknup510/LUuFC06lZcANHtv1ykulPhbon8Z5DBIprz9FFvGDm8juI1Cy8qIMG/nAFFXOunPr9Rmqoid540gysgdYdZBJ9eI65Sxnx+llSWkPE66fYO71FFi9FfaMZEEJAdU2Ym26ez8JFlZimNi5zZMWqWq4azPDSC4fZvKkNZ/SiNp22eHVHJ4sWVxEMTZ554bqSHVvb2balfeyCWAiYNbuEm29dwKzZJZimPq47WLGqlnTaYtuWdl5+4TDxeA6Agf40zzx5kIqKIGXlk0+TgUJf1N2V4GCsfyxIY4xOg1l7U8PYNJtjdyFl4XWWVaij03JkkKamQRYtrsR/irotpqlx+RX1rLm8/oTnjhwepOPH28hkCpkfXq/OtdfPZsmyEy8+jycEZ3wh392VGPt3ZWWQm948n0WLq/B49XH7WrGyhkQix0svHGHDy81jn082a7Pr1S5WrqolXHTyQabHo7N8ZS2HmwaorArRMK+c2XNKKSsPoGli3HssJay+rJ6B/hTPPHWIPbu7x75Ptu3y6o4OVq6uPWk9nqNyOZvDTYNEF1Vy17uWUlTkQwhomFdGLmdzYF8PUkI+77Bta6FQ5qo19dx2e5RQ2IsQMH9+OclknoMHekeLaRdW51q2ombC75brSvbv7eGVl46MBWl0XbBkWTXXXj+HuvpiDEMbd75SSq65bjabN7ayYX0LqWRhMDY8lOHZZxopLQ9QWvrGXE7zfHIzI/T9z1+TbZ5kee8JlN35eYpv+jhviKvYo4TALL0Ks+QyODqVWxgwWmzzfBN+E/87luIOZdDKxv8eGQvK8Vw7m/QDO8EoZLEE3rEUI+JHBEyE58QsGOE3Ecf1P3ptGN9bFpJ5aDfoGsJj4H/38kI2jlcvZKCcTlsNDRHwFPYRMBGaVjje6Dmk/2cHqf/aWigOvLgKf1UY+0Afmf/bW6iXYzl41zYgfCbWnm4yv9mD0LXC49fORgRMzGU1ZB8/QPqn28FroNcWFbJ2cjZuPIsV68XpTaJV9eFbNw9zdR126xDp/9kBhoYW9hK4ZwVa+OLN/D5duhBEPCcpDzHBw4PZFEjIuzYticEJV4QCKPeFiHgDr3tt32KPn1nhUnb1tzOYTTEk0rQnh7mrYSVhj5eFJVVs7mmmL5OgN51gKJtmblEFQdNLfybJSD6LhqDI45uwrRpibPwcz2fHCg2f0A7vmZfRkMCLnYdoSw6RtLJkHXtcdtJk7OQhZG40Y0XT0bxVuLn+U75OaN7CCk5uHjc3UFjGe8LtPAgjxAkfsDDHHhOe0kIfN+75Y/oFeeqV+KSUgFsozC6dwsrPRx8bLdh+zNaj2ytn64wCNZrpQ3iDWD2HkFKO/3JLiZMexkkNTdkdEnuog2zjeoIrbqf0jr/DzSYR//fl8W3yFaEXVWH1HZmSY05Kugx17iMT75l0k9IZy/FPcHdsqoQr5uLxF0+6JLidTzHS21hY0noK6uOcijdYSs3CdRdtXZqjIjWL8E9DRpBu+CifuYb/n733Dq8jPe+z73fa6Q29kQDRCPa65O5yK7dQuyqWVawvWil24k+y9MVSHFnFjuw4caK423HiEkmxI32WrFiWrF2rrbS72l5I7rJ3ECCJ3tvp0978MSBIEAcgAALchvu6pGuJM2fmOXPmzLzv732e36P7I1i5ZMFt8ukRJgbbiJU3Tf0tZgT5wo53kPCvTHJuhPLyCA+/ex1NzaUFBQFVFRSXBNl7fyMDAynaWq/8rjovjTE6mplVqLncjefA/k5M88oAoKo6xrveu55VlztwFDhmJOJjz511GIbKE4+fIz1ZYtLdNc6hV7u49/5Gz2dnDgYHUiQnrpTUFRUHufveBkpKQ7PUDwOIqYyX6poYW3dUzxCSCuEZmwsKrRMVyohRFLHsXYBKSoK8413rWLe+rGC5mKoKYjE/99zbwOBAirOnB6ZErZ7uCYaGMpOixuwfXghBzaoY/88j24jG/AQC+qzC0mXRqaw8zAP7mpgYz3GhfWTq9eHBNMNDaaqq59d1JBDQuWVXDbHYlXTsUNhg85ZKLrQPk8t6gynbcoknAtx6e+00I99gSKd5bQnt54ewLM8AeGQkg2W5GAUmcRPjOV556RKpSbFFCGheW8o7372OeGLmQPby9RRPBLjznnqEIvjZE61TmVUdl0Y5daKf2++oe1tm1byeKP4IiXf9Bm5mbN7vMapaeFuJNJMIocAyGQffKMKv47+vqfBrmkrg3esxbq0F00YEdM/jBQh+ZMeVjJirCHxw87Syp8v78T/QjLG9GpmzUeJ+RMyb3PrvbUTa8yvl1eqLCf3STpR4gNC/3oWSCHiZLEEDEdAI/8ptuONZQKAkAuDT0DdWoJSHwXan4heagt5SilK8CywH4ddQir3yK9/tdejNJci8gxIPIB0XJeoj++hJ1PIw+pYqsF1yT7d5GTx3NxB8/yacwbS3r5DhZR29TVAXaIFw2fi2IVrKl257LyX+2c+VrqhUBG/MlFlVFBomuz11p8fIWhYZ22RjURV+VWddUSVPdJ6mdXyQ3vQ4mqJQHytBFQoCga6oSCS2O7tnnj0pzmiKMmuWnLKI+56UkgsTQ9xV1YTpOjzTfY4/PfIkv33LO2mKF+6MBuDmenGdyUQG12biyKcQyvWzklxrFNzLZdASaRUWahAqopAXjBDe7V1Oij5zDvpmF1WklEhrFHviFHaqDTt5FjfXg2uNI+2Ulz3j5r3W4HL+NgArzM2ChBo1Vo6/dhsTr3wLf+Ot+FZvRTECk60nhxl/9qu4uQkCTXuWJDg3O4GTGSPQsBvFF8LNzfQKEIqK0P24s5QjLRW2mWXw4gEvq6gAqu6nqGYzmrF8k2sjECcUr5pVqAEY6zuDEbWJSwAAIABJREFUY+WXxMj4esQrW4iXr31TZ9MgBPGKFvRl6DAlhCBeuQ5/pGxWocZ1TEa6jrJq4zum/qYpCtXhuNdtx7HJWHkQgpgRmHWVY4XpGIbK3XsbaGwqmXOiKIQgFg+wa/dqOi+NTYku+bxNb0+SmlWFu945juTEsV76+67ck8Jhg733N84q0lyNrqvsuKWGkeEMzz/b7i1CuJLDh7ppWV/G6trZxW7X9cyLr16kiCcC8zbJBU9UCIffnCuLuq5wx931tKwrLNJcRghBJOpj962r6bg4OuX3YlkOvd0T1K25/oKCrqtUVs3/3iCEV362fWcNXV3jWJPXUzptMjqanbdQE4v7WV07PR1bCMHq2jihoDEl1ABU18SorIrM2LayKoqmqVMZMumUiWnaM4QaKeHUyf4pM2Pwrqf7HmwiMY+MmEBAZ9etqzl9sp+uTq8kzTQdjh/tZfOWSqLX8cVZYWkRmkGweWnGYCu8cRE+Da1m5v1ELS08wVZnESmEoaJWzrzHKdf8bqXlkH30BPb5meNPY2cNvrvrEbqKWuZl3KslV44nEgFPoLmagI62euY9WPh1tALPXWGoM9prS1fiDqeRjgRNQabMKYNixOz7WmEmNeE4mqKQsvLEjAANsfmVYc+KlNfNullfVElAM2gdGyBtmfg1nfpYKbqi0hwvx5GSMyO9DGZTRAw/a+NeaZxf06kJx5F4bcBN18Z3zZzHdl06kt5iSUUwSnAe3ZvmixCCO6ua+JM7P0jKzPH5l/6J53vO8/uvPc6Xbv05yoPRwmbC1gS4+cv/wkkvJsFAIqf2cW1gCjD3Ip/X2nvh36uTGyDf8xjZzv+DNX4MaY4yU9RRJrN1VjJolpKFZdQEYkTv/FcMfuuz9P/tx/E37EaLVyLNHPnuE5hdJ4ns+Sj+hiUqI1FUhKrjWrlZU6dcM4OTGsK/euvSHHMWbDPFaPfJWV/XfCGipQ3LKlpoeuC67bfTI524zvLXAwpFI1G1Ee0mGDgvJ5oeIFS0evLmtfQEouUEo+UkBwu3K3Ydm4nBdqTrTKsrdaTLqZFevn/hGBcmhikLRPjizocI6gb9mQmODXWxs6xuJetmFsorIqxtKZxJU4jqmiihkIE5KfhKKRkemt3jIZuxOH1qYNp9aXVdgoamuf1eruZyac2RQ91TJVBjoznOnhmkZlUMZZYVMSGYkbGSTpnkcvZ1W0G/FSgu8dpBz9ffprIqSjTmn2bMOzSURsrlqXBQFEFVTZRQUGdsUqixLJdc1p6ZiToLxcVBDN/Me5LfrxGJ+hgevlJeXFUVLXidh8O+aefocsv2a7FMm9Mn+6e91txcSkVlYT+UQkSjPtY0FNPTPTHlz9PbO8HwcGZFqFlhhbcCmoLvngaM3bUzXlIiBrwOnd6EgMDPb8I82InTPgI+jcD7N6NvqXob5ofdGLWRYtZESzg/PsjLfW00xkrR1OmZKPIq8aXQoqEQYiozJ2XluZ5UUxctJuYLcHa0H1dKqkIxygLeokNVKEbCF6BtfMhr0+0PUx32RLeQZrC9dDXfazvCy33tfLBxOzVX+cxIKRnNp3mxtw1dUdlcXENkkSbrsxH3BQnrPkKawee2P0hfZoKnu87y1ZMv8O+23U9IM2Z2mZoqEQKEgRZdj9AWaG8g9EnPmZuD13a7n+SJ3yLX9V2kPQEoCC2EGmpACzeh+IoResxrL676sUYOkuv+HiuttZeGBQk1QgiCLfdQ9i//grGn/pJ85zGyrS8jVBU1Wkbioc8Qu+uXC3YlWAxqpBQtXkX21NNEb/3wjNellSd95AfYoz34935ySY45G5nxXnLp2WsJNT1IKLFqWWNQNB3NN7dBYS41iDOPWskbRdUMElXrl3RSmLVNhnJpKoPRqZv91diuw2g+Q0T3FzQFWwyaESQYK+zbsBQoikqktIH+tpdm2UKSSw5i5VMYk78bV0qODnbxxVceYzCbRALF/hD2ZB39WD7Dnxx5kk9suIv3NiyvQPlmRAhYU19EKDzzQTkbPp9GLO5ndPSyUMOU70oh+vuTDF0j5KxdVzYvD5IrcQoqKsOUV0amhBrHcbl0YYRMxpo140UIr+TEMNSpDKDBwRSvHujk9jvqrus582anbk3RtDKf62EYKvFEYJq/zVzf7VIQjfowrrkW7Enz6PmEHY35Cwp1iqIQuKZ7VFFxsOCgWdOUaYKebbsFW5kPD2fov6oNt8+vUVufuG753dUIIaipiaEo4oqR8qSp85r6uRcXVlhhhTc+QgjU0usbZN9UhECtiBB4d+FOXyvMn8pQjPfWb+F/HHuG/3XyRcK6j9srG0j4gggEGdtkMJuifWKQpng5zQVKfARQHoxiKBqHBzs5PzZAc6IcTSiYro3tuoSuEkyihp+GaAmnR3sJaj6a42UUTS4+VgZjVARjnB8fpC8zzp7KRoKalxWjKgp3VzezsbiKI0OdfPXkC3xswx1UhuIIPNPjb5zdz8GBSzTFy7h/VUvBOcVSIIRgfVElX9i+j/988Id8q/UglaEYj6zdTeCaeYpQDC/jRLoILUR08x+iRdYu9IAoxk18prp5Mu1fIdvxTc97RjHwVTxEsO4X0WKbUfQ4Qg2AYniinhCkz/8VuZ5HVxJrlogFCTUAQtMJrr2TQMNu7PE+3GwSoWqo0TKU4PVT/hcUXLyS6G0fZvTxP6X/a79CoPkO3FwSa/ACyf3/QPb8y6Re/S7+2q2Etjy8ZMctxMRAO3Z+dpNkRdWwchNMDLYvWwyunce9jgjjWDmvzGYZvXIAFM0gUlK/pPs8OdzDnx15iv9214coDcwcEIzls3zp4I95X8M27qouXLu9UFTdvyz+NFcTKZ65AnU1ZmaMfGZsSqiZMLP879Mv4Vd1vnzvIxzov8j32o9MbZ/whYgZAV4dvLQi1BRAUQS1dQtz8VdUZYbIks8XNlWTUtLdNT5tsh8M6lRWRmfNgpkNw9CoWRWnrXX4qkyEJKmkOadQU10do7wiQmeHV65i5r0uUL3dE9y6p5bKqijBoP6WzK6pXZNYUCaMogr8Bb/b5evTaujajCyXhawthUIGhS4lL5tq+oAzHDYKfgwhvOv6MlLKGS28pZQMDqSYGL/idxTw61RURBZ87cQT/mmf2XUlQ4OLa22+wgorrLDCzUNXVB5Zu5u0bfJ3Z/bzxZcfoy5aTGkgggBSdp7e9Dhj+Sx/ftcvFBZqhODe6mZ+ePE4p0Z6+TfPfouGyVKmrG15gsaOfVPbBzUf64oqeab7HBHDz/sbtk0JKkHdoCVRzj+0vkbesdhYXIVxVSeqqlCML+zYx3/Y/32+ee4AL/e1UxspRgjoSI5yfnyAqlCMz29/kObJkqnlQhUKd1c34ciH+OLLj/IXx57Br+l8qGkn+lUCkeIrRagBpG0hnQxCC6AGZzZpeCNhJ8+QvfSNSYNgBX/lu4lt/2tPLJpljCDdlS5PS8mChZrLCM2YtZXjUiFUjeiej+LmU4w9/WUyJ5/EzadJvfY90kd/iLQt/PW7KHrPb83ZOnIpyCb75xRJUiOdPP//f2yyRnCZkHJWr5OpTVwXx56lfnEJ0YwQ+iytQhdLxrboSI3gzOIDpCkKbRODdKRGCr6+GBTVQPcvvT/N1QSicz8kbDODfVWntAkzx8mRXj7aspvtpatpHRuYtr1f04gYfs+lf4UZaJqXQbEQBBRIUy28rZQwOprFtq5MvUNhg3DYWFQpTWlpaFomQjZjkZzIzVl6Eon62L6zmv6+5FRWjZl3OH6sj0sXR6lvLGbDxnLqG4oJhry43gqijaoKEgv8bmFmd6kb6UJw7XsL7er61flzM2sJm5g+NlJUgTZH5su0Xcip/5vCcSQjI9lpmTaW7XDm1MA0z5r5MDaaxblqP1JCJr28mUsrrLDCCitcQRFiynC3EAKvK5QilBkCf8IX5JMb72ZVOMGPL53k3NgAFyaGcZFEdB+rI0XcV7NuyiumEE3xMj63/QH+18kXOTXSy9Nd59AVhbgvSGNs+qKoT9Woj5WgCAVNKKwvqpz2+vqiSiQSXdGoj5agXTO/2lW+hi/d+nN8t+0wL/W28Wz3OQDKghEert3I+xu2s6eqoXBXqMnztFDfR+99Ysb7NEXlnupm/tX6PfyPoz/jqyeepzlezs6y2qlt1eBqhB7xyodcCzt5DqP49gUd/2ZjjR3DzQ8CIFQ/gdqPzCnSgMQ1h2YfQK+wYBYs1EgpkXYeNzWMdAoPwhR/BDVcfMPBAaiREhIPfY7gxgfJnHoKq68V18yiRkrw199CcP19aIkqz71/mZBSkksNzen9Il2bXOr6bdaWGyld3Jsg1BiB6E0xLL6avGOTd2ysWYScxaCo+rL77FzPV8gTaq6ILo50yTsWJf5wwcma47pYjk1Ye3OawS43Pr9WsLPNUmFZzlQr4sv4/Tr+Ap025oNX5nJVJoKUjI3l5niHJ7ps31lDKmmy/+Ur3XqklIyP5zj8WjenTvRTWhaaFG0qqKiM4Pdrb2rBxjA0fL6b/xmklLiuJDmRZ2Iix/hYjpGRDKlknlzOxjQdLMvBtl1sy8E0HYaHZs/AvB5ziS9XoyhiqlX4YnAdl7Gx6Ub86ZTJTx8/t6j9XYtlrXR+WGGFFVa4WXxhxz4+uenuglnpAKsjxfzN3n+JI13WREumvSaE19L6XzTv4uHaTQznUmRsC5AYqkbcCJLwB/Gps491DFXj3uq1bCmpYTCbIu/YqELgV3WKrukkpQjBA6vW0fzOclSh0BCbHs/DtZtYX1SFQFAfm+7/J4RAE4Jd5XVsLqmmLzNByvTmPiHdR1kwUtAn5jIf33An76vfNiOm6/GxDXfwvoZtFPlm+kMaqsYvrbuNu6qasF2H6nB8mhamRdaiButws92AS77vcQKrP+yVRL1BcfODSNcbjwo9ihpqmLN+Wzom9thRVvxplo4FzSyklOQ7jzH+1F+R6ziCtHLTVTMhELqfyC0fpOjhzy5ZkIrhJ9Cwm8BSmRQvEOnamJkxpHwzXHjypsSpaD7EAss8CmG7LseGuxjLZzgx3EPGtnixt22GSW7esdnfd5HRXIaaJWr/Dl4Jl6IsOrFsXmi+EEIos34vjp3Dsa6IayHNR22kmIP9F3lw9fTaa8d1OT7cw/nxQX5p3dKUf73V0HVlzm5AN4rjuDPKojRdmffk+loCAX36ypb0smrm8769DzSyui7Oc0+309U5Pi2ufN6mq3Ocrs5xDrzcwZqGItZvKKdlfTmRiO9N2TZZ05R5mwgvBVJKMmmT8+eHaT07SGfHOMND6Wkt2ZcDRZltPXQ6YtZ10/nhSjmva22xrCyqrbDCCivcPK4VX64loOlsKK6acxtFCBL+4KKbVQghKPaHKfZf39Mo7gsSLyB6AMR8Abb45i4NEkIQ0Izrfu5rqQknqAkvfC5xvfcFNYONs5xfoUUJ1LwPa+QVkA75gafJ9z+Br3wfYj7zkCkj4ps3BvLafXvjaenaIAtbAoCXKGAOv4Q1+tpNiu7twYJmqG52grGf/nfSx36Ev3439kgnbi6Ff81O7Il+8pcOE9q0j0DTbcsV7+uCdJ2bYtD7ZkJR1BucIng40uWJjtM81XmG7vQYSSvHfzzwgxlpha6U2K7Lfata2Fa6dKbNiqovl03FFEKoCFVDznINSdeZ1vY97guwb/V6vnLyeSpCUQYySbK2ycH+iwxmk3zj7H7iviB3Va0INYVQFGVZn2OXW2lPO6YQBT1F5oOizvwlOc78xFZdV1nbUkZ5eYSTJ/o4frSXzo7xGe/P5WxOnxzgQtsIJ0/0c9ueWhoaS5Y182g5UNTFZ48sFNeV9PZM8Nwz7Zw9M0A2Y99QydSCuQkfU0oKdoJa4ebgZSgncTKduPkBpDWOdHKAA0JHaCEUPYHir0AN1kwOmt88Aqt0bdx8P06221uZdXJee1qhIhQfQo+h+MtQfRUII7GsmdGLQboWbn5gjvjjk/GXvy7xSyeLk+3BzfXhmqNIJwvSBKF58RlFKL4y1GANivYGMwKeB9757/c+Y37Q+3yu+YY5/yussCCEiq/iYbQLf4s9cRJpDpM68wcINYBRctesYo2UEmmNYydPo4bqUf3L67lzNUqgCqEGkW4OaaewRl9Dj29mxnNISuyJU6Rb/ww3P1BwXyssjgUJNc54H9nzLxO79+MUPfx5xp78S8yeM5T/8ldxM2MkD/wjqcP/jBJcmowHaedxksMo4SIUvXCLT+k6uJlxhO5DWaYSFuk6uLOUeb29ufEBo6Go/MrGO3nPms080Xmar51+mU9svIuYb7oPhSYUSgMRNhZXkZhFfV8MN2PIKxQFRdFwmZ9QY6ga72vYxoSZ4+/PHmQ0nyFt5fm1578NQEuigs9ue2BGve8KHsv9nQpR2PNksYlsrjPT0URZQNaIogiKioPccdcatmyr4uKFUU4e97xqxkan+4/kcjZnTg3QeWmMLdsq2ftAE5HI/DsovV1wXcnJE3389Ednp3VEAjB8KpGIj0QiSHFJkEjERzBk4POp6LqKYWjYtsMP//n0VBexNyqCmW1Wi0uCvPPd6xbUwWw2ZjPEfjsjXQs314s5coB830+wJ07i5vpx7QmknQFpgXSvTEa1EEJPoAZXYRTdgq/iHWjRjQg9uqwTUzt9iYkjn0Za072K9OI7CLd8HkUv3N1TuiZO+gL5wWcx+x7HTrXhmiNIawIpTXAtr/OJ0BBaEEWPIfQ4WmQtRtFu9KLdaOEGhFF0Q5/PTl+cjH98evwldxJe+7m540+1kx96jnzf4zipNlxzGGkl5xH/rehFu5Yk/oKxSRc314edPEu+78dYIwdxcn1Iawxpp5Cu5a14C2VS6Auj6FEUfyVG0S6Msr3o8W0o/vJlFzXsdDsThz+NtKf7KholdxNa+1kUvbA3oHRN7FQb5rTzf/n6sa45/yEUPTp5/lswiifPf6h+Wc7/WxUpJWNmloFMEtO10RWVuC9IqT+MOrkCZbsOvekJxs0sqhCUB6PEfV7HQct16EyOkPCFGMgmCWg6ZYEIvelxTNdhdaQIv6oxYeYYyqWoDMXoz0yQtvKEdT/V4TiaUKbGIXnHYjCbYjyfxUUS1n1UheIYiufdlrMtLiWHqQknGMtnGc1nUIVCZShKzAgghGAwm2Qkl6EuWoTvKpuGlJWnKzVKdShOxCg8r1wuhBCo4UbCLb/JxPHfxM12Yg2/xNiBX8Rf/fP4Kvah+itB0UE6uNYETuo81thhrNFDSDtJdNtf3FShRk/sRAvXY42OgJsjfe5PUIxi9MQ2T8CRNtJKYg6/SPr8X2CPH0fxV3hijZw781hKiZO55N0jXBvpZJH2BK6dwp44yWVPPSc/QK77OyhGqffcU4MIRUeofhR/xYx7uZQu0hzByfWDtJCu6d0/7CTW6KGpuKSTJd//U9x8P0KLIvTIZGcuHcVX4pk/vwHuIQvLqLGyyHyKQNMeFF8IoQdwzbTXLixURGTXB0kd+T7pIz/AV33j7fLMvnMMfutzFP/87xBoLJyl46RGGPn+lzAqW4jv/cQNH7MQ3iRspdZ+ORBCEPcFiRkBTNfhZ11nefeazZQHZz7ECxm+3ig3avq5XIR1H5/YdBd7a9ZyerSPwWwSXVGpDMXYVV43q3/NCsuPqiozMlFs28W2XRYzLc3n7BltDBfjdyOEIBr1s2lzBes3lDM4kOLc2UHOnh6kq3OMXO5Kymo6bfLKSx24Ljz0rpa3fEvvhSClpL8vyeM/PMPgwBXvKFUVNDWXsn1nNTWrYsQTgakuX9f+FFPJ/JsiW0koAsM3PU5VVaitSxCOrIgsS4l0bZzMBbKX/p583w+xxk9MdtKYzbXcRjo20klDfgAndRZz4Gek2/4ao+xeAtUfwFfxDoQeW5ZngXQymMP7kebg9L9LiXQ+BTMGxw5OppPshb8l1/1d7FSbJzrN8tmQNtLM4ZhecwB77Ai5rn9E6FH8le8huuWPETfQhtaL/xWkOTzztcZfnSX+DrIX/jfZ7u/ipM7PnuY/Z/wx/FXvIbr5jxHGEi1aSgc310+u5/tkO/8ee+wo0k4x+7XjgHQm4xvCSbdjDb9Euv3LGImdBGo/iq9iH4q/ctkmItLOYA6/PEPoA4Vg46/CNUKNd/4vkb3wt2S7vouTbp/n+fe+X+/8f3vy/L/Xu35mEeNWuILtuhwe7OCrJ1+gdXwA0/GEmlsr6vnc9gcp9ofI2CbfOX+I77UdJmnlEUB9rJSPrN3Nnsp6RnNpfuPlR2mOl/Fq/yUUIXjPmi082XmavswEn96yl5+v38r+/gv84aGf8q66TbzY28ZwLoWhaHx47S4+3HwLmlCxXId/PH+IR9uOMDzZMMNQVX6ufgu/2HIbId1HR3KUj/3sG7yvYRsH+i8ylE2RdSy2lFTzb7fcR1O8jMODnfzRoZ/yX297LzvLahFC4ErJU52n+cvjz/Lnd/4C664xL74ZCKHgr/55AJIn/wNO+gJurodM21+Raf8KQvWD4gPX9LxhpOMJ90gU/9wla8uBGqgmWP8JJo79+mRWzxnGDv4iWrgJ4SsBJ4eT68HJdIB00GNbCK39LMmTv4OTap1759Ji4vCnMEcOgJOd7BYlvf9NfmYAJ9XK+Gu/wtQyrFARagDFX0Fkw+8SqHn/9P26FpmOb5I+8wdIJ4N08kx55kh36r+lnSR1+ktXmgAJxVscUYME6z9OeO3nQVu6xIDFsqDZgBAqqIbnTQMooThuZgw3PYYaLkLxhVE0P/Zo95IE5+ZS5C8dws2Mz76RdDH7z+MkB5dNqBFCoChzD7oDsUriFS2I62y33PiCCYxA/HWNYTEIIagIRtlbsxa/pi/YiX2xSMeZdayzZMeQLu4cQp9Q1Bl+P0IIdKGyobiK9UWVuMgpPwohBFJKTMee1q5whZuDpimEQtPN3/J5m3zeJhReuClcKpWfVlIjBERuYJIshEDTBJVVUcrKw2zdXk3ruUEO7u+k89LYVKmL60qOHemhvqGIzVur3pSeNcuB40gOv9bN0ODVIo3C5q2V7HtoLYmiwHUnxlIu+21lSVAUMUOQsS2XTMYiEr25q41vZVw7jdn/JKlzf+LV77tzm4XPsSekNUa++1Gswefw13yQUNO/RQ033rSVPzc/OCkwXUG6NtbwS6TO/D75wWcX+fnkpLgwimuNg1ieZ5ubHyoYvzn8Iqkzf4A5+IxX3rRgLsfvZX8sVfzSNTEHnyXd9leYA894HWMWtydwMphDz2GNH8foeYzQ2s9hFN/mje1vErOe/6HnSJ39Q8zB595Q5/+tTkdyhD889FMCms7v3PIuqsNxRnJpTNchpBlIKXm+p5Wvn36Zf9F8C3dXN5OzLb566gX+25GnqIsWYygqSTOH6Tj8p93v5kuv/pjHO07y2W0P8GTnaZ7oPM3DtRuQUnJxYoiLE8P89i3vxKeqPNp+lK+dfomtJTVsLqlBFQqrwgk+2nLrVBeox9qP8O3W19hT0cCW0lVIJCkrzxOdp/m1LffRECvl2HAXf3Top3z/wjE+s+1+tpWuotgf5pnuc2wpqcFQNVJWnhd62lgVTlAfW5inzVIiVD/+6vehGEWkWv8b1sgBT9CUFtK2gGu7+woUXxlG6V2o/oqbHKyGv+b9OJlLZC78DW6ux8tMGTs0fTvFj69yH6Gmz6DHNpLr+s48hBqJm+tHmvNoxHN1do60kW4eFzkpWM/YGGmN4eb7r79fXKbS4aV3v5V20islxX1DFBov6E6mBONoiSpy7QcJbX0Xvqp1jE0MkDzwbYIbH8Qe7sDsb8WoXrdc8c5EKAhFw80srJXowg6hoWhzT8BKardzy8//Hrpv8XXAE+M5Xj3QyS23rl7wRM1xXJ59uo3VjSVEy16/G9CNUBaI8Kub772pPwzXsZbdfFk6zqwd0uCyUHPlpziaS3N0qJs9lQ3oqpfqqV51VmzX4dWBS5wa6eVfr9+zrLGvMBNVVSgqDqLpylSL7lTKJJXKz2sSfy0DA6lpbY19Pm3B7cXnijUW87NjZw3NzaUceq2bnz3ZSi7rrVRmMhbHjvTStLZ0hvj0diWdynP2zMA0I9xVq2Pcv6+JouL5ra6YpjNvn6HXE1VVKCmZXjKcy1kMDKQor5i9PfwK80NKiZvvJ3X2D8le+ub8BqTz2zOuOUym/StYo68RXvdFL7tGWf7MOGmncM0R1OBq79+uRa77n0ie+C2c9AVuXKIU+MruQ6jLs5Lp2ilcc3R6/F3fJXnyt3DSF1mK+I2y+xDqjd7DJa45Rubi10if/aN5TjrmuWdrlHzvD7DHjxNq+Q0CNb+AYtycBT7XTuJao6h4JrHe+f9H7/rJXFqCIwiM8vsQyorQPB+e7T5Hb3qc/3H3h9hasmrG+CVp5vhpx2mqQnE+snY3fs27x3xi45187GffYH9fO3dWNSGl5LaKNWwormJdogKJZGdZLYPZJIeHOnEmH6hh3c97G7ayuaQagF9cF+SnHafY33+R9UWVaIrKHVWNjOezjJtZLMehOV6O5Dg9mXG2cMWjct/q9dy/qgUhBKWBMI+1H6V1bABXShK+EO+t38LXz7zCBxq3syZawsWJIQ4MXOTXttw3rRzq9UCoPnwVD6IndmKNH/cE1LGjuLk+pJtHKH4UI4EabkSPbUaLbUSLtCCu8ZoSaoDIht8l1PgpUHT02KYZxwo1fppA9fsBiRbbxNUGAVJK3KKHSezZNFma1cBl82DwFv6EHiXc8hv4Kt5Bvv8JrJEDnmAvHYSvGC3UiK98L0bJ3VNZkOENv0twzf87VX5ZEEUnuu3PPWF1MSg6WmRtwb8HVj+CUXTrdXdh2zamZREIBKbNPdXg6jfMPWRBQo0aLSW4/j5PfXIdjMoW/E23M/y9/8j401/ByYyiGCFvm0UipQuO5a1IOpaXBOVYuFYhhV1iD3dgDbZjVG9Y9DGvh1A1VH3cK20GAAAgAElEQVTuh65jZhFCQbmBDAfDb1BWEcMwjAXvx3Ed+vsyVFQ5b9qSmMuZInnHJm2b5Gyz4JApZgSWrLbUdS0cKweBWW4kS4BtpucUgxTNh3qVEDhmZvmzI0+StHI8XLtxqkZYThoq/6TjJH9+9GdsKZnbDX+F5aOyKkrAr5OcvC9l0iZDg2lqVsUXZGRs2y493RO4zpUrvaQ0tOSiiRCCSNTH7XfUMTiQ4uD+zqnXenomyGasFaFmktHRLOn0dGG1sbmEeHz+E69kMo+1zJ2hlgIhvOstGNTJTHZ/yuVserrGWb+hfFm7p73VkVLi5npJnvwdsh3fmJFFUBhxJQ1bSq7f4tTFGn2ViaOfIQo3R6yRljdIx1t9zPc/QfL4by7RJJsp/wOWK8vDNafMLqVrku/7KckTv+ml7i8BilGMHr/x+N38MKlzf0qm/X/O8NmZ4+jej3pe1w44mUskT/wWbraLUPOvez4Nyz1+dM3p10/f4yRPfHHpzr+vBD2+9crvaIU56UqNkvAHqQgWLqHM2hb9mQlqwvFpbbmLfCFK/GEuToxw52RFTlj3oSAwVBVd0byJv6LgunLKZsCnapQFriwClPrDBHWDwWwSy3WwXZfHO07yk45TTOSzU5kwaSuPe3XmMYL6WOlUzJqi4ld1bOkipUQVgtsq6vnG2f08193K6nART3efI2r42VG2uuC5kK6DNdxBvv0A1uBFpHTRYhUEmvegl6xBaEt9bxUovmKM0rsxSm73fFquzhwRipftNtl5qdD3IxQNPbF9zqPosQ0QKzxHHh8f57mXz7Nv3z58/tnnVUL1oxftRk9sn/TCcq+J0QCuNHvQo+sgOnfShhAKRvHSNx8SQkULN6KFG6+7bUdrK+3t7ezduxddf2NaACwso0bzkXjwU4AARUP4NIoe/jyKP0K+8xhGVQuRPR/FP4ufzHxwxvsZf+5vcXNJ7NEeZD7DxEt/R7b1xWu2lEgrT+78K1jDl4jd+/FFH/N6CKHgCyYQijqrV00+PXLDPjbBoMHmrTdYg/gm7ocqpeTEcDffPHuAw4Od5CeFumv51OZ7+WDTjiU5puvY2Gb6+hveAPnrZHtpemCaEBg3gqxNlPNnR54iqBncVd2ErqgkrTz/3H6Uvz7xLGvjFfxiy1uru9qbiYrKCEXFQZJJT6iRElrPDbFhU8W8TVillIwMp+nvvZLmKgRU18QILoNoIoTAMFTWrS/j1YNdyMksnmzWwrIWd+9ShEAoV6/OzOyI9WYjl7NxrumElEgE0bT5Dfwvd4vKLGPb66VCCEFpaYjikhCZDu8+5bqS1nPD7LotT2KJMrvejrj5QVJnfo9sx9/PLdKoQdRgLaq/AsVXiqLHQQiknfE63uT6PcPFGV4fl5E46XaSJ76I0GMYJXuWtZTFM0Me8Mpvh18heeK3ZxdpFD+KUeQZ7qoB73O55mRWzuikADH9fqGGGydLuZZHMJge/8skT/727CLBNfFLITzviMmsIm8l+Jr4I42o4fobit+106Ra/4xM219fp9RJQfGVoAZrPVNNowih+pGuiWuO4Ob6vI5Vud5ZjT2lOUy69c8RWoRQ46/CDWcCzY10zSvnf+gFz6djrvPvK0bRovM//+Fm1NCNnf+3E7qqYrsu9iyLiaoiMBSNvDPdL8hFYrrONPHmyjkX19gXXPmO3Mmy/ctYroPjSvTJTrKnRnr540NP8ODq9fy7rfcR0nycG+vnPx74wfTAhNeMZDaEENSEE+woq+WZ7nPcXtnAK33t3FJWS0UBD0ykJHPySYYf/U+YvWdxc0mQEmEEMSqaSLzj14nc8j6EtvTebUIIEAYoxk2tKJBS0tPTw/nz53nggQeuu/3lOIXy1ljUk1Jy9uxZ+vv7b25HzwWysLQNIVBD083d9JJaSj74e+A6oCg3XietqLi5JNlzL2D1n0faOTInnkQUKj0SAsUfIXbXLxPZ9Qs3dtw5EEIQiJahaj5sM1Nwm3xmDCs3gS9U2DzupRcusqa+iGjUz7PPtNG8tpTa2gT7X+mgZV0Zg4MpzpwaQAjB3vsbicY8ZfPo4R4syyGTsRgZyVBSEmLLtirCYYNkMs+RQz2MTv49n7e9gZCU9PUmOXa0l2zGoqgoyJbtVYyPZRnoT7FlWxWnTvQzPJzmzrvquXRxlFzeZt36std1BXUwm+K/vPpjzo32s7tiDZXBWEGvmlWRxRsMXotj58inR4iUrFmyfV5LZrx3ztc1X2hayVzCH+QLO97Bnxx+gv/66o8ZN7NsL13Nl088xxOdp3n3ms18cuNdlAZWShNeL4JBg02bK+jsGJsSJlrPDXHp4ihNzSXzGiTatsuJY32MjFzpDBQO+2hZX4auL99E69rYFCEW3c5cN1T0qwQM23anPHferANlTVVm+PW4rkTKmabBhRgby3L8aO+bpu11KGywbkMZPd3jOJOZXT3d4xx+rYu7721YyapZBNLOkG79UzIX//esfi2Kvwp/5TvxVTyEFtuEGqj0Uq2vusjkZPaBnTxLruefyff+ACd9iULZEvbESZInvkhsx1e81czlwjVxcn1T4pA9fmzay0KPoUXX4yvbi160C9VfidATk0KNAm7eK3/Jeya35tBLWKOvTXb/SKMX3YJiLGP59lT8bZPxHy8Q/4ar4q+YGb+VxDUvx/8i1ughL34ng564sfilkyfb8Q0y5/9yRsekq4JEi20gsPrDGEW3oUaaPJHmKoFOShdpjeKkL2GO7Cd76ZvY40eRzswxrLRTpM78AYpRRGD1RxDqMhqJXz7/qfOT5//ENR8tPnn+773q+okXPv+pdszhF7BGD+NkLiKdLEbRLhSjePnif4uxqbiax9qPcqDvAqV1YXyqhi1dcrZFUDOI6H42FVfxVNcZOpIjrIoU4UrJoYEORvPpBWd2J60chwY72FBchSoEJ0Z6mDCzNMXKMFSNi8lh0naed9VtojleTt6xeL5ngpS5cN8rVVH4uTWb+dxL/8RjF44ykEny6S17C3o7moMXGPrHf0++48i0v8t8ivylwwx959+jl9QSaLp9wXG80bgs0Bw8eJDW1lZ6enr4u7/7OzRNIxAIsHfvXioqKnjxxRcZGRlh7969hEKhqfceOXKE1tZWHnzwQVzX5YknnmDnzp20tbXR09NDMBhkx44d1NXVoarePclxHC5cuMCxY8cYHR0lEomwYcMGmpubF5TJ4jgO3d3dHD58mKGhIQKBAJs2baKlpQVd15FS8uyzz5JKpdi3b9/Uvru6unjqqad46KGHKC4u5vz58xw/fpwjR47gOA5f//rXURSFeDzOgw8+SCQSwXVd2traOHnyJCMjIwghqKysZMeOHZSWXum6Oz4+ztGjR7l06RL5fB7bttE0jcrKSu655x5CoRD5fJ7W1laOHTtGNpuluLiYnTt3UllZOXWOZmNBQo306pE8x+WrBhNCCFC1K92RhFi0YKNGSij+ud/GzaVIH/kBg9/+Aon7P4WvbmZql1A0tEQVelk94ga8YeZDKF6NqvlnFWpsM0N6tJtwcW3B18fHcvT3p7Btl4vto/h9GomiIJ0dY2zaUklNTQzLcnnuZ22YV6XM9/clOXN6gG07qqmtTXD4UDeKIth16ype3d9JV9c4W7ZWMTKcYXDS/DKZzPPUE62Ul0doaCymvW2YZ5/2xKGLF0ZZt6GcixdG6OtNsn1nDZcujlJcEnzdzUQ7U6NcGB/i4xvv5JHmXRizXLz6Eho2O1aeXHpkyfZXiMzY3Obahj+Kfk3pVZEvyKe33Mvv2yZ/cexpL8U0Ocwja3fxS+tuJ24s3AtlhaVDVQUt68vY/0rHVGeg5ESOF5+/SFlZmFjcP+f3I13JxQsjXmbLVUp+XX0RtbVzdwpxXUk+Z+Pzawgx/05oUkpcV9LeNjyVTQMQjfkxFtmKORDQ8fk1mMzMtyyH7q4JTNNZkvbOy8osCyjBkIGmT39+DfQnsay5P5OUEstyee1AFx0dy+eZttQIIdi4qYKjh3qmWpHbtsv+lzuorIrS1FyKqop5XWdSeoKWZTlTGVxvN6R0yA8+Tfbi18Ap0J5daOjxbYTXfRGj9B6v/fYs4yWhGKiBahR/FXriFvxV7yV56newhl6k0AVsjb5Kpv3LRDf9vtc9ZBmQroWT7SbT/mWskQNX4hAaemwzwYZP4Ct/EMVXCoqv4HVz+aqQJXfgr/kAMj9KfvAZzOEXvPKtZXy2eRkds8W/ZTL+B+Yff/UHkOaI1458+AX8FQ8tOn4pJdbYa2Ra//usIo3QIvhr3k+o6TNokSavDXehkgihIIxihF6EFtuEr/xBspe+Qabtr3ALeCVJa5TUuT9FCzejl9yxjBlNl8///8QafZUr519Hj28hWH/5/JfM//oxR7zrZ+gFfBX7VsZGC+DW8jXcVdXEXx5/hrNj/ZQFIkyYORzp8q/W3U6xP8TDdZs4MHCR33vtcXZXrCFnW/zo0glur2hgc0n1jGybubBdlyc7z5CxTQKawdNdZ6kOx9lVsQZFCGojxQQ0g2+eO0D7xCDd6XFe7b9ESF+ceNgQK2NjUTX/dP4wLYkKWhIzzXil65Jre4V8z6nZ4x7tIX3sx14H4rfA9eV1CY0SjUYZHBxk1apVGIaBYRj4J0ugQqEQP/nJT1i7di3Nzc0AWJbFwYMHAfD5fIyMjHDkyBEGBgYoLi4mkUjQ0dHBt7/9bT70oQ9RX1+P67qcP3+e733ve5SWllJcXMzw8DDf/e53efe7383WrVvnPb5oa2vj0UcfJRKJUFVVRSqV4rHHHiOdTrNz504URaGzs5ORkRFc98qCRjKZ5MSJE9x9990UFxejKAqJRAKfz4eUktWrV6OqKqFQCE3zxnm2bfPaa6+RTqdJJBJTn723t5dHHnkEwzCwLIsnn3yS1tZWtm/fjmma7N+/n1gsxu23346u69i2zYEDB3j++eepq6ujqKiInp4e/uEf/oH3ve991NXVzfn5FzSSdsZ6GH/+a8Tu+tdo8ZltzaSZIXXoMfTyRgL1uxay6ymEUBC+EIovhL/pdvSi1fgbdhPa/I5F7W+piJQ2oPvD5DOFJ/VWPsX4wDnKGm4reMJLy0OMDKdxHJeaVTGSyTxDAyn8fg2/X8Pn06isjKBq098r8Uohdu5ahd+vMTKSob8vSTptcaF9hN2317JxUwXZrMW5s17db8elMcy8w9176zEMjfKKCP/0neM0NBZjWQ5jo1kcxyVRFGSwP0VyIk/jPLMAlpOcY6ErCnsqG4j5bk7KvW1myIx1L1sGgHRdJgba5tzGHy7GuEao8bpgxfjC9n18+cTz/J/Wg3x8w518bMOdhBf5wFph6RBCUFIa5tbbavnJj89img5SwrkzA/zw+6d5YF8TJaWhqfbNl5FSYtsureeG+MmPzjA8dKXsLjrpIRMIzr26kM1afP/Rk0Rjfta2lFFcHCQS9aEos0+mpZRkMhanT/Zz5HDPtNdq6xKL9qeJxvwUFQcZ6L/ivH/mVD9rW0rZuLnijZ2NMcvPPVEUIJ4IMHpVptOpk/20rCujoamkoKAtpWRiIs+r+zt5/rn2N4U/zdWUloW5/c41PP7DM2SzXsnW6EiWx/7pJLftqWXT5srJduSFP7vrSlIpk/GxLJcujnKhbYQ9d9bR0PTmNLa/EdxsD+lzfzblwzEdBV/FQ0Q2/C5abOO8F7Q8Q8cIvtK7Ubb9JeOH/j+s4ZeZkVnjmuQ6v42/+n0YJXcsTycoaZHr/g7STjPVPlkNElj9COGmX0ONNM279EoIFaFFQIsQCH4Uf837EcvdrUdaZLsux+/9ToUaJFD7UUKNn0aNNC/ge1ERegT0pYn/chmSnTxX+HhamHDLvye45pdRfPPLGvHKFXS0cAPhls+jhlYzcew3ChpbO8lzpFr/lHhsww21Rp8TaZHt/LYnRE2W2wg1SKDulwg1/ipquGmR5/9f4q/5wE0x1H4rUeQP8YUd+/jRpRO80HOeE8M9xHwB7qxsJKB5ImBTvIz/vPs9fKftEM91t2KoKr/QuIMHV68n5gswlsuwqaSahC+IIgR1kWJ0VUVBUOwPs7G4Gm1ygbXIH+IXmnbw6sAlOpOjrImW8OHmW6icLEfaWFzFf7jlnfyk4yQ/uXSKNbESPr3lXp7qOkOR38vqCGoGO0pXk/BdMRxXJuN0pDvt2R41/NxR2cDPus7wjtr1RPSZAra0c5jdJ8Geo0TVtcl3HEVOdmB9MyOEoKqqisrKShRFYWBggHvuuYdgcLqB+5o1aygpKeHQoUM0NnrlqP39/fT29vLAAw9MCTqu61JUVMQHPvABdF2nv7+fr3/967z88svU1dWRz+d56qmnWLNmDe985zsJhUIkk0keffRRnn32WTZs2IBhXH8MalkWzzzzDKFQiA996EMkEgls2+app57iiSeeoLa2lvLy8uvuR1VVmpqaaGhooK2tDdd1uffee2fEYBgGDz/8MLqu4/f7cV2XZ599lhdffJHR0VHKy8sZHx/n7NmzbN++nfvvvx/HcVAUhRMnTtDY2IhhGPT39/Pcc8+xa9cu7rnnHjRNY2hoiL/5m7/hlVdeYdWqVVPiUCEW9ESxx/sZf/rLhLe9p7BQ41hMvPRN/LVbFy3UTAsuUkpw0z6U0DI9MBaAP1JCpLSe1EjhWlrHzDDSeRRnZw7NmCkylJdHuNg+QjplUluXoO38ML29SeKJwHUnM/F4AF33sph0TcVxJY7tks87U92hNE0hEPAeULmshaYrU+UTPp+KpiloqoLPp9J6bohAQCca89PdNU7etInHX39364QvSNQIMJBN3rTSCdfOkxy6gOuYqMtQe5pNDsyZUSMUjUhpA092naMjOVME1BSF1ZEELYkKnuk+h6Fq+CfTNuuixdy/6iZ2WFthGooi2LlrFUNDaQ4e6MS2XBxHcvRwD309EzStLWVNQxFFRUFUVSGXs+jvS3KhfYQzpwameZgEAjp3722gbk3iute960oG+lMcerWbl164SElJyGvFXRamuCRINOrH8KkoioJp2qRTJr29E7S1DtNxacwrkZykqDjIth3Vi8580DSFTZsraD8/PJUJmEqZ/PP3TtLVOcaahmLicW+Cb9suuZxFJm2STpn4Azpbtr3x2oL7fCqbt1Ry6cLoVFnb8FCG733nBLffWUdTcwl+v2eU6DguyVSe9vMjnDrRR2fHGI4jicf9BII6vT2zlC68wVBVhW07qklO5Hj26TasyW5mI8MZfvT90xx6tYtVqxOUlYcIhX1omtfxLJezGBvLMTaaZXgozfBQhmzWM6a+Zfeq6xz1rYd0TbId38Icfrng63piB9Etf4waaljc800I9NgGIhv/C+Ov/QpOauaE3s33k734NfT4Nm8Suwy42aueaYqPUNO/Jdz82RvqHCSEQGih62+4BMyM/98RWvvrKHps0fu84filJN/3E/K9P6agEbDQCa75OKHGX0Voi+uIJdQAgdWPIK0Jkqf+M9IavWYLl3zfT8n1/oDA6keWzevIzXZd+YfiI9T8GULNvz57d5h5cDOvn7cSQgiK/CE+snY3H1m7u+A2ihA0xsv4jR2FF8wT/hB/tOf9U//+5Q1XupHuqWxgT2XDVOawIgTrEpW8t35rwX35VI131G7gHbXTzW9vKa+b+u9VkQRf2fuRGe/7zLb7Z+zPkZKhXIqacILdFfVoSoH5luPgZK5v2O3mUmBb8DZZLI1Go2zdupXnn3+ewcFBSkpKOHXqFH6/n5aWlmnPsKamJnRdn/S9K6W6upq+vj5yuRxjY2N0d3eTTqf5zne+A3gLPH19fZimSTKZpLj4+sLz+Pg4AwMD7Ny5k0TCGytrmsa6det47rnn6OzsnJdQM19c1yWbzXL06FGGh4cxTZO+vj4sy8K27altpJQYhuHdg4SYyqK5nNHT29vLwMAAZ86cobu7e+rzT0xMMDw8TD6fXzqh5nqIScXUyc7XoX5ulFARRe/6AkoB4eNmo+lBSlZvp/fsM7NuM9J9nFxyoGD5UzCkY9sutm1SVh6m49Io3Z1jbN5aharOPWArNJ7TdZVgUGd4OENtXQIz70wZm0Zjfsy852sTChmk0yaW6RCN+YnFA3R3jtHYXEIiEWT/K5cIBAxC4df/xrM6UsS20lV89/whqkNxmuPlhW+qS8zEYBtWdgI1Unr9jRdIcqh9ztIqRdWJV7bw1fYjPNN1zaBbeM72ihBYroPp2LSO9U+p+fevXrci1LzO+AMad+9tIJezOXq4Z2pi39+fYmgozWuvdqFpnlu/60osy8HM29M8v30+ldv21LJjZ82CM1DMvENP9wS9PROeGKupqNqkkZ8QSFfiuC6W6UxNvi9j+FRu31NHzarC3R7mS9PaUmrrErSeu7JCm0zmeeH5ixw80ImmKlPeWdKVOI7EdV0aGkvYtKXyDSfUCCFYt76cw4e66bh4pYRpaCjN4z86wwvPevdLRRXkczaZtEk2Z09l0USiPu69vwnHdvnnR0++Xh9jwfh8KrffUUcqZXLo1a4p4U1K6O1J0tebQtcVFFUg8L5PV3qLBo7zxjXiu5k42W5yPd8r7Euj+Ak2fHIJjE4FemIH/poPkD7z+xSa1JtDz2OnWjGu0w3khhEqvvL7CTX8G8QNiBzzxbIs0uk0juNdmz6fj3D4BsrehYqv/AGCjZ9EaMvX+XE+uE6abNe3C3rIAOixjQTrP7ZokeYyQjHwr/oQ5sgBcp3/p0AgObId38JX8RCqb+nHRNODUfFV7CPY8Ekvs2qFFZaY9olBnuo6wy3ltVSHZhGShUCZx0Kt0HS4gc6+bzaEELS0tPD888/T1tZGMBjk1KlTrFu3jkhk+u/1aqFBURR0XcdxHBzHIZ/P4zgO4XB42vui0SjhcBifb37zT8dxcF13ShS5HKOmaaiqSj5fqDu0x9VlUPNBSkl/fz/f+ta30HWduro6SktLMU2T4eHhqe0ikQjl5eUcO3aM8vJyTNPk+PHjU8IVQC6X8zqvRiLTPv+OHTsoKyubU6SBeQg1UkpkPo20TdzsBNJ1cbPjOKmRa7ZzsXrPYI904qstrJQuFKEoqMHFr9AsJYpmUFK7Ez0QxcoWduFPDl2gv+2lgkJNKGggJdiWQ3FxkKLiIO1tIySKAtiWy4X2EXq6x0lOmJw83kdlVZQ1DbNnEoXCOus3lfPawU6GBlPkc/ZU55baugTllRF+8NgpiouD9PUm2bCxnOKSEKWlIQ6/2s2eu9YQChuMj+UpLQvPu6PJ/2XvvePjuM577++ZmZ3Z3tEbUUiwd7GrUN2UrGLLsdxvHDuxY8fvm2InN7l57SQ3yceJnTj3Jjd2PjdOnMSOrbjIVZYtyValGrvYC0iC6H377pTz/rEgSBALkBAAkpLw/YvEzM45szM7c85znuf3m0uG8xnytsVzXSfY299OrS+CX3dPEBR+eOF67qxfOnvtdh0mPdKFe5YDNbaVp//MLgrZyfUqdE+IcNVSfrc5zkeXbZvW8UP6zAZs88wcIQSRiIe337+UUMjN7lfPkUgUXxa2LclO4fwjBMTiPm65tZmVq6txu69sAKAIUcyeE4yV9xd1QZwJwZiSn1cEFZV+Nm1ZwLobatG0ma2ahkJu3nbvYuQPD3Pq5OBYsMq2HDJTCOpa9vUptiuEIBL1cO99S3nsx0fGZdYU8jaD+ew4AegLn4N4mZ+73tY6Ks6bwONxjZUSXe8IIfAHDN52z2Kqa4K88NxpentSY+cupRynnzYZiiIIhtxF7aK3GIWeJzEvEac9jx7firtqx6yUIwnVi7vmAbJnvjY+O2QUO9tBoecJXOHVc1P+NIrqa8bf+geonokZ1rPNyMgIP/vZz8hms2MlpQsWLGDbtum9Ny9G87XgX/wHqO657/9USCkxh3ZhDrxIKe0hoQXxNH4E1d88K+0pRgW+po9R6P0FTr5nwnZz8BUKfb/EXfPQnGY2a/5FxfvHPVE3ZJ55ZsLjZw/x7RO76EgNE/f4+dDizZMu/AqXgVbWeJG1fQkUFb1q8VhCwvWOtC3s9BA4FzKohaaj+KITftPF8uXS47FoNMrKlSvZtWsXmqaRTCZZvnz5hODC4OCFmEA+n2dkZASv14thGASDQTweDwsXLmT79u2XFc+dDK/Xi9vtZnBwENu2UVV1LDPFNE2i0eK5KYqCZVlYljUWBBoYGJj0HIvaeuOvu23bHDx4kKGhIT7xiU+MZeo8++yzHD9+fGw/t9vNtm3b+O53v8sTTzyBx+Nh8eLFbNu2bew9dV4LZ/Xq1axePf34yOVHUrbJyDNfJXP4F9iJXpz0IH2P/AHKJeK90rGxBs6AouJbetu0OzIZUjpc7M0++kekYyHNPKgaQistODabCCGI1CwnXLmEvraXSu7j2CZtu75NzdI7MHyxcX0y3BobN9cjZdEpZfGScsJhD/EyH46UZLMmbo+Lm7Y3AUUdCulIli6rQFHE2KpzS2uc2vriCvjadTXE4z4GBzLEy3wsX1lFKORG11XuuGsRbScHSKUKNDbHaFgQRlUVFjRGuf3uRVRUBlBVwW13tBCJXvuMJYCBbJq2xAALQ+VIwJYOI/mJq0vTES67EgqZYbqPPUO0ZsWs3kfZRC+dR56a0jI9VrcKb7CCyHVQ3vdGxXBrBINu7NGJvz+gTztLQygCr89FMDga2T8fDLmSzwqBz69z59sW0bqknD27znHsaD/ZjIll2WPZBkIUS0w0l0Ik4mHpsgpWrKqiqnp6K7luj8bd9yym9kA3J48PMDSYoVCwsW0HxylmOYzpM4riuWmqgktXicW8LFlawao11URjsyMgLoSgpjbEr7xnNS++cIaDr/UwMpzFNJ3RtNAL+6mqQNUUXFrxO7jcz80wNIJBYywIHQgYKNPMOhJC4PFedG0punZNKlIz+pmGBRHe/Z7VvPTiWQ7s7SSZKmCZ9jgHKOk/Xu0AACAASURBVEVR0DQFf0Bn8ZJy1m+oo7qmeD0jUQ91DWG6O4uBfX0KJ6/z53meYilaKYFQgfeic3G5VNRJguyKIvD7jbFMH3/AmKCZVAq3p/iual4YY/+eLo4e6aOvNzXuHiv25fw1VVC14u+lqirIgqYoi1rLqKicW4H/6w1pZch1/gDsidk0QvPjrr4PMUtuRkIIXMFlaIFWCiUCNTh5CoMv4jWH505rRKh46t+LK7Jmbo5/CQMDA4RCIe6///6xScKM3tdCxd3wPlzhq9P/KXFyFHqeLCnyC6AFl+CuumfWSpGEELhiG9HjW8l1fHfCdmkOke96DKPiLsQMypGm7oSKp+EDuMKr5ub481x3LI1W8ftr76TCO/fZUy2hMu6qX4ahaqwrq6fKN0XGn6LhadmEFqnDmkTeQg2W41/7wBz1dvYxB87Q9/XfwU5deKa4G9dR9p6/GZcV5PP5yOVynD59mrq6utExhnfsGauqKqtWrWL//v08++yzxONxamtrJzx79+7dS0tLC5FIhKNHj9Le3s7NN9+My+UiGAyyZs0aXnzxRcLhME1NTdi2zcDAAIqijAkVXw6/38/y5cvZs2cPBw4coLGxkVQqxdNPP82CBQuoqyuWW5eVlXHo0CGOHj1KU1MTIyMj7NmzZywT8zzns1xOnDhBZ2cnsVhs7PyLY5tiICiVSuH1eunu7p5wHCEER44cwev18tBDD4199mInq+rqapqbm3nqqafwer1jmTk9PT1EIpGxfk/G5QM1ioa7eSNOLknm8C+AYqRO2pesEgqBUb+awMZ3427edNnDXglFJe6dCM3AqF+FUIsnbmcTpHY/Sv70brRINf419+GqWjznwRrdE6K6dTv9Z3YhndLBgsGO1+g4+DMa1z00zlJcCEFT84UavFjcRyx+oZ521Zrqkserqx+fUVR90aRO01SammPjjnset1tjybKJtXrBkJvVF7VVap9rxeJoJf94y3suu19An109Hcc26Tr2NC0b34sxSwETKSW9p15kpPf4pPsIRSNWv3aC49M802P9DbUsXV4xFpxQVTFmbw/gpAsUXmlHiXjQV1aVrCX0eFzsuHfJuIyB6bgWFdMvVZqao1TXBNnUn6bjXIK+3hSpVL44uX2tm5DbRfXdi6hriRMMuXG5lGk/t1RVobYuREVlgM1bGxgZztHbk2JkOEs6XSCXs7CtoqCermsYhko05qWiMkAs5sUfMMbKsWaKlA7m4CuAQyi8llvvaGHN+hq6OhJ0dSXJpAvk8xaKEOiGRiCgE4l6icV9xK/AaW7V6moWLoqPBXvOZ2uU7ovEGchgnehHJnKgqahVAYyWOLfesZCtNzaO7avlTArPtaE1xdBqJw7gpO1g7unA05dmi2XRWheiP+SmF0EmU8CyHFwuFb9fJxb3UVcfJhL1YBja2Pfq9xu8690rx7Kc/H69ZGBKVQVr1tfQuqR87G+T7WsYGnfctYibbimurAvBpN9HMOTmvR9YMxYoVFUxLhg0Gef7X1bm56btTazbUEtvT4qujgQjIzkyGRPHcdA0BbdbIxj0EIl6KK/0E/AbuD2u6yJD82pjZ85iJY9QKiNC0WPosa2zOkYRqoEWXEah9xcl27STR3EKQyhzFKhRjHKMijtAuTr6dh6Ph1wuR1dX11i500xKnxSjYrT/177s27FSFAaen3S7Xra96II0iwhFx6i8m1zH9yjpIDb4Mk6+d0a6MVOhuCvRK26/Lr7/eeYeIQR1gSh1gauzKNkcKqM5dGVZ8kIIjLoVBLd9kKHHv4TMp8ZtVwNxIrd/AnfzDXPR1TmhcO41MoeeQJoXFg4U3TMm4A2j89KmJmpra3nkkUfweDyEw2EefPBBKisrx/aprKykvLycgwcP8sADD5S00y4rK+N73/seuVyOQqHA4sWLWbdu3Vhp0o033kgqleLxxx8f03dxu91s3rz5igM1iqKwZcsWMpkMjz322FgmTCQSYceOHfj9foQQrFy5kra2Nh599FHcbjcej4eGhga6u7vHHU8IwZo1a+jo6OBrX/sabrebqqoq3vGOd+D3+2ltbWX//v1885vfHMsOqq+vH1diZds2mqbR3t7Ol7/85dHFO40FCxZw2223UVVVhd/v56677uKJJ57gW9/61pjgcCgU4tZbb515oEYoCp7mjXiaN+JbtYPuL7+f8vd+Eb36ktITIVBcHsQsiizZqX76v/3HKL4QlR/5V1RvCGlbDP/sSww9/iWEy420CqT3P0bFh/8vekXLrLVdCiEEtcvv5sy+HzDcVdrGzTazHH7mK3hClVQtugVxFTRW3iwYqkblVFFvoGBbcxKQGzy3j3OHfkbj2odQZliDKqUkM9LFyZf/EzM7uZioL1xN5cIbUZTx7WXMAo+e2ktQd3NP44oJCvMdqSG+duRF7lmwglXx2hn19c2A16fjncK1yOlNkfzzJ3GtrSkGakowVQBgOojRTJzaujC1deODrEOf/B7O6UHCH9+EWjYz0cPz1se67iEc9tCwYGpL7+kgHQucAqiXt4CXVorUoc8h7Rzhjf+O7qmloiJARUWA2SiA9Xhdl3XBOo91pJfkF57GOj2EMFQQAn11NcHP3UkgYIwJrwPkn21j5I8ew/vBdfg/WmJhwZHknz9N4aWz2D0pfOkCVf/jNjz3XnnJpaIIQuHJsxXztklHapgKbxCf1xjN8pkaISDvssgpJjW+8JTXR1UVItGZlUe6XCrhcPEeW9Q6x3oVb2CkdLCSh7Gz7SW3a4HFqN7ZFlcWaIHFIJQx96KLsbPncHLdMEvlMpeiBZfgCq+6am6RqqrS1dVFf38/hlHMom5oaGDr1q2X/3AJtOBiXKGV19ztEsBOHcdKlV7UEaoXPb51TgJirugGFKO8ZPmTnTmLNXIAzT8342otsARXaHazmOd5YyOlpDuToMIbnCB5UGrf3mySqNuH65JypJF8lt5skipf6IpdUoVmEN3xaYz6VaT3P0ah6ygCcFUtJrjx3bgXbiGvqBTyWYK6+/q+b6Ukc+Rp5FQuVqNEo1He//7309fXh2VZeL1eotHxwTSXy0U0GiUej7NkyZKS575y5UqqqqpIJpPouk5FRcVY2VFRIiDCQw89RH9/P6lUCkVR8Hq9VyQifDHhcJj77ruPvr4+0uk0LpeLeDw+TvuloqKC973vffT29mJZFoFAgHA4zJo1ayaIDS9atIgPf/jDDAwMIKXE7/ePZcVUVVXxoQ99aKxsKhwOEwwG6e3tJR6PI6Xk4MGDnDp1ivvvv5+KigqEEOTzeR5//HGeeuop3vnOd+LxeKivr+e9730vvb295PN5VFUlGAwSDl9e3mVaM1I1UIZeswzFG0H1zd7EYDLsZB9m30n89Q+iuAPFGvmuIyR2fgOjfg3RHb9HvuMgQ499kfS+n6Df+ak575M/Wk/j2ndy4OdnsArpkvsk+0+z76efx+UOEK9fO6c1jVI62IUsCIH2FtAseeTELur9UW6qWTirx7XNHMdf+BqhilZidatmVNfvWAVOvfoIA+17KbVSdZ7y5s0EyycOghKFLN89tYfFkUruaVwx8fgSdnadwq265gM188wqxQyZlzGH9+Bt/DCoU5dFCs2Lt/njQDFr4JohJdkfHMI83IP/41swti5AWg4oAkpkd2itZfg/tQ3XqtKZjGgK/o9vQX50E7mfHCb5hadnvcvnUsP80c7v87trbh/naDEVlnT4WfshTo3084fr737D24S+aXDMojaNU3pgrAWXXva39HooanuUvgekY04aOJoNXJEbrmo2hN/vZ/v27QBjegKh0OsXMHZFN1w32RxW4hDSLL2oo7grUX2NczIxVIxytMBCCiUCNdIpYA7txl3z4Ky3C6BHN8xbac8zDks6/POh5/n02jsxLrNgKpH857FXeM+iG6jwjs/6Gsyn+dqRnbx9wUo2VjZOcoSJKG4//rUP4F91D3I0+C2ECpoLgSCdS5Mo5Ajo7pJP3YxZoD+Xos5/effOucTJp8if3j0ue2YyhBAEg0GCwdKZc+c1YNra2li8ePGEIM7Fx6moqBjLxCmFrutUV08ccw0ODvLKK69MKQasqiobNmygrKwMXdepqamZ8pz8fv+EbMvGxon3gqIoRKPRkuclhCAcDk8IppzPgHEchwMHDhAKhVi3bt2Yvblt2+zfv59MJjNWJlVcxC1m9kyXaQVqtFAFZQ//FWrw6pTLyHwGJ59Br1yEUBSkZZI58kvs9BCxBz6Ld8Xd6DXLSO3+Prm2V69KnxRVo27lPXSffJ6uI09N1nOGuw6z6wefZeWdn6a8eROaa3YHadKxySZ7Ge46zLmDPyNev4amG949q21cjzzTcZwNFQtmPVADMNx9hNee+BJr7v1jQiUCKFeCbRVof+0nnHzx65OWx0GxjK5h5X2o2sRV9Jxt0ZNJ8vYFK0tOxPwug6jbR3tqcjepeeZ5XUiLfPdPsTOnkA0fQFwuUCM03NX3XaXOTY50JFbbIGp5AOOWZrS6qVcp1HI/3ndNro0ghABdBZeCmCNRXCklBdsqagpdIZpQeFv9MgqOPR+kuY6QTgEreXTS7Yq3DqFcPmNquhSdcia5D6SDk5s4AZ8tXMFlk7c9B6TTafbt2weAZVkMDAywYsWKKScGU1Hs/7VHSomVOjmp25NixOdMbFdxhVG99ZN0zMJKHkVKe05surXQ1b1/5rn2WI7N0eEehnIZqnwhmoJxhvMZjg73oAiFReFy0maeAwMdSClZFq1GEYJjwz3kbJOWUDlB3c3RoR7SVoGkmSNl5kmO9NESKqM9OYjPZdAYjNMcKkOOLpTmbZNjQ71k7QLNoXJi7vEZzX3ZJF3pkTGH1fpAjLxt0pYYwKu5WBKpwpIOp5MDlHuKmRtDuTTn0sOkzDwVngCVvhBPdxzjtcFObqpeyIp4DaZtc2y4B1UoLI5WMpBNMVLIkSzkaAzFiRhejgx2kTTzLAjGiLl9tCX6yVgmhqrRGq7Akg7HhnpImnkWRyoI6R6ODveQMQs0h8qIeyaWfpp9bZgDpbV2pkNnZydDQ0McOnSIfD7PunXrLutQ9HpwHAfTNCkUJs8A0jRt2s5NV4NoNMqrr77K3r17KS8vx7ZtOjs7OXHiBDfffDNu98wzIaf1jQvVhSu+YMaNXinnf2Tny6ns9ACpXY+iV7biXXY7QlFQDB9qsHycYNJc4w1VsvzW3yLZe5LU4JlJ9xvqeI2X/ut3qV5yGy0b3kuwvAXN8E07W6Noa2tj5pLk04OM9Byj+8SzDJzdS7L/FLZVwBd942VWSCnJ2RaCYtmTIyX5KYIbUMw2mSsjWOnYdB39JWYuwYo7fodY/Ro03XdFkXEpJYXMECdf/ibHXvgXssnJB8hCUalZdhfxBetL3gsSiS2dCemc51GEQFMUCvblHVjeCsi8hTOURWbNonCzrqIE3IiAgbhEA0UWbJyBNDJngaqgRL0Ivz7hGktHIoezOCM5kBLh1VFiXoSmThhbSimROQs5mEHmLRACYWiIoIHwTTz2uM/aDk53ElmwUSr8KFdQ/jIXSKeAk+/DyfeR730SxYhiJY8g1OKARtHDKO7qsXORdhYr3TYmlC00L6qndtwKaXFFvwPFFUI6JtIcRjHiCFcIJ9+HNEdQjDKEKzzud3C+L9JMglAQrmBxvxKTBWckh5PIIdMF5FAWFLA7RpD54nNFKfejBEdflFJi96ZwksVVGyEEStSDEpl5JqKUEpku4AxloWAX78Got3g9xYV9kmaOvmwKTVHIWua4eyltFhgpZIgaPvpzKXKWic9lUO4NoCDIWAXOpYoOcgHdGNf2QC5Nzjap9oXHUsYLtkVHephyTwCfy0BKyWA+zVA+g4JCmceP3zX3QvxvCZwCdurEpJuzp/+VQs+Tsz4vdfIDICd7Z0occ2R2GzyPUCef4M8RZWVlvOtd7wKKA/sTJ07Q3v46M4aEiuqd/srmnODkis5dk1xHxSifM+tzoegonjoQWon2JXauE2kmEfosu69eT9//PFeNrnSCH7btpzlURlB3kyjk+ObxV6nxhYm4vThSkjLzdKSG6UwPkyhkyVomJxP9CGBX71nWlzfwXOcJlsdq6M+m6M6M8HzXKT6z9k6ePHeEReEKtlRdKPd0pOTJ9qMcH+5BCMGrvWf58JItuLULY5W9fe0cGe6hIzVMQyDK2eQg9YEYp0b6aUv0YzkOS6JVnBju5fBgF+9euJ4DA508fvYg22tb+cbZw/zGiptIWXkyo+VGjpQ8cmIXjnQYymfoyozQlugHBJXeALv7zvLuhes5lRhgKJ/hlx3HeH/rRv7xwDO8vXElu3vPIhrh6FAPKTNPXSCK6dg83XGcg4OdaIrCSz1tfHTZNjwXLfhKxyHfcRBruHPG1+vgwYPs2bMHr9fLgw8+SH19/YTxgsvloqKiYkYBiXg8zr333jvT7l51hBBs27YNKSW7d+8mn8+jKAqBQIAdO3awYsWKWQlsTesITjZBvn0/Rv1qFPfEKJ60ChR6TqD6o2ihma8AKLoXxfBh9p1GWgWyR5+jcO4g4Ts/NVZ6JR0brMKcRPwnQwiFaO0qWm/8CAd+/jcUMkOT7ptL9dO269v0HH+OioXbiNevJVy9FH+krliqJATjR2+yOKGw8uQzw2QT3aQHz5Eeame4+wjDXUfIJnuxzWzx3CmK0r4RydsW/3L4BTSh8KElm2hPDvG1Izsn3V8CJ0b6uK1uyaz1QQhl1FnsQiv9Z3bz8nd+n5olt1O7YgfR6mWoLndx0jh2vYrXSUoHM59m4OweTu/5Hh2Hf46VL10Sd55gWTMtG95TPGYJDNVFucfPwcFObMdBERdcz6SUDOUzdKaH2VTRNDtfwhsUKSVOT4rMd/ZTePEsTk+yGFQJuNE31OH/zS2I85N0AbJgkfnmXnI/PYrTnwJDQ19Xh/cDa9GaL7i0yZxF/sXTZL9zAOt4P1gOSnUQ99sW43nbYpSQe0yQWDoS63gf2e8fpPBKO85QFqEIlJgX4/ZF+N63Btyl07ul7WDu6yT5V79ErQvj/9S2axaosRKHSB74I6z0Kex0Gyga5tAezj+b3LXvIrjqC2P/t1InGX75/cWJoJXBFdtIaN1XxtncOoVBkvt/Dy20Gjt1jMLAixjlt+GuezeZk/8Hc3g3RsWd+Jd+FtVdUQx2WAmyZ/6DXMej2Jk2ECqavwVPw4dw1zyAEK5xYtDZ7x8k+6NDyKEMdm8akIx85sdjJU/Bz2zHfecFobrMt/aR+8nhYlBPEfh+bSO+96+d0XcnpcQ62kf2kX0U9nQgE3lE0EBfX4f3fWtR68MIRdCeGuKfDj7LocEuwrqXSl9wnIPdgYEO/u3ITjZXNvFc5wmG8hkaAjH+dNPbcasuzqWG+fv9v6At0c/iSCWf3/oO1NHr8UT7YZ5oP8JfbX0H0dHVwoODnfzZyz/hzzbdx+JoJQcHOvmng8/Rk0ngSMmqeC2/sfxGyj2B+WDNDHGs1JRBEWtkP9bI/qvYIwCJtCdPJZ8JQvUiNO9VvW/y+Tx9fX1A8TfX19c35QrsVAjVh7gCDa6rgbRzOIXJxpBKMVAzVxbrQhSD4IqOLOGmKc0U0krALAdqit//m79Uf57xRNxeWsMVDOYzDOUzxD1+hvMZ3t+6EZ/LwHJsQrqHW2tb2d9/jrOpIc4kB3CkpNIbJO7205EeoilUxi01i9jZfYri4K7odmk5zoSFXNtxODzURd62xo4hL9lLVRRaQmXkLYuVsRpOJQbY338OTVHJ2xZD+Qw+TaclVM6x4eIirIPD8lgN22tb2dPXji0lTcEyspbJ+vIGCo7FgYEOlkQqibv9hI3i/b6pspFKb5BHju/ibHKQc6khyjx+OtMjONKh3Bvg1tpWejIJhvJZTiX6eUfzGpqCcUzH5vBQFykzT7UvRMSY+BuSZpZ82y641PDndXDzzTezZcsWFEUZ0wW7lHg8zsc+9jF0/dqMXa8l50us7rjjDrZv3z6W8aOqKro+9SLtdJjWDN/sP0Pvf3yKyo99HaN64mTZyacZ/NFf4m7aQOSO35p558JV6DVLSb70LZxClszBJ1C8Qfyr74XR4ITMp7GGOjAarq7FoqJqNK57CDOX5PDTX8bMJSbdVzo26eEOTr3yLc7s/T6GL4ruDmL4ohi+6OiEXeDYJraZpZAdoZBNYJtZrEIGM5fEKmSZSu/kjYglHQ4OdCKEwHIcOtMj/MfRl6kPRFEnGZiMFLKz2oe6VW9nqOM1kn0nL/qrJD10jmM7/42zB35CIN5IuLKVQLwJdyCOqhk4jk0hPUiy/zT9Z3eT7G8jnx7kctfI5Q7Quu0jRGsmFzGMGB42Vzbz3ZN7WFfewObKJsKGB1tK+rJJ/uXQC/Rn02yuemsHapy+NMkvPk1h5xn0G+pw37EQVAW7fbiY0XKJvba56xzOUBb33a0oUS+FV9rJPX4EmTcJfe5OcLuKWV5PHif1D8+jNcfwfWQjQlPI7zxD+ss7cfrT+H9jM0IvBoat4/0k/vQJ7I4RjFuacS0qQ9oO1vF+FLcLLrVkPp9dYTsUXmkn9aVnUeI+/B/bjFozN6umV4LqqcO/+PdxrCSJvf8Pqq8J/6LfvpBR467g4oCy5m8mvPEbSDPByJ5PIs3ERBt66eCYI+TOPYKn7j0IPUbu7H9iJQ6hV9yG4qkm1/4t9Io78NQ8CE6ezMmvkDn1ZYyKO/E0vB9ppcl1/ZjkgT9AqG6Myh0IceG1ZdzchGtpOdJ0SH7xaSjY+D+5pZglI0BtHF937H14Ne67WjH3dJD8wi8hP3UG3+WQUmKfGyHxl08hswXcO5agVgaw2gbI/fgIdneC4B/eBhV+vnHsZY4P9/LHN+zAqxl85+RuBnIXgrqWY7O7r524289vr7kdQ9Uo2DbGqNthUyjO/7hhB/925EVOjfSNfU4IwZqyOr5+7GWODHWzubL4XPjFuWOUef1U+8P0ZBJ8cc8TLI9V8zurbyNlFviLVx/jkeO7+OiybeNWF+eZPrIwCM7cBEVmxKTZNjNEMYpZGFeRkZERnn++6IwkhMDn87Fmzesc9yk6iOvjnpdOHseaZPwoBIo+t3qQiisEigtKJOhKO41jpZjtZVChGHAVF1fnuT4wHZsyjx9bSl7tPcOqeC1+l5vnu04Sc/toDpWhKgJdLbonakKhNVzBcCHLkkglEcNLxirwdMdxXuw5RaKQxafp5B2LZzuP05bopzVSyZnEAB2pYVyKSnOojIXhcvqzKZZGq4gY3rF36gUEqlBQhUBVFCxpcy45xJaqZk4l+lCEwmA+zclEH+2pIc4mB3EciaFqqEIpLt1Kid9l0JdNcmCgg0XhCpZGq6jyBinzBFgQiLG//xxu1TVWttyXTWFLh5jHjzZqPONSVDRFLWbGSkmdP8JL3W30ZpMsCMRYGC6nMz3M0mgVId0z4VycbILsyZdm5Xrpun7ZAMx5UeC3KuetuEs5Yc0W03rTStvETvZDicg7FEujnPQQZs/kKcDTQfFFidz9Oww8+ickd34dNVBGdMdn0KsvqE4Xuo5ip4dwN1592zSX4aN164dxGT5ee/LvRifqU2ObOTLDnWSYeVraGx2vpvPZDcV0t/Ope/WBKH9/88NEjVKuOJJPPv3NWe1DeeNG6lfsYM+P/ifpoUvSqKVDLtlLLtlLX9vMH3yKprNo64dpWH0/yhQTI4+m895FN3BosIvPvvRD6vwR4h7/WDBrOJ/hA4s3jkvvfKshHUnu8aPknzmF7yPFrIjzgRkpJTgSoV4U7JOAohD41I241hRLeIybmnCGspj7u7C7k2gLojgDGTJf341WHyH0J3ehjLrmGLctZOTTPyL3g4N47lmC1hRDOpLMN/dgnx4k8JntuO9dMtamlBIkE0qv0BSQksLzp0n+7TOoCyIEP7MdpfLaZjUoRgy97CacwhBC9aG6y3HFtk5qzSpUD67gUqSdLw70S7jOFJEoRhzfot/BznWS734MxV2Jr/kT2Ple8l2PYSePAGCOHCDT9k94Gj6If/Hvj+njuKvfzuCzbyPT9n9xxTajGhfch7SGCDREiqVjQTcyZ+JaWY1aGZjYFSFQy/2o5X6ckWxJm/ZpU7DJ/egQTleC0F/fi2tlFUIIpO2gVgZJ/vUvyf/yJJkHFrK/v4ObqheyOl6HEIK765fxdMd4pxcpJQ82r2ZxZGJGqkuoRAwvPtfEgVN9IMqKWA2/7DjGuvIGUoUcu/vOcmf9EsK6h5e622hPDfHhpVsQQhDQDZbHqnm+6wS/snDdfKBmhkg7PaUm2ZsNIdSi29RVJBQKjbNgnQnF/l/7bBoAHAvs3CQbxZxnngjNC5OEYqRTmFQge0YoV//+mefaowkFW0oihpeNlY2EdA8PL1rPwYFO8raFpii8q2UdmqKwKFxBnT9K3OPj0GAXQ/kMZZ4Ay6LVSCBrmXxw8WaaQnHe1bKO7kyCd7Wsoy4QpTeTYGNFI6pSXAS+o24phwe7GMynibn99GWTmM6FMUudP4LfZdAQiBF3+6jyhSjYNh2pIXY0rKA+EKFg21R4g0QNHwXHZkm0Cns0G//expWEDS9xj5+baxaRMotB+4cXrue1gU6ylolLVbmjbgllngAuVeWeBSuo9Abx6zqaUPnI0q2Ue4Pc31jUzttW1YLXpbO2vJ4DAx2kzDyKENxau5iDg50M5IrnculTrNB5BLPv1NW4nPNcJS4bqJGXrpIW/1ry704+jZOdPLNkuggh8C6+GdevfZVCzzFc0TpcFQsRF6mBK74wkbt/G9+qHbPW7nRQdc+YiO+R5/6Z9ODMBZzeKihCUO4dP6GKGl5qfOGx9P1LiRi+WS3zN3MJFqx+gKW3/Cb7fvp5CtnhWTz6BRRNp37l21m46QOTljxdTI0/wmc33MMjx3dxYLCTvmwKVQiaQ3Fur1vMjoYV+EoIEb9VIEfJ0wAAIABJREFUkDkT87VulKCBcXMTXCT4KoQAdeJdorXE0FoulDgJv45aE8J8rQuZtYolh50JrNNDuJZWkPv5sQuDeSlxsiZ2TwpnMINsjCJHcliHe1FbYugb68cFhoQQJfUohKFhHu0j9Q8voDVG8f/WtmsepJlbBIq7CqEaKK4QQvWg+hYUyw4UF0LzIK0MSIk5tBsn349T6Cdz5t/PFxiCdJDSxkocRVppMK4fm2iZsyjsOgeAua8T6+iFTBfr9CAyb2G1DZK3TfK2RdR9QfPKrxt4LgmQBHQ3odfh3meoLm6sbuGrh15gOJ/hTHKARCHHxoqiW0xfNslwPsPf7H0CY1RHKGMVqPKVDsTNMz2kUwCuP6HDNxNdXV10dHSwadMmVPXNlI3hICfNfBLFbJe55JJy0nFIe8z95lrhOJKeniRer04wOLmm1shwFseRBENuVHU+CHQ9EtDd3FyzaNzfyjwBbqltHfv/8ljRzedikdx15eP1jNaWjdfHWhypHLe4EXP7WBKtGv+Z8uJn8rbF42cPMZS7IN69Ml5DYzBOla+Y1Ryj2PbCcPm4Y5zffikXt73+or560dlWfcGYpMxzYb7TGima8mytGm9ccr7fDcELLpqbKsdnz196/ueRUpI7s3tW5+HzXHsun1Hj2GQO/xKz9wTmYDtOPk3y5W+jHX9h3G7Stsi1vUqh9yTBbR+atQ4K1YVeuRC9srTLj6dlM56WzbPW3nQRo7bYLZveT6RmBYd+8Q/0nHwe25xshWT2URQVVbs+bCZnwrJYNf/fhnsI6JMHMhaGyyYN4rwe8ukhFE2ncf1DCEXl8NP/SLL/NLNZZuZyB1m4+YMs2vLf8ATLL/8BikGsplAZn157J0kzR8YyUYTA7zLwabNX+/hGRWYtnIE0IuJFiVyZ1oAS9iB8F4JbQlUQLqV4qUcDzzKZRyZyWMf6yPSlJhxDa4zC6CDQSeRwknlcCyrHHXcq7K4kqb99Bqt9GPftC1Grgm/6aznmHCWUos6T6hldTT2v91Sc4Dq5bqSdJd/9Uwp9z44/hqKjzJHzyUyQlo3dncQZypL99v4JEx6tMYoIunGh4lJUkoUcEolAkLMszEsEwVUhXtdCvyIEq+N1aEJhZ9cpTib6WBGroc5fLP0K6R5ibh+fXnMndf4LpRS6qk1wwJjndXAZ5y6heq96qRCKhlBn7jhxvaDrOrZtk8vl8HguuNEpypthUj7Fj/4KLHZnhsPk4x1xzd3lLMvhR48eYsnScjZtXYCmle7Pq6+co7Mjwf3vWEYw+Oa57+eZXQxV477Glde6G3OCLGTItb2KLJR2kJvnjckVjBwk1nAnqT0/JH92L042wfBT/2eigK0QCN1LcNuH8K2dHbtW6RRfIEIo10+a6iQoqot4wzo2P/wlzu77IW17vstw52GswtTCsq8XIRRc7gCBeCN1K3ZQu/TOOWnnahJz+y47afjUqlsn1a95PRQyQ0jpoLncNK5/F+HKVg7+4h/oPvEs9gz1cBRVxx9fwNJbfpP6lfe8rmCaqiiEDS/hSz5qOw4SiTaJM9SbHTEqFovlgH2FA1lVmViKNGEfAYaG54Fl+D60nlIDaBEwin89fzzTBufKAnvOYAbPO1ag9STJ/Nc+1MrAuJKpNyeXntsk10BxIVQvgRWfxyi7scQO6py5n7xehBAIl4praQWhv3gbopRwtFvD7VZZFC7nhe6T3FG/BLfq4rmuomDwlSClpOBYZKxiZo7pOKTNPC5Fw1A1FCGo9AZZHqvmyXNH6EyP8ImVt4xl7KwqqyPm9rF/oIOF4XI0RSFRyFGwLZSLnqeO42AWis8WRVHQ9bfm82W6CFVn4n0+iurBv/i/44rMTLR6+ghU34Kr3Obcoes6R44c4fTp03i9RSHjuro6NmzYcK27NjOEVtRsKYmcm9Kji3EKkwYahaKN6UFeM6QklSqQz9tMtYAmBHR2jFAozLthzjbFcnILaeaRVgFpm+DYRSMOKUdf6QpCUUYDxBpC0xGaAYr6pl+Mul6wRrrJn917rbtxVSiaT+TH7kkc85KYgYJQXQjNQOju4rPsDXofXv4JrGgENv4KvpV3kz3yNL3f+G3iD/4JWlnjuN2EUFD9MVzxBoS7hD7A68Aa7iR76Be4mzfgqmi+7t2NhBDonhBN63+FykU30XHoCc4d/CnD3UcoZGanpEbVvQRiDURrVlC58EZi9WvxBMtR1LdGGYzPNbuZQ4VccmzFSlFUonWrWH//n3F67/dof+2nDHcexJm2errAF66hdvldNKx+gEj1UpQJ4mUzY//AOfqyKe6sXzqrx32jILwu1Iog1sEe7K4kSsUslA8JgRLxoAQN7J4UeFxTujApYTci4sE6PYQznC26QV0GtTaE9+FVYDmM/MnPSf/Ly2jNUbSllZcPIl0VilkuRUe5qyheLgSarwGEgpPvQbgi46y+r1tcKmpDBOt4P9JyUGOly5YU4J0ta/m7fU/xmee/S9jwEDG8lHkmuidOxndO7uG1/k72DZxjMJfmL3f9lDp/hIcX3jBWUnVTzUL+cOejRN0+lkarxn4TNb4QH1txM/9y6AWe7zqBS9EwHYuHF95ArT8CQiClpLsryUs7zyIlVFT62Xpj42V6NQ8AintKcVQtvAqj8u6r2KE3H36/n9tvv704QB8NLAQCszPWvKaIqTKfJI41MbNzNnGs9OQaY4o+RRDp+kLKYvaNvMJFk3kuj7RNzL42zN6TFHpPYvacwBrqxE7146SHcax80V1odFKsuP0o3jCqP4YWrcUVrUOL1eOK1aPFG1A8oTdF0EZKSTKZpLe3l2w2S0VFBfF4nIGBATo7O4nFYng8HlRVJZVK4fV6yefzBINBurq6yOVy1NbW4vV66e3tJZUq/sYXLVr0ujIEpZRIM0e+fT/WwJtbfkNaecy+0xS6jpA/9xpm/xmsgbPYqQGkmUXaJkIzUAwfarACLVqLXrkIvWYpRtUS1HBVMaD4BuKykY/iiqEbxeXGWLAOvbwZd9MGjLoVc945a7iTnn//BFqoCk/rjfjXPYBRtxItXI1QriMxuEtQNB1/tJ5FW3+VhjUPkB48S9/pV+g/s4vkwGkKmRGsQgbbzOHYZrEGWMpR+2cFRXWhagaqy0DTfRi+KP5YA7G6VYSrluILV+MJViAUbc4eei63n0j10mIgowTBsuZZDz4UbIueTJKw4Zmy/Gk2MXPJcXpLQih4w1Usuek3WLDmQfrP7KLzyFMMdx0hl+7HyqWwrQKOU9Q0EYqKqulouheXJ0iofCHlTZupaNlCIN6EOkc6Ms90HOfocM9bN1Cjqxi3NJF/5hTpf34Z/69vQqkplhHJrImTMdHqwwhjesFdrSGCsWUB+WdOkfv+QYztLQi3hjRtnOFcUax2STlCU1F8Ou7bFpL68k7SX30Z34fWo4Q9xZdmqgCORK0LI7SLtGtUBaFrKHV+gr93M4m/eJLkF54h8Me3ozVFr/kgRiguFCOOlTqGnToJ/pbiIF5oKK5LJkVSMmZTDzNO0dfjN+MKryFz8iuonlpckRuKtrFODifXg9B8qP6WohDoTBgVei7+szjpm/R7l1zIlpJM2Fd4XXjetpiRV35O+p9fxvuBdahxb7GJdAGnL43WHEMJuVkRq+HzWx7kbHIQXdWo9UXozSbG6t5XxGr4663vpMpbOmtoTbyOxmCctzddSNv2qK4xIXaA9eUL+F83vRu36qLionp4TVG5uXohi8MVdKZHsKVDUHdT648U3SUA25YcPtTLzufPALCotWw+UHOFKHoUoUzyrLfzSDM59X02z2Vxu900Nb35nA6F6kHRo6U3Sgen0D+n7cvC4KjG0kSE5kdoVz8YJqUkl7UwLRuzYOM4Dvm8RTKRR9UumWRJyGRMjh/rx+fT0S7dPs+0kLaJ2X+azOFfktn/U/Idr2GNdCNzaV7P4o3QPaiBMrRQBXrNcrxLb8WoW4krVo/iDszZPM5K9NL3n7+LNXhuVo6nuP2Uve/v0MuLz6D29naOHDnCsmXLeP7559mwYQO7d++mpaWFAwcOYBgGHo+H/v5+gsEguVwOr9fLyMgImqZx+vRpbrjhBp5++mmWLVtGJHJ5dzfp2EUt2MwITnoQc/AchY6DowGL01gDZ5FTyG7kzuzh3F/dOTvfuaJS9tCf427eOPNjXQbp2FhDnWSPPk3y1e9SOHcQa7hzGiVeAsUbRIvW42neSGDjuzHqV6P4Im+Id/K0ZjFasJzI3b+DFr46WgF6WROx+/4HmcO/JL33R6Re/S565SK8K+7Ct+JO9OqlKJ7gaIDj+vuyhRC4fVEMb4RozQoWbflvmLkk6eFOcql+CpkhrEIWxy4gHRuhqCjq6KTfHUD3hvEEynD7y1BUF3k7w4unv0e+axfbvA/jN67MtvGl049yZnD/2P+rQ4tYX/923K7Jy4xidau5+cP/NuW5zXaG06lEP3/84g94X+sGHmhaPavHngzbylHq5SMUFU+wslhWtuwuCtkE6cGzZEa6KeQSRQ0i6aBoOi4jgDtQhi9SgydYiTKaYjede9JyHBzp4BotZbIuM+lNmvkxxfm3JEJgbG7A92s3kP7XVxn+9I9Qa0OgCJyRHErITfjz90w7UIOh4fvIRmTeIvWVF8n+6DBKQEfmLOzeFK6V1YQ+dwdoxUCx576l2F0Jco8dxdzTiVLhB0fiDGRwLa8k8N9vRZQI1gkh0JZW4P/tm0h87mek/vdzBH9/O2rVNRZ3VQzcdb9C6uBnGd7162i+ZiQ2Rvlt+Jo/DoB0TLJnv46VPI60Elip44AkeehzKEY5qqcGT/17pt+0p5rA8j8lse/3SOz5FKq/CaF6kVYKO3sO36Lfxetrel22rudttHPfP1gUhT47jMxb5J86gTOQQfh09DXVGFsbkY7EOtJL7snjyKyJdbQPmTPJfv81zMM9KEE3+uYG9FXVoAiMG5vwvW8tme8cwNzXiVIZAFviDGUQmkLoL3aghNwoQlDmCYwTFIy4L2TghAwPK43akv0XQkwQRyyFR3OxZhKhQSEElb4QlZMIIpqmzem2ocu2Mc9EFFcIRQ9jl6x0drBzXSBNEG+NzNd5rhyhelCMcrggn34Rsqjd5RQmDwTOACkd7Fz3pOVVihZETOL8N5dYlsMLz5/m5PF+LMthaDDLvr2dnD49OGFcJR1JMpEnkcxz402N+K5QL26e8UjHxuw/Terlb5PY+XUK3ceK2TIzPW4hizVwFmvgLLm2V0m88B9ooUo8C7fgXXEX3tab0GL1xcX3WUSaeXKnXsHsOX75na8AxRtG5i884KWUlJWVsXDhQo4ePUp3dzeqqtLa2srIyAiZTIb+/n68Xi8DAwPEYjH6+/tRFIVoNDrmXhcKhWhubsbvn5hdK60C1nAnZm8bZu8JCt3HMAfOYva3YfadxskmiwtpzlQ6UxdwMsNkjz172f2u7AvRsNNzO16Q0sFO9pN6+b9I7PwG+bN7pwxETXEknMwIhcwBCh2vkXz1u3gX30xo+6/jab2pWB51HcYQzjOtWYxi+PCtmR39mStBDcSJ3PX/Etz2QfJn9pDa+yNyJ15k+Gf/i8Tz/4a78Qb86x7A3bQBV3zBODeo64miA4yKQMXwRTF8k6yeXIZCIc+u9h+Tyg2yrv6eKw7UpPKDdI+cIF0YpmP4CEurbmJVzR1TBmqEUOYsG2QyzruV+K6mMPIUabLFH65AqApufwy3P0Zs0r1nxjMdxziTGuQdTWuQwI9P7ydjTf6S3NvfTsSYW9vO6x5Dw/vQSrSWOIUXz2CfGymW0CyMo99QhwgU7yPhc6FvXYDWNPF3p7XEMbY1XthXCNSGCIE/uJXCc20U9nQgR3IoMR/GLc3oGxtAv8hhKuzB//HN6BvrKew8g92fLmqWrK7G2LIAcZEblWtlFTKRG/ubUBX0tTX4f30T+RfPYB3vv/aBGqHiqXsYobop9D2HNEdQjQpU70WTf+lgp05ip44hpY0regMATmEQaY4g7UxxYqG60WNbRychgHBhlN2CFmwtPg81H0b5drRAMStMCAVXdCPh9V8l3/MzzOG9SCuN6qnFU/8ejKp7JxdkVQSutTVQsMZ95xcjU3mskwNIuzioMW4urozZHSMIl4pdcyGA4QxnsU4NgC0RXhfGaGaJfW4Ex5NBay0b7bMArwvvh9bjWlVdvA87Ror9WVqBvqketeaN4ayUGMnRX0JAe54rQNFRvfWYQ7tKbrbTp+Zssj3PGxshVFRvAygGOBMnIU5hCKcwiDoHYurSzuJkOyntWCZQPNVzbg9eCkURNDRESCXzdHYmkFJiFmwyaXNCMoAQAq9PZ9mKSjZtacA1r6s1baRtkTn8CwZ/+Jfk2l6ZOzFaKcE2sQbbSb70COkDj+NZtI2KX/0KWuj6Mwu4HOfOnWP//uIieE1NDd3d3ezbt4/BwUGWLl3KK6+8QllZGclkEq/XSzAYpK+vj0AgQDAYRNM0FKWYaFAqUJBv30/Pv34ca6QLmUvh5NNXQVz8+kDaFrnTuxh+4u9J7/khziTVHdM/sMRJD5La/Si507sJ3/obBLd+EC18+YWwa8X0IhtCjP3Q7GwCaVuUzEbQvaiTpG9PF6HpaKFKtJVvw7v8DqyhLnJtr5De/xi5EzvpO/oMaqAMd8smAuvfiVG3AjVUOevR2Tcyty76VW5qeR+dI8f4p+d+81p3Z1JUoWCoGv5Z1qGZmuujnvkXHcd4uec0N1cvQiL5wp6fIyXok9iQjuSz3FRT2gntrYIQAtwujE0NGJsaJt1PLQ8Q+lxpsW3P/cvw3L9s/HEVgRr34XlgOZ4Hll+2DyLkwb29Bff2lin39f/6pomf19QraudqUSx1DeJt+CDehg+W3kc1CCz/sys6XmDZ58b+rWg+gqu+OPZ/1V1JcNXfXNK+ihZcjBZcPL1+awqBT26dfLsQuJZUEP7byy80CEVgbFmAsWXBFbev+HSMrQswtl75Z64npJS0nx0mlZpj4dI3KUIx0EKroON7Jbebw/uQVhK0K9ckmuctghBowaUorgBOvkSgJteNnWmfm0BNYQArdbL0RsWFFlpeFOa8yqiqQsuiOM0LYySTeb721VdpbIyyYXM92qXC+wJcmorPr6NcFzpvbyycXIrES99i4NE/wR7quIotS5xcEtUfQ/GGr2K7s0c8HicQCHDjjTcSiUTYsmUL/f39rFu3jng8jtvtxufz0dzcjGEYeL1euru7SafTeL1e/H4/N9xwA253aakHJ5uk0HMcOVtBijcITiFH8uVvMfiDP8fsPcWczNOkxBo4w8Cjf0r22PPE3/UX6DXLrsvMmmkFaqSUWH1tJHZ+o2gBZmYmfn+qhm/VDiK3f3IWu1lEKBquWB1auArPom1kjz7D8M//N9lTL2P2nSK1+/sYdasIbnkf/nUPonje/Na3V4IQApdq4Nb84xw+rjeqfWGqfWEOD3WzoWIB6htM8GkmfHTZNt7ZvIYaf5hzqSF0ReP31t5BS6i0nfdXDz1Pzrauci/nmWeeNyO2LensSFDIzz9TXheKC1doxWhWRH7CZjvdhpU8huq+flft5rl2aMElKEY5Tr5vwjYn31fMXoysnbk+1yXY2U7sdOlAjVAM9PCaWW1vuggh8HpdVFYG8HpdRKMeNG1+EXZWkBLpWCR2fp2B7/8Z9nDXVe+C6ovgX/P2ojvUbDPHU7/zJUwtLRcW6CKRyDitmcrKYnD1YtHz2trx5c1lZWVz29E3GE4+ReKFrzPwvc9hJ3rnvD1p5kjvfwxp5ih7/9+hV7Vek+D0VEwvUJNPM/jTvyX1yiO4KhZiJ/uQhSyuylaczBCFnhN4F9+CXtk6J52Vjl10gjr+Aund3yd36hWkmcPTshlP601YQx3kjr9A37c+Q6HzMNEdn0YNxF93eyPZXroSJ6iPLENVNPpSZ0nlBtE1DzFfHUF3fEIgKGemaB86RMRXTcxbTSLXx0C6g4Kdxa35iHhrCHriiIueIlI6JHL99KfaMe0cuuahzN+A34iUvGGEEEjpMJA+x2C6E0faBN1llAXq0WYptdpyTPpT7Yxke5DSwe+OUu5fgEtzj/U9b2XoGD5CzFeLI236UmeK/fA3kDWT9CROoSgK1aFWDO3y6bOVviAfaN3Io237qPQGWRmvwVC1cd8VgM+ljxPQfDNQH4hSH7hQmuNz6SyPVk+qS1EXiHJqZOKgbp555plnumQyBTo7RiZz6Z3nMgihoAWXoHrrsFMnJmx3CgMUep5Ej2+b9cn2PG98FKMMV2QdVuLgxI3SotD3LEb1/YhZzsgq9D+PnMRVSvU2oPqvfdauoigsW16JokxP92+eqZFArm0Xgz/+/JUFaYSC4oug/v/svXeYVed5r32/q+3epvcGQ+9VCCTUkJElq1juLbH9xU456XZyEp/EqeeknZwv5UtOnOYSO3FXsXpBMkJCAoEAUWdgCtPbntm9rLXe748NA8MUZoYZQLDv64KLmb32Ws/arL3W+/7e5/k9ngIUlw+hu0btJqRlIrMp7FQMOxHGSgyDefnsTEfNGpwNm+fl/1XoLlyLtqEFSrEzSWQ2hcwksDMpZDaJnUmAmWW22Rr19fVjGpHkuXJkNk3ktW8y+OT/mp5Io2iongJUfzGK05fzgxQCaWaRmQRWbAAz0g/m+MWTsQe2SZx4hYEffIXij/wZRtmiuTmhOWJGQo053EXy+C78236Gwge/wvDL/0Sm+wSln/0aVrSfyOv/QbLpdfTiujkLUNo2dnKETOe7xN5+nMTJV8n2nkb1l+BesQPv+kdw1q1H8YTAtsj2nyH87F8zsvvfMcoXE7j9c7M+9sneN/jPt3+Ph1Z+iY7h4zQP7COeHkYiKfcv5IEVv0ZjySaUiwZefbE2/vWNX2Vrw0eoLVjFc8f/kcF4B2kzga46uaPxM9y3/JdGt0+bCQ60P83u0//JYPwstrRQhEaZfwHbFnyMtVU70SZovf1W2+Mc7drFcLKXjJXCbQTYWPMgO5b+HE7Ne0U3vsF4B682/QeHO18gkYkgkRiqi0Wlt3D3os9RGVyCEIKheBff3ve7LCvfTn+0lab+t/A5Cnlo1Zc42v0KR7t/SsZKcc/iz3PX4s9eVqw5PdLPT1qPcHyom1/vbKbGF8Kp6eOEms8v28pDDatnfX7XO8UuL19edy8VnsnTQUtdPqKZ2Zhq3XxICbZtk8lYZDLWaAvP811YFEWgagqapmDoKpo+t+bkUkpM0yaVMslmLWzr3LEVgaYqGA4Vh0O7agPR8/GkUyaZjIVtXxKPoeJwzn88Y+KY4HPRDRXnPMYhz3VxSqdNMmkT07SxbQkCVEVB0xUcDg3DUK/S/0tOtM+kL1yn9kXXae5zEWiaim6o6HN0nUopGRpM0NN9c6VXzzWqpx49tBErdoZxnh92mlTX47jqPoPmnbpEMs/Nh9A8OMp2kjz7vQl9atJ9L+OOnkQJrZ+zY9qZMKmux5h4oqpgFG+/LjLAFEWwbEXptQ7jhkNmk4Sf/WvMgbbJNxICLViBs3FrrltTxVJUXzGKJ4hiuOF851fLxM4ksZMjWNEBrEgvma7jpFoPkOk8ijnSg52MjPVXUXW8Gx5F9c9PRonmK6L0c19DZpLY6XhOpEnHkekEdiaBnY4h0wmseBgrPoQ52E70ze9iJ4Yvu28hBC6Xa17iHnMOBVUE7/zitA10Mz0nSbz7wpT78659EOYiY0RR0YsmtxyYKdK2iR18goEf/wF2bHDK42qBMlyLb8ezcid66QK0YDmKO5jLzBICzAx2OoY50ke2r5nkyd3EDz9DdrANJqtEsC3ih55CaA5KP/13KN7C60YYnpFQY2eS2KkoriV3oLgCCM2BzCRBUVEDZfi3fJLE0RdJHHkOo/TKlXgrGSF+4HHiR18keXwXdiqGUb6Y0H2/iWf1/RilCxAOz4WsE1VDL20kcOfPEz/yPOn2d644BqRkV9M3KPHVc2fjz+JxBGkdPMSbrT/iySP/h89s/kuKfTVjxATLztLcv4+mvreoDCxhY+1DICUD8bNUh5aNbiul5J2O53n8yP8m4CzmfUt/gYCrhKFEF2+0/JAfH/pz3EaAZWW3j7lghuJdHDj7NKsrd1AZWEIsM8RbrY+zq+nrFHmr2Vz3MKqYeetsKSVpM86zx/6RdzqeY3XlPSwq2YIiFJr797Gv/Uni6WE+venP8Dpy2R8ZK8WRzpfYXP8IVaFl7Dr1dZ488tfUFKzkgRW/xk+b/4O32h5jfc39lPjqpjx+rvORZNllupu4b7Bsmkvx6U7urVmGMkXu5v11K0nNgSP/jUqu7TKkUlk6z45w9uww/X1xwkMJotEM2YyJbUvUc4KAx2Pg8zsIhVyUlvkoLvFSWubFMDSEYMY37PPHj8XStJwZoqtjhO7uKMPhJKmUiW3ZaLqKx6NTWOShsipAbV2IyqoAmja7CXh/X4zTzYOYZm4w5PUZrFhRhqarozGlUyYtLUO0nB6itydKeChJKpXFtuW5eAwKCt1UVQWorZ9dPAMDcZpPDVyIw5szetQvjiNt0nJmiNYzQ/R0j4/D7dZzcVQHqa0LUVU9+8/lUqSUWJZNb0+M9rYwZ9uHGehPEIulyWRMBAKHUyMQcFJU4qGmJkTDwkICAcekpn9XEgtAOm3S2TFCZ8cIvT0xBgcTxGNp0mkL27JRVAVdV3B7DHw+BwUFbkpKvRQXeyir8ONwTH2dnj/OeXHKMm2Gh1OEhxIMh5M0NQ2QSo0dwITDCV77acu0z8Xt1lmxqhzjJjXzFIqOs+IDpLufnDBLwYweJ9X5IzyLvnTdpVbnubYIFPSCTWjeBRNm1VjJDlKdP0YLrJwTQ2opLdL9r2COTJDBAwgjhKPkLlDnfzJ6Oc4nLVwnc6YbAikl6baDJJv2TL6RouFq3ErBA7+Ns2FTLmNhsoYteq59Nf5zXJWTAAAgAElEQVRiKF2IlBLPyp3Y2SRWdIDU6b0kT79Jqul1Ml3HkWYGvaAa1+LbYI67x16MEArC4UFxTNA4RcqcRGlbuY5Xfc0kjr40LaHmaqGXNFD48O9Pe/vom98jcfTFC1+aS/dXvIDCR/8Yoc58fjgRQp/YW2emSCnJ9p5i6Km/mFKkEYYb77oH8d/2WZz1G861d59gXKg7UVx+tGAFjupVeFbdh++WjzPy6j8T3ffDyT1/LJP4O08SXXoHge3/z6w6jM4HM/qGCCFAVUdVUcUTxEoMYydHUN3BnCmU00emd3zq72zI9jTR9x+/guL04Wzcin/zR3DUbUALVUxqFiyEQPUWoHpC58yOrxyB4MNrv0Kxtw4hBCsr7sTQXLxw/Gsc7nyRuxZ/dsyFIqXNmYGDfGjt73Jrw0fQFAMhBJY9Np5IaoBXm76Fpuh8ZN3v01C0HiEEtrSpDi7jW2/9Ni+e+BcWFK3HqV9IeU2bCW6t/zDbGz+NrjqQ0qY2tJJ/ef2X2XPmeywrv52ga3YrEC2DB3n77FOsq34/H1rzu6PHXVl5F2kryf62J2nqf5O1VTtHzzXkLWdrw0eR0qa5fx+dw8fZtuBjLCjaQCw9yAsn/plwovuyQs2iYAn/e9uHLhuj4zrt7jVXCCFQL1NgW+TKm1JOhpSSyEiKI4d7ePdwD709URKJzLTLOjQtNyEuLHKz5dZaVqwqm1FdfO74aY6928P+fR309cZIT+L9MTQIZ9tHOPxON16vg8bFRWzcVE1NXQhNm9lkrrNjhKefPD464S4+JzIUFLoxTZvmUwPsfaONljNDJBMTi3xDgwnOtg9z+J1ufH4Hi5cWc/v2BopLvNM2auzujPD0T46TSubiKCr2UF0TpLDIg2nanG4aYO8b7bScHiQxaRzQcXaEI4e68focLFlawm3bGygpnX4cE2FZNr29Md58vY0Tx/qIRFJY1gQXxgj09cZoOjXAfr2D4hIPK1eVs35TFYGAc87Emlg0zfFjfRx6p4vuzgjx+OWu0wvtQVVVyQlaRW7Wr69i3cZKDGPie6Nl5cyCW88M0d0dYWgwQTyWIZnMkk6bE34G/X1xnvjxxBO5iSgp9dK4uPimFWpAYBTdhl64hUzvBKua0iJx+p/QC27BKNqaL4HKcwEhUN01OCseJhY9CfKS54WdJtH+bRxl92EUTW6aPl2seCuJ0/+INEcmfN0o2HiuTO96UEckIyMpLNMmEHTN+LmYZwKsDMmTu7EivRO/LgTuFfdQ/LG/wihfMuPrQAgBugNVd6C6gxilC/Ft+jDmcA+p1reJH34G1VuIUdp47a4xcW7JXNUQqpYTHa6L6/0CQlERE4lMk21/mUVsoSgohvuy211t7HiY8HN/M2VyheovIfS+Xydwx8/lsmem+X8llJxY51qwGaNiCY6aNQw+9ofYk7QWl5kkwy/8Pa5F23BULLsuromZted2BdAC5aTbDuYyWsoWY430Ej/0NO5ld2EOdZDtb0Gfg2waAMUTouADv4t7yR04alZP++JSDDe+zR/DqFw6J3HUFa6myFs7emEYmptlZbfzyqlv0Dp0iFQ2htsY24K1zN/Aqsp70NULJlnqRcqxlJKeSDOdwyfYUPsA1aELbtOKUKgtWMni0q0c6XqRzuETLCjeMPperyNEY8mm0X0LoVAVWkZNwUpO9++nN3JmVkKNLS2Ode9GSkltaCWxdJhY+sLFXOKtQwiFloF3WF25Y/T3he4qnJoH084QcJYw4uilwFMJgM9ZhC0tUtnLt33VFBXfTTvIv4AlbeLZNG7NQJtAkJRSkrKyqELBuMFFq5mSyVg0n+rnlZfP0NYanlUNsWnaREZSxKJp1qypmNFAwrZs2tuHee6Zk7SeGZpYBJjofbYkEknx9r4OTp3sZ8vWOrZuq8Pp0mY9kInHMwwPJ/H5Hex9vY2XXmgmEZ9eV5/zYte+vWfp6ohw785FLF5aMiuRJHEujkDQyd7X23nphSbi0+wuJCVEI2n2vXmWzo4RduxcxNJlpTOOQ0pJJm2x762zvP5aKwP98cu/6RzZrEVXZ4TurghNTQPsfP9iqmuCqJd2H5kBpmnR1hrmpeebaTkzOO3r5GIsyyYaTROLZ1i4sGjKzySVzLLrpWZOHJt/c76bGcVZhrvhC5jD70xoDGslWoke/jK+FX+CUXznuQWnOczQsrPY2WEUzYu4DrIh8kwfIVRctZ8k1f0TzJFD4163E+1Ej/0BgfX/jOqumVVWlpQSmRkiduLPyAzsnjgOzYe7/ucQRsGEr19tLMvmpeeb6O+P8+GPraaw8Oq3C7/RsJNRUi37J828UH0lFOz8jVmJNJMhNAd6US16US3edQ8jrczkGTp5bhqktIkdeIzovu9P2npc9ZdS9Ogf4bv10yiz7QosBKo7SPDOLyCzSYae/F+5crwJyPScJLL76xQ+/NVcptg1ZkbfEtVXjLNhE1Y8DLaJUbEEo3wxA9/7HYyKpZiRXuzEMK7GW+ckOL2whuCOX0FoxoxuFoqngOA9vzRnN4GAs2TMUEog8BgBXIafWGqQrDXeqCjgKsWl+8b9/gKSWHqIjJUk6CpDV8emkOmqk0JPFclsjJHU2AGfy/DjvMRUTgiFAk8lJ3pfJ5KancmslDYD8XaS2QiPH/4rnj76d2NeT5sJMmaCeCbn03MeQ3OiKBrYWRShoCo6upL7Mp3375GX1uxPGYckY1v0JaKkrCyGqlHi8uJU9etkhWd+GUjG+PvDu/jc0q3UB8abYSetLD86fZASl497a5ZdgwivT0zT5sD+Dl556TRDQ4kr3l8g4KSuoWDaooBtS9rawjz52DE6O6Y2ZhVi0jES0Uian+46jWXZ3HZ7PW7P7FY/UkmT4XCSWDTNKy+fnlSkmSoWgK7OEV547hSFxR6Kiz0z/g6mUibhoSSJRJZXXm6eVKS5XBzdXRFefO4URUUeSkpn5sNlWZI39+ZEosmyiS4Xg5TQcnqQnzx+nPvuX0zDwtnVMFuWzbuHe3jphSb6emNXbODr9RgsbCy8IuEoz9wghIKj+C4cZfeTbPv6hNtkwweIHP4tfMu+iqPsPoR65R1PpJ3FjJ4gM/AamYHdeBp/A6Ngw+XfmOe6QvXU4677WaJHf2/C8rlM/25ix/8U75LfnpXXkTQjxJv/ntTZ74I90X1YwSi+E6P49nHegNcK285lNyqKwOHIL+TNBXY2RXbo7KSvawVVOGrWztt4WygKQpmbspk8722s2CDRvf+JHZ+k5EwouU7Omz4ye5Hm4t1pDvxbPkXqzD5i+3808Ua2Reydn+C/9dM4alZd8TGvlJll1BguCh747+d+0FBcAQo/+EeEn/kr0u2H0AJlBD7wO7iX3z0nwYlzKWkzfp+iIBxzp7qLCdpEC6GgoGBJc0IRQlP0y654nC+FUpUJVs2FQFN0pLTHlUwpKBPuWxUaTLD9dJFA1krj0Nysrd5JgXtir5jK4NIxBsoCZcxDXTB7H4dwOsFzbcd4vOUduuIjZC0TTVEpdvnYXtnIRxs3UOLy3dCCTSyb5pm2ozzcsIZ6xgs1UsJbPa0YqpYXas5xXqR55icnSCbHT8R1QyUQcFJS6qWk1IvX60DTFLJZi3g8w0BfnKGhBJFImngsk8sqqw9NWxCQUtLeFubxHx2lq3OsSq9pCkXFHhoXF1NTE8Tnc6CogkzaYmgoQXPTAG2tYSIjqdFJeyplsvuVM2QzFjt2LsLhmPl90LYlB/Z3MDiYIBrJicmqKigt87GgsYiqKj+BoAtFEaRTJj09UU43D9LWGh4jZkiZK0N67dUWHvrgclR1Zt8925YcfLuTcDhJZORCHCWlXhYsLKKqOkAwdC6OtElvT85rp61laExplJTQ2RFh96stPPzo8mmXo2WzFgf2d/DS86dIJi/cG4UAr89BfX0BdQ0FFBa5cTp1LMsmFkvT3jpMS8sQvd3RUb8dKaG9LcyTjx/jY59cQ2nZzO5Fti1593APTzx2jFh0vMCvaQqBoJPiEi/FJV78fge6rmKZNvF4hv7+nM/SyEiKeCyDbUuqqgNUVU+dCqwbKitWlVFSMvHqUE93lKZT/WNEo1DIxcrV0zcT9focN3HZ0wWEHsC7+EuYkSNkwwcYb9ZqY44cZvjtL+AsfwBn9UfQg2tQjCLENPwapLSQ2Qh2dhgr2UF2cC+ZgdcwRw5jJbsRmgf3gl+cl3PLM78IxcBV8wmyw++QbPsW40ypZZZk2zcxI0fxLv4tjOLtCD0w5VhTSom0EmTD+0mc+RqprsfBSk64reZfgnfJl1Guk2ya80iZu79oeTF6brBM7MTEZW8Aqq9oTudQefJMhJSS5PFdJE/tYbLuW47atQTv/sWcH80coQbLCdz5RZKn9kxa/mcOtBE78BhG9Ypr7ik3s9G/EGiBsSU1eulCSn7mH5BmNpfGq85dKq+UEjs2AKqO4vKPfljSypLpbSbTfRItUIqjcgXCeWWdjqYing4juXBWOdPdBGkriUv3z7IltsDjCKIIjVg6jGVnUZULBk+WnSWaHsRQnbiNwJh3pq0EGSuJRF4QSKQklh5EVfRx2087IiHwO4vQFIMVFXewsmJiwW3cSsscfe4pM8s/HH6F/2raT52/kFvLGvDoDpJmhpPDvfzz0dc4PdLPH27+AMGb/CFikSuPypP7Pp5pHuCl55vGiTSKKqipCbHplmrqGwoIhlznDGEvfn/ur2TSpLc3SltrmLaWMOs3VE0rS0FKSTSa5sXnTtHdNVak8fkcbNtez+q1FQSDrouOKzj/YNqwqYrOjgh7drdw5FAPlpUbnGcyFnvfaKOk1MvGzdWzur+dOjkw+m9/wMmmzdVsuqUGf8A57mu7aEkxm7fUcvxoL889fXJcVtLxY71suqWayqrAjGNpOnUhDp/fwabN1WzeUjtxHIuL2bylhuNHe3n26ZMMDY6N48TxPro6q6muuXydspSS5qYBdr3YPEak0TSFZctL2bKtltraEOoEvgerVlcQjaTY9+ZZdv+0ZYx41dUZ4ZWXT/PwoytxOqf3GJVS0tUZ4blnTo4TaRRFUFkVYN2GShoXF1NY6J74OoVzYlaUs23DnDkzxNp1FeiXEUgMQ2XjpupJs3f2v3WW082Do9ceQFGJh/d/YPrlw2L0r5sbIQSqbwm+5X9C5PBvYkaOM9EgVGYGSbZ9k1TnD9GDa9ECq9F8C1Fd1Qg9mMu0kTbSziDNKHZmEDvVj5U8ixVvxUq0Y8bPgJVi3IQ+z3sWYRTiXfoVrPhpMgOvM16sMckOvcnwvp/FKLkTo+h2jMLNqO5ahOLg/LNFShM72U125BCZvl2ke58/V4438U1AcZbjXfb76KGN83yGM0NRBBWVfrq7ImSzFk7X3Bih5pkcOzGS646T/6jzzCPSTBPd+1/ISdpnC8ONf8sn0Yrq5nR+L4TAtXALzvr1xA89PWlsieMvE7znl1C9hXN27NlwxbVBQggQKmIeVtJkJsHAY3+EohkUPvxVhCvnA5M4/goDP/wfmAOtCIcX/62fouC+LyFcc6e4XUz3SBMZM4lTz5k6SSR90RYSmWFKfLU4tOmbPZ1HCEGhp4oCdzkd4WNE00NjfGVi6TBtQ4fxOYvHmfBGU0MMxjupDCweFUkS2QhdI024DT/F3ppZnaciFOoKVvNW2xOc7n+b5WXbJ2wNPl+0RQd5rv0YO2uW84urtlPs9KIqCpaUjKQTPNFymG8cf4MD/We5q2rxVYvraiClJJpNEc9m6E9GsaVkIBWnOz521cOWkuaRPprCfWwsrbs2wV5nxKIZXn+tjeHhsauEmqawclU5d9/bSFGxZ9ISJnFuhunxGjR4C6mpDbFxUxbHNCfgti059m4vZ04PjZkIO50ad92zkE1baibpWCTOxalSUxskEFyKlHDkUHeuTTSQSVu8saeVhY1FFFxBbb7LpbPjfYtYvbZiSmHB6dRYtaacZDLLc0+fHCN8RSNp2tuGqajwI2aYVTO6f5fGjnsXsWZ9BU7n5KNAh0Nj5epyUimTZ586MSazJhbNxVFZFbhsdk8ykWXvnjbC4bHXxrIVpTzw4DICwcmNgYXIiVu33dGAbUt++soZMhlr9PWTJ/ppOT3IkmUl0xpEJJMme19vZXBgrD+OogiWLCvhffctpqTUO6k4eP4QLpdOXX0B1TVB1m6oHO1MNhXn45t8u/EvCMQVGTffzAghMIrvwLvsq0SP/A5W/MwkW0qkGSMzsJvMwB6E6sp5yyh6roVqTkUGaeYEGysNdprJJtt53vsIIVA99XiXfZXIoS9jjkxssCnNKOmuJ8j0voQwgih6EGGEEIoLZBY7E0ZmhrDNCDIbZSoxT2g+PI2/irPsfoRyfc3OVVWwanU5rS1DnDjRz7r1lfkyzytF1VBc/klfNkd6yPSdxlmz+ioGledmI9tzilT7eD+u8+iFNbhX7JiXJAyhO3Evu2tSoQYg032K7EAbqqfgmpoKz6uTUzQa5Z133uHo0VzniPr6erZs2YLPN710cXO4m8S7L+Cs35Drjw6YI70MPfk/sYa78W3+GNn+M4zs+iectWvxrn94Xs6ja6SJV5u/xbqq+zA0F33RFnad+gZeRyEryu9En6WYUeytZX3N/fy0+du8dOJfuW3hJ3BoHlLZKLuavsHZ8FHuWvw5Cj1VY95nS5NXT30Tn6OAQk8VaTPJGy0/oHvkFFsXfGzUyBdyotL58qnzWTjn/21aGRRFGy1VEigsr7iD6pYf8kbLDwi4SlhZcSea6sC2TaLpMH3RFhaXbpl1V6mpGEzFydoWH120gXr/2JIfr+7g0QXreOzMIc5Gh+b82NcaU9o803aUHzQfoD8ZZSgV54/fegqXNnbQZCMZTifx6Q7uq11+jaK9fpASjh3tpblpYIxIoiiCjZurufveRvz+mdVCa5qC1zf9WtjhcJK39raPlsec38fGzdVsvKVmtC31VAghCAZd3LtzEdFIijOnL1zj3V1RDrzdwfY7F0xrX+P3DZtuqWb9xqppdcxQVYXVayo4c3qQw+90j/7etiVn28KsXVeJyz27gfLGTTWs31Q1rfNQVYWVq8tpOTPEwbc7x8WxbkMlbvfk914pJU1NAzSdGnttlJf7uHfnoilFmvMIIXA4NG7ZWktfX2zM5xGPZTh4oJPa+tCUceRigeZTAxx9t3dMLELAytXl3PfAEgoKZibEqaqC13vlNdt55gehGjgrH0HRg0SO/HfMkSPju/mMwUZacaQ1faPrPDcmQigYxdsJrPv/iB75HTKDe0BaE24rrTgyGcdOdk74+uVQXFV4Gn8FT8MvILTrM1M5GHKxem0Fr73aQkf7MHUNBTid2rjsblVTqKkNzqpU+GZCMVzoJQtIt7494etmuIPIa99Af+j3UT3BqxxdnpsBaVskT+3BDHdMuo1r6R3ohdXzE4BQcNRtQBhuZGZiT0sr0kem6ziOmjXX1G5j3u5mtm2ze/dunn/+eZLJ3GrmkSNHSKfT3H///ajq5QfqdjKCnRjOmfloBtK2STbtId3xLqH3/Rqhe3+VTN8Zev7vJ0kce2nehJqGorW81fo4B9qfwam76Y+dJW3G2bHkCzQUrZ/1flVF447GzxBPD7O39Ucc792Nxygglh4kkupnTdX72L7wU5c8jAQ1oRW4DT/ffPO3CLhKSGQiDMTbqSlYye0LP4VxUbeHjvAx3mp9nLQZJ5IaIJoaIGtl+PGhv8BjBHEbAbbUf5ASXz1CCArcFTy0+ss8ffTveOrdv2V383dw6l6yVppoegCfo5Ca0Ip5EWrcugOf7swtIEp5SctziS1tDFUl6LjxulloQmF7RSN+w8mertP0JCIsDpVRfEkbbgGEnB5ur1jIuuLZZU7dSGTSJu8e7h6T6QBQVu7j9jsa8M1AcJkNUkqaTg3Q1zfW+LGo2MPGzdXo+swEjcIiDxs2VdPZERlt6X3e12T12gqKi2fuQB8KuVm/sXpGbU3dHp3GRUUce7d3jAA1MJAgk7VwzSInOhRysWHT9MSi0TjcuTiOHOoeH0fGwj3FvMI0bQ4d7BrzPl1XWb2ukqLimZXKer0OVq4u58SxvjHXWsuZIYYGE5cVarJZi3ePdI8zdC4q9nDHXQsIhW68e1qenH+bUXIXwfX/nDNx7fzxpC2R5+yYio4gn3HwXkcIFb1gI/51/0Ds6B+Q7n12QoPh2R9ARfOvwLfs93GU3nvdijSmafP0k8dpbQ2TiGfo74vx9r6O0UzYi/F4DT7/xU2zek7eTChOH87atcT2/WDiTjuWSWTPt1C9hTl/kBm0Q86TZzrYqSiplrdyJXYTIHQnztp1CMf8fJeFEGj+ErRAGdn+yTNe0x3v4rNNmJXFydwwb0JNPB7n6NGjoyINgGmaHDlyhLvuuguv9/IfvrSySMtE9RUjhMBOx4gffgbVE8K79kEUpxctWIZeXEd2sH2+ToXaglXsXPaLHOl6md7IGZaVbWNJ6TZWVtw5pv02gEv3srRsG+WBRWMMdycj4CrlodVfZnHpFo717CaRGabYW8PSsttYVLIJr+NCZxFdNVhQtJ6gq4S1VTs53PkizQP78TpCrK3eyfrq+0YFl/PE08N0R5pHDY8XlmwCIJmNkMxG0FNOUtkLK3hCKCwq2Uyxp4Z3u1+hZfAAiUwEQ3Oz1r+ThcUbKPLmFE6H7mZRyRbK/QsRCFRFozK4FKfuHfXbCbrLWFp2G35n8WU/izpfIcsLy3n+7DFq/QUUnfMdklLmTIbbjxE0XKy9AQUKIQRlngD3eQIsDZXzVl8rn1t2K2uLxqvJuqqiiYlKaW4+BgbidHdHx/xOUQRr1lZScM7nYz5Jp01azgyRSY8VihYtLqagcOYdkhRF0LgoV+Z0sd/N0GCC1jPhGQ9AhYD6BTmj3Jm9T1BU5MHp1Ihd1KUpFktjmTP3wxAC6hoKKJph1yghBIVFHpwufYyvSzyWuWwcA/1xujou9QwyWLK0eMYlPYoiqKwM4PM5GLzIMyeZyHK2fYSq6qlXHUeGk7S3DY/ziFm5qpyy8hvbHP2mRggEAi24Bv/qv8Qo2krizNfIRt6d1NB11ofSvGj+ZTjK7kP1Nc7pvvNcG4RQ0XxL8K/5P6Q6biXR8i+YkRNcqSeR4izDUbIDz6JfQ/OvmJaJ9bVCCEFldWBaWa4OhzZlSW2ec6g6rsatqL7iSc1U7fgQ4af/EnOwHf9tn8VRuwZFz3dqyjM32PFhUq0HJ31dcQfRyxbN69hIcfpQvIUwqVAD2d4mpG1dU/u9ebs7p9Np4vHxKbypVIpEIjEtoUZoBkJ3YMWHcy2bO4+TPLYL94p70MvODUSEAEWb1IxobpAsKFrPwuLLm6wVe2v5/K1/O+09CyHwOkJsqP0AG2o/MOW2biPAI6t/a/Tn2xs/xe2Nn5ryPUvKtrKkbOu044FcS+1CbxXbGz/F9in2X+Cu4DOb/3z0Z4fi5p4lnx97/NJbWVI6vXbtaSuLV3fyg+YDvNFzhjpfIS7NIGlmOBsL0zzcx4rCSv7xyE/HtAdfEirlZ5fOTUv464GAw8Xm0nqChgu3fu1U3Osd25Z0d0WIRlJjfh8IOqftG3KlxKIZzraPbSuo6yoNCwtnnE1zHq/PQV19aIxQk06btJweZN2GmdXnOxwa9QsKZlUy5fYY40xqs1l7jOHsdDEcGvUNs4vD49HHdRPKZi3MKeKQUtJxdoTIJddGZXWQQHB22SvBkAvvJUJNNmvT1TkyLgPw0lj6+mKEh8ZOzN0eg2UrSvM+MDcBQgiEUYCr7rM4Su8lM/g6qY7vkw2/jZ0eQFoJZuY7I3J+NnoI1V2DUXgLRuk96IHVKM7Sa96lIs/cIYRAdVXgXvjLOMp2kuz4AemeZzCjJ5GZYaYn2giE5ssJNKV346r+OFpwDcos/BWvNpqmcOfdM29FnmdyhBA46tfjXn4P0Te+Pel2dirKyKv/SvzwM7hX7MC/9TM4KpejeAvy95g8V0R2qB1ruHvS1xV3AL2obl5jEIbrst2kzHAn2BOXnV4t5k2o0TQNwxg/ydR1HYdjeuUIqqcALVBG4t3ncdasJrLnW9jpKN51DyG03L5lNo0VG0QLTr+NaJ7rk45YmNe6mnFpOgPJGEOpOAKBRGJLid9w0hkP0xkLj3mfPVHq5nuYgOHiy+t24NLyIs1UWJZNT090XJZCebkff+DqeHdEIqlxYoDXZ1BQ4Jq1UCSEoKpqbOc2KXPZQ8lEdkb+OYZDo6x0dibrmq6OFxGkHDU6ngmGoVJWPss4tPFxSJgyDtO06e+PjSl7Aigu9mDMQiyCnKml2z12tVZKSSSSwrIkmjb5/3dPdxR5yYVaVOwmVDD/WV95rh9yk+5KnFWP4ii9FzPWTDa8H3PkCFb8DFaqFzszgDQTYGcAiRQqUnGgGQUoRgGqswzVU4fqqUcPrkb1LkLR/XCu489cXU+KUYBn4S8gzfELbkLzojiKJnjX7JBSYtlZJBJN0edkEqgYhXgW/OI5EWwsQvPNOH5b2lh2losFNUWoKEK7Kt9hIRRU7yK8i76Eq/YzJPtfJTP4JmasCSvRjp3uz52rnQVFR6guFEcxqrMM3bcEZ+Em9IJNqO46hDr/9x3FUYRn4X9DTpA5JjQfinFtO6nc7AjNQeCOnyN5fBfmcNcUW0rMcCeRPd8ifuQ5XI3b8K57EPfSu1B9haBcnes/z41FtqcJe4oEC8XwoBgu7MzcZp5ejLTNXLfqKbBTMex0DMU5eXKJPDcuPj9Ote3cwp20cykFigChCGxbjs5XVHX6z+p5E2q8Xi/19fV0dHRgWTk1SlEUlixZgsczPRVfC1Xg3fAow8//Dd3/91PITALPuodwLrx19EFuDXdjDrTiWnzbfJ1KnqvE0oJy/uXuT8/4fe4bTNBQhMBv5D0rLodl2Qz0j51ECJHz/bha6c+DAwksa4DnyMUAACAASURBVOwE3O02ZiSmXIoQECp0o6pizL5HRlIkkjMTapxODX9gdunKQjDOrBFm12/G4bjSOCZgikAyGYuhgfETtHTapLU1PGsD/0u9kADSKYts1prUe0dK6O8b7y1RUODG47mx7l15poEQCFSEEcQo2IBRsAFppZFmBNuMg5VE2tlR89iR1ACHul5m++LPIxQnQvPm/gh1TCeKwXgHIXc5grnpwKk6S/Et++roz5HUAIbqxKnPvWeAaWd4/cz3aB08xAMrf53CixoizBbVWYpv+R9ceXDnOBs+yg/f+Z8kMxcyHTfUPsC9S77I1epLL4QA1UFHMsyPmn9CIhNGZiPYWYG0vCCduetGKGDqCFOgZpKsL1rMfXWfvSoxnkd1luFb/odX9Zh5po8QAteCzYR2/gZDT/05VrR/6jfYFtZwN7F93ydx5FmM8iW4l92FZ/X9GJXLUNyBfJZNnmmTHWiFKYSaTM9JOv7yffPbbUnaZPtbLrOJibyMWGRZkqNHeigt8xEIODl8qIvCIg+nmwYxHCoej8HipSXsfb0Nl0snlcqycVM1oWk2kJjXjJodO3bgcDg4duwYQgiWLFnCPffcMy0jYQCh6gTv+SWM0gWkWt9GL23Eu/r9qO4Lq83mcBfOBZvxrnlgvk4lz1XCrRksCFzeyyZPHgDbkkRGxmazaJpCMOi6auUkkUgKeUlmh8Oh4boCoUgIgdOZq7WPX2Q+m4hnyaSn6hozHrdbR52Bee984fYYMzIRvlLMrDUu0wlgz+5W9uxundNjWdbly8FGhsfGoqqCUOjqXad5rm+E6kCoxSiOsc+/rJUmq7RTXnEfmjdX/hFNDSIzw2TMJB5HEIfqJpzs5tlj/8D2xk/jcxTidxZj2mmiqSEUoeB1FKAqGvHMCIpQSGQieBxBFBSydpq0mURVNPyOIoRQSGRGSGajuHQfLsNPLD3Ea6f/k4rAIqrPNRNQJ/A1sewskdQAUkq8jgIURSWRGcFjBLGlRSobw6G5SZsJTDuDEAo+RxG66mBDzQfoiZzGtHKDdylt4plhUtk4LsOHWw9g2hkyZhLTzmDZJn5nEYpQiaYHMe0MXkcBhuoibSawpUkqG8+dl7PoiieRaTNO5/BxYukLGb0NxbNvJnGlsXQMnyCeCV/yipL7IwFssOKITJKG1MDVD3KOsW1JLJqm5cwQnR0jpFImhqFSWuajti5EYZEbRZm7jLKbAaEZBO78AorTy+ATf4o5dHZa78sZwe4j1bKP4V1fw1m/Adfi2/CsuR+9uAHF6c2LNnkmRUqJOdKDnMRIGECm46Tb37mKUU2CbSHNzJSbqKogEHTS1jpESakX07QRIvf7rdvq2PXSaQb740QjaW7b3sC7h7vp7Ylde6EGoLCwkPvvv5+77rrr3OTDiWEYM7qRKi4/3g2P4lnzQK7c6ZLBgXv5Pbgat6K4A5PsYfYU+2rYXP9BakIruVorJnny5Jkeli1JX2Liq6oKTtfVM0ZMJcc/aHRdQVGv7H6haQraJR43mYw5rpTncuiGyvWgBRj61TW/tmxJKjUzUWu2SCmnzO6xbTnawes8iiJwufOml3mmJp4Z5sDZZxhJ9rGs/HYAnjr6t7g0H1krhc9VzLaGj3K0+1Xaho6wv+0nVAQWsbZ6J4c7X+Js+Ci2tGks2Uxj8SZePPEveBxBEpkRlpXdRtpMcKjjBTyOEMlslNsbP4lHD/JGyw9ImwlURWPbgo9xNnyMU717GYx3MBjvZEv9o7iNsWMu27Zo7t/Pse6ch1xFYBFLy27j1aZvsq7m/QzGO+iLtrKweAOvNv0HhZ4q4plhbq3/MNWh5ePOfSjRxZ7T38W0Mzg0D7ct/ATDiR72tv6IoKsM085wa8OHiST7efvs0yAlIU8Ft9R9kKPdr9I5fBxVMfA6gmxb8HHU/MTxPYuUkva2MK++fJqWM0Ok0ya2DYqS84QrLPZw946FLFteNq8L8DciwnDj2/ppFFeAoaf+jPTZdydtBT8RdiJM4ugLJJteI7LnW7hX3INn5U5ci29HceaN8vNMgG1hx8MTdxy73pASeRmPGiEEFRV+Tp7oJxbL0LioCNO0sc6VOkkkiFyGu8uloesq9qWeDVMwrzMaIQQOh2PanjST7QNVQ6gTh6o4POCYH0O0+sK11BeunZd957k6ONwhCqpWkU1P3NYyULY4l0Ke5z2HZdrjfD+EItBm6UEyqxgsa5xHjqpduSihKAJVGTuxkJJzNa6TG9dOtJ/rYeSqKBMVUc0f0pYzFrXmC8uyx/npCCHQtfx9J8/UBF2lbKj5AC+f+rfR38XTw6yu3EFd4Wq+f+CPSZlx1lW/n7ahw+xc9gs4dS/9sXaOdL3E6sp7iWeGebv9KSoDixlJ9bGgaD1Lym5FoHCkaxeqonPv0i9yuPNFzvS/DeS6Qi4ru52DHc9ysvd11tc8QOvgO6youJOGonUTxpoy4+xre4LGks04NBdvtT3BopJbWFq2jV2nvo5T93H7gk+SzEawpc1tCz5Bx/AxDnU+T5l/wZh92dLmcOdLFHqr2VB9P3tavsfxnt0UeWqIpga5d+kXcesBNFXnheNfo8RXR7GvjtdO/xd1BatJZCPoqpM7Fv0MqtAmzP55L1PmX8iH1n6F4WQvicwIsfQQ8XSYRDZCJDVAf7R1TMOF9zJSSvp6Yzz+o6PEYmlWr6mgtj6E06WTSVt0dgxz8ng/P3nsGLqusmhxcV4cmAFCCITuxLvxQzjq1hF549tEXvsW5mDbjCbSMpMk29vESG8T0de/g6N2Db5bPo5n2d1oRbWX9QLJc/MgzfS8es9cCwyHRmVVgL7eKMUlXrq7IoyEk+zZ3UJRkYfCIg+hUM670jNBo46puLGeXnnyXELpwm2ULtx2VY6VTgzT9PrXcQXKqV/3QRR15ivmudV5G/Ltt2eHhHHKyTwiFAUhxh7y0lKo2TCqwl96vBleE9fVFXQdBOPzOcZ1kLpSAgEnYhZpSzfGNCrP1capeyn0VOHUvGiKQdZK4bike0/aTDCSGmAw3omuOlhdeQ+aaqArDkp8dejqBb+oEl8dTt2D2wjQHwuTyESIZ0bojbZQGVxKZXDJuS2nvsZNO8NwspeRZC8OzcOayntx6h4qg0sYSfYRclcQdJeSHIngdxbh1L0EXCWksvFzJr0XsKVJLD3EQv9GDM1N0FnKUKKLQk81AVcJfkcRiqJiS5twohuX4QcEKyvuwucsBCkp8dXi1Dw35HPU7yxiS/2HJnhFcrT7p/zTaz9PZo7bv18rbFvyzsEu4rE0jzy6YlxHx9Vrylm/sZrvfOsA+9/qoLo6iDvv/TVjhKKglyyg8MH/gXftg0Tf+A6xA0+QHWwDK3v5HVyEnRwheeJVkqdew6hYhn/rp/CufwS9sHbSRfc8Nw/StmZ8Tb0XWL6ilOUrSkd/rqoJsmVr7ejPt95WB0Dj4pkZ2ee/MXluaK5quUUmwdl3nyVYvpS6NQ/BLIQay0zTd/oNguVLcAfyncymQlXHi1lSSrJXMZNiohbc5rlMnyu59ixbYl1yHqoq8jX400QoYpwnjqYp7HjfIhYtmVsfLFVTcLkm/66rqjK+a5WUZLPXtuVjnvcmgnOr4BfdB1RFQ0pJIjOCphi4dB9FnmqWlN5KoacK086MijOXekeM/VlQ5K1BVXQ21T5E1k7nxA4EmmoQz4QxrQyqoo3bj67mRKD6wrVUh5aRNpMYqouDHc9RHVxOOhunc/gEilAZiLUTTQ/QF23F4wihqQ4y5gVhQRUaBZ5KeiKnqQmtoC/WRrG35lyEF9zFBYJS/wIqA4tZWnYbaTOO2wiee+3GLXWa/Bkg0JQbq6TStnJlT1U1QerqC1AuyTRFQGmZl4WNRTSd6ieVMvNCzSwRQoBQcdSswShdiHfTh4m+/m3i775Atq955m2KbYtMxxEGH/tj4oeeJnjXz+NZ/QCKY3reHHluUGzrsuVE70Uuvi97vAZFxRMvFMx0DJ8XavLkmQdmu1oeD3dwdNffs+reL+WFmsugagLXJX40pmmTiE1t/DWX+HyOcZVFmYxFJm3hcM7u9iolZDPWOP8dp1OfUbrkzYyqKuNaadu2RHeohK6gdfpsUBQxTsixrJwxZp48U9HU9yaHu14mnOjhueP/xLqqnYTcFWhKbiJa4KlAVx04NTeLSm7hpZP/Tl3hKtZVv5911e/nrbbHAWgs2cSiklso8FSgqRcmsW7Dh2VnAIFL9+FzFrK0dBv723/CU0f/BqfuZWvDRwm6ylhevp19bY/TG2lha8NHcRm+MbE6NA+31D/KgfanONz5IpXBJSws2chArJ3bFn6SkVQvzf37qAmtwJYWr53+L6S02brgY0TTg+w980OGEp38tPnbrK95gJUVd/Jm62M8fezvKHBXsqRsG0PxToLuMs4rNUIIbqn/IG+1Psbpgf0Ue2u5pe6DeB2heelOlefqI5GkUyaFhZ5JjfGFEHi9Bum0hWVfHyWv72WEEAinD1fDJpw1awkOtJA4/grRN79LpusYVnRgZmVR6RjJE6+SbjuIb9NHCd77yxjlSxGXim55bg6EkjOYmgLFW4gWrLjmC5NaQRVCn3nH0tJSH6WlvstvOJ0YruTNlmWRSqXG+URMha7rMzYUnilSSkzTJJ1OMzAwQH9/PyMjI6RSKbLZbM4fQNdxOp34/X4KCwsJBoO43W50XUdR5q7sxLZtTNMkGo3S39/P4OAg0WiUTCaDaZpomoau67jdbkKh0OgfwzDQNG386sFlyGQyZDJjJ6qqquJ0Omd1TrZtk0qlsC96+J33HtK02V8+tm2TTqcZGRmhs7OTcDhMIpHANE1UVcXj8VBYWEhpaSmhUAiHwzHjzwJynSOy6VhuRdDhHf0MpJRY2SS2lUV3eBGKiplOIKWFZrixzDSWmUEIgaq7UFR9zOcnpUTaJmYmiZQWimqMyaIQFzbEtk3MbApp5wxFFVXP7fNcza6UEtvMYJlpwl1HSYQ7yKaipONDuX0p6miMo7u1LcxsCtvKDbJVzYGqz+7/+L2KoohxLZ9N0yYcTmJZNqo6/4OAUEGu08TFbbRTySyJRGbWQg1I4rHMOANaj9fA6chr69NB15Vx14Zt57qE2bZEvUKz55kSCLrGxTIcTmKa9lXthpXnvUVD0XrqCteQk/7FOT+ZL6CI3H1gx5KfQxEqQihsqn2I9TX3owgFVdFYXLqFxuKNSCSKUFGEOrr9eRpLNueeWwgWFK9Hyty2ty/8JLa0EIhz2TOCmtByKgOLkUi6R5o42ffGmFiLvbUsLdvGAyt+7aJjKuxY+gVUoRFyl1IdWs7Z8FEqAovYsfQLOFQ3qqIjkexY+oUL5ylyGTt3LfostrRG43cFfVQEFnGx41WJt477lv83pLQRQkEVGqsrd1wXpZZ5rhwhBIGgi/6+GMlkFsNQx43FTNOmpyeK3+/Ie3/NMULT0UsbCZQswLfpQ6RaD5A48hzxw8+SHWpHpuPTLje3kxFGdv876bOHKProX+Bq3JoXa25ChKohLlNx4F19P8Uf+8tZVSbMJUIoiGucAXZFo/6uri6+//3vE4lEpv2eW265hR07dky7RfdMsSyLzs5Ojhw5wsmTJ+nv7x8VaCzLwrZthBAoioKiKOi6jsPhwO12U11dzcKFC6murqaiogLDmH36pJSSVCrFyZMnOXHiBKdOnSIWi5FOpzFNE9u2x8SiaRqGYWAYBqFQiIaGBurq6qitraWgYIJ0z0nYv38/u3btIpu9UP/X2NjIJz7xiVmdRywW4zvf+Q49PT2jv3O73TzyyCM0NjbOeH9SShKJBCdPnuTgwYO0tbURi8VGhavzYoemaTgcDlwuF/X19WzYsIEFCxbg9c5slSyTGObgU3+CqrvY8PAfc370ZpsZmt74Fr1nXmfzo3+By1/Kqdf/jehgO3VrHqbt0BOEu4+i6S6qlu+kdvUHcPoulEyY6Rht7zzO2aPPkYmH8Zc2UrH4jtH9n39spWIDtB16kt7Te0iMdAMCf/ECqlfeR8WSu1E1A5Cc3vdfdJ3cxUjPSZLRPt5+4qtoRu7m4C+uZ8PDf4rLn6t9tMw0PU2vcfbIUwz3nETVDAqr19Cw8WMEShpvmgefqioUFY83Eh/ozw3ovN7Zm5hPl1DIhcOpk81eyI6IxzNEIulpt967FCmhv2+8+XUg4JyyxCbPBQxDo7Bo/LXR3xcjk7Fwua7ed0QIKC4ZH8vQUJJ4LD1OxMmT5zyqoqFeOky7qORIvajMRVFUFC6MqxShoKhjxzCqGHv/UIR6URnRhX+rYvxxhVDQzi1IFHqrWKndOeZ1h+ZBVxyjCxDn0UbjFWhCwW0EKA80Yqiu0ewegUBRx9+vL40jV/Z0aemWQLvkvPINAm4cVFWhcVERzz59gjdea2PTlhpCIReKIrBtSTSS4sTxPs40D7F+Y1W+7GkeOF8SpXoKcC+7G9fCW/Hf/nlSzW8QO/AYqdNv5rJsppNLbpukzuxj4Lu/RennvoZRuTzfyvsmQ6g6Qpt6fC6tLIrLn+v2fJNzRUJNNpulr6+PcDg87fdEIpEZZeBMFyklAwMD7Nmzh7feeovBwcEpt7UsC8uyyGazJBIJwuEwnZ2dvPnmm/j9fhYvXswjjzxCQUHBjGMxTZPW1laef/55Tpw4QTo9eYr7xbGc325wcJDm5mZUVaW0tJRt27axbdu2aXXPisfj9PT0jMmqKSwsnPE5nMe2bQYGBuju7h79ncfjIZVKzXhfpmly8uRJXnnlFU6cODEu8+c8Of+GLNlsllgsRn9/P4cOHWLBggXcd999NDQ0TDubx7Yt4uEONGPsREkiScUGiA20YZ/LdElG++k+8TKRviaK6zayYMNHCXcd5ejLf0d0oIU17/8dNMONbVuc3PPvNL3+DUoX3krV8nuJhzs5+dq/EQ93EChbPHqcZLSf7lOv4C9eQPmi7ZjZFB1Hn2P/Y7/HrR8PUtJwCyAoqFqJy19KT9NPaT/0JAs3fZxAWc7EUXd60V3+c5+NTevBH3Ns1z9QULmShg0fJpOM0HnseQbaD7Lh4T8hVLH8psis0TSFyqrA6IDtPJ0dEQYHEldFqPH5HFRU+Dh1cqxQ090Voao6MKusHtO0aTkzNOZ3iioor/Bf1dbj72VUNdcu0eHUSF/Upru9bZhoJH3VBa+qqgCqOjbzqr8vRm9PDH/g2mfCTXz4XGvJm+BWkmcGCCHwGEE857xgZkqpr55SX/0cR5XnRkUIwYpVZZxpHuSNPa0cO9pDQYEbw6GRzVgMDycJDyWpbyjglltr5twsPs9YhBAIhxtHxRIcFUvwbfow6bOHiR99gdj+H5HtbUZmLzc/kDmx5oe/R8kn/wa9qPYy2+e5oVB1VG9hTnSfpIQuV16Xb7kAc+BRc60HmHBBpPnud7/LiRMnxmSTzGZfIyMj9Pf3zyqjxrZtDh48yFNPPUVPT88ViVKWZdHT00M2m523DKSrwXkxau/evTz99NMMDQ3N+HNJp9McP36coaEhHnzwQVatWoWuz/1kK5OMsHDRdpZu/3mEqmGm4ufElWdp2PhRQhXLSYQ7aT/0JMV1G1nz/q/g9BVhm1lagpW8/eRXx+wvUNrIlo/+v2iGG6FogKSgahVv/OevMND2NsV1G1FUjcLqtUhpk4r103n0eYrqNp4TccaSjPTSvPfblC7cyqp7fxPDFURKm6Kadez93m/8/+y9d3wd533m+512ekfvjSAIgr2IokiqWJbVi+VYThxnkzgb526ym2yS9b2b3Oxns3HqZjc3bT9JvE6ySRQ7jtxkWbIkSqJJFVYRbCBBsKB34OD0NmfmvX8c4JBHAEgCBCkWPP+IGszM+045M+887/N7HvpO/ABv2cpppc6dj7IyF16fjangJSPKRCLDqRPD1NT6Zpm4LjXsDo3aej/nz09iTn+ECwFdZ8dZt75iwbN7QgjGx2IMDxeqFO02jYbGwC3xvL0dIEkSVTVefD4boyOX1EmhUJKus+OUlN7cNJiiYifFxU5GRy/1JZMxOHlimIamANpNjJSfC5LErFKRhUbBL2MZdxvkO9iw+FaBJIHTaeHxp1ZRVuGm4+QI3ReDmKZAliUCRQ62bqth+446fP5ldeLNhmxzYVuxHVv9Zjzbfpzoh98lduQ7pPtPXCXZR5A4vYfIga8TePzLy2lQdxEkSUL1liEpKiI794S9ER3H1FMo2o2fcL3VcV2/DI/Hw9atWxkfHyeZTJLJZPJKiEwmk/diudFIJpO89tprnDp1ahYBoGkaPp8Pp9OJxWJBlmUMwyCTyZBIJIjFYiSTs2MM165di9M5W65+JQgh6Ovr4/vf/z5jY2Oz/u50OvF4PDgcjrwiZMZLJx6PE41GyWYLfSm8Xi+tra23NVFjGAZHjhzh5ZdfnlUmJ0kSbrcbr9eL1WpFURSy2SzJZJJgMFig3BFCMDIywre//W2EEGzatGlRvjVXgqJZKG++H2XaPMri8FKx8n6GzrxFeOQs/so2opPdJKNjNG//N9g9pbkaRk2hpH4LdldhooysaKhWF4nwMJlECENPkY5NgCSRTgTzbLIkSSAoqL2fK9EoNHKW+FQ/ZSt2MDV0Or9OKj6JolkJjZwhm46hqAtXgt1ukCSJomInNbU+QlPJPPkuBJw8PsyadRXU1vlu6IemosisbCnhw0MDTE1deo70dE9x8WKQtjVlC2pf101OHB8mHCqckSqvdFNdu7gZ7LsVXq+N5paSAqImkzY4emSA1rZSAgHHTSEhJCnnpVTfFGB8PF6g/jrTMUrb2nJWtpTccFLxSrBa1VmWHum0QSql43DcHaTvMq4fQgiSeoRwcpxEJoxupkEIFFnDprlwWwO4bcUo8tJ9lAkh0I0UsfQU8cwUqWwcw9DzPjmaYsOuuXFafbgs/lmlWdcD+SMlVkII0tkEoeQw8UwY3cgpLTXFisvix+cox6LcXDPzmwndSBNOjhHPhEjrcQxhIEsyVtWBw+LFay/Fqi68JFiSJPwBBw881MSmLdXEY2kyGQNNU3C6LLhd1mWj/Y8RkiSBZsVS0ULgsV/HveUzRN79e8Lv/xNGaGje7UQ6Ruzgv+K59/NoRbXL8s27CGpRHSgWmIeoMZMRsqEhFIf3Jvfs1sN1vS2Li4t5/vnngZySRNd10uk0mUyGdDrNq6++ytGjR29IqdMMhBB0dHTQ3t5e0I7VaqWlpYXt27dTWVmJy+XCZrPliZp0Ok00GiUSiTAwMEB3dze9vb2EQiEcDgfr169f8Ms0m82yZ8+eWSSN1+tl+/bttLW1EQgEcLlceTWIruukUikikQiTk5P09/dz4cIFhoaGiMfjrFixgurq6tv2xW6aJsePH59F0siyTEVFBVu2bKG1tZVAIIDdbs8TNbFYjOHhYU6ePMmHH35INBrNbzs5Ocn3vvc9iouLqaurW9Jzo1pdaLZCHxy7pxxZ0UhGRkEIMokQCBObuyRfWytJEprNjWa/9FARwiQW7KNz3/9maqgDYRrIigYIMompRcj6BKnoOJlEiO4j/0rf8e/PWkOzuhALcOO/3aFpCpu3VnPh3CTx+KUHfjCY5PXXOnniqdZ8edRCMfM8udr9VVnlpW1tOe+/252/pLFomr3vXKC0zEVp6bX5KpmmoPPMKB8eHij4mNcsClu21uByLX8wLwSyLLFpcxWnTowQuoxEG+gP8/ab53j8qVZcrsUZ2wshyGQMFEW+JjNgVZXZuKmKc2cnCE4m8ssjkTRvvHYWTZNpaCy6offpleDx2lAUmexlkfChqSRjozHq6v237fvnTkHW1Hm782v0BE/klzktPp5o+w8EnJUL3t9rHX9J/1RHwb6eWvsf8dnL5lzfNA2OD77Fod7v5ZftaPocbeUPIEkShqkzErnIicG3OTP6LpOxAWLpIBkjiRACVbHgtHjx2kqpCbSxufYp6gPrsGueRd1bhmkQS08yFu2hc/R9eoMnmUoME0lNkNKjeYJIllUsih2nxYfHVkyldyVrqx6moWgDHlvxdXtjzHjsmMJkKjHE8cG3OD28j5HIeaLpyXzkuEW147GVUOFpZnX5LtZXP4LPXn5H/K5M0yCYGOLs2H5ODe1hNHKBSGqCpB7FMLPIkpIj6WxFlLrraat4kNbynRQ7axZM2KmqjN9vx7+snLllIakalvJmij7929hbdjHxrd8i3Xds3vXTAx2kLh5CLapd9v++i2CtXoNsdWCkZ/sxAhjxIPpIF5aKVXfEc/J6sGTTGrIsY7VaC3xU3O6liaa6EtLpNJ2dnQWqGEmS2Lp1K0888QR+f26QefmFnjERdrlclJeX09TUxPbt2wkGg3R05AYvxcXFC+7L5OQkFy9eLFjmcrl46qmn2LZt25xpVzOJTD6fj5qaGtra2kilUvT19XH27FlaW1uXXDVysyCEIBQK8dZbbxEMFnpurF69mqeeeorq6mpUVS04L4qiYLVaCQQCrFixgsrKSl555ZUCsmZiYoJ9+/bxwgsvYLMtPDoNIRBzyDKFac4mUGaID0maLg+4+kNDAvRUlM69f8PQ2T2sfvCXKG28F6vDRyo+ybv/8G8X3udpqFYnax75VUoats3+m2bHYr+7lBd1dX5WrS7l6JHBArK2+0KQV17u4JOfWklTUxGycinSdS7MbCtEzmdmaDBMaanrqqbAmiazeWs1pztGCz7C+/tCOULgyVV4fbZ52xZCYJqC3u4p3n7zHJFwoZqmrs5Hy6qPV3FxO0KSJMrL3azfWMn7+7oLSIjjx4ZRFJkdu+opLXPnftpXGAxcfm9Eo2kG+kL09U6xfmMllVXXNuNTWeVl3foK9v3oYgERNzQY5gcvn+GRR5tZsbIETbtE/l6tL8mkztBAGK/PRul1REG6XBa8Phtjl5VmxWJpTh4fpqzcjc2m3vWDpY8TQphcmPiQ44O788t89jIeaJ5LrAAAIABJREFUWvkzi9rf+fFDdAzvvWxf5Tyy6udhnu9fgWAkeoGj/a/llxW7amkrv5+soXO0/4e8dfZrDIW70I3Z/hS6kSKUTBFKjtIfOs2pob1srHmUx1r/HV77tasOhTAJJ8c5OfwOx/rfoH+qg3gmTNac2wfQMHWSpk5SjzAR76MneJxjg2+yomQLj7b+Ig1FG67rvtZkK4Yw6A2e4NVTf8b58SOkswk+aqqa0mOk9FieWOoY2cuTbb9Mjb9tSdVFNxNCCAxT5+TQO7xz9u/oD50mpccQHzl2Q5jEMzm100jkAl2j+zngbebhlp9jQ/WjqPK1keVCiPy7ORxKousGqqrg8Vhxua359+Pyc+rWgKRacKz+JEXPZRj9+/8LIzq7ygAAYZA8fwDX1h+7uR1cxscK1V+J4i3HiMx9X5jJCOnB0zjXP/GxJz993Lg93xCXIZFIMDg4WLDM6/Wya9cuAoGrezrMJAypqorD4aCqqgrTNBdFjoyMjBSQCQAtLS1s2rTpmoyAJUnKJz+tWbOG1tbW2/6lc+DAAbq7u/P/L0kSDQ0NfPazn6Ws7MoDNEmSsNls7Nixg3g8zuuvv543XBZCcOLECTZu3MiaNWvm3Y+EhCSrGNlU7stmejXT1ImHh2etr6djpBOhgmXx0BBGNoPDVwFIWBw+JEkmFR3LR4LObKuncqohAaTjQYa79lLasI2mbZ/PS66T0XFM05j3uAXMY7AlYXeXIskqwjTwljQVRHbfrbA7NO5/sJHxsRh9vZeunWkKei5O8c1/PsbKVSW0tJZQVubG7tBQVRlJkjANgWGYpNNZEgmd0dEoPRenGB6KEI9n+MwLa69K1EhSzuj3gYcaeeO1syQSer794+1DhKaSbLmnmoamItxuKxZNQZKlfLtTwSSnO3JKmsuJHsiV73zik8243Mt1uouBqins2FlPKJjkxPHhPMmhZwwOH+zn4vlJ1q6voHllMR6vDatNRVHkHHlmCLKGSTqVJR7PMDEep/vCJENDEcKhFKqWK3u7VlitCvftrKe/L8SF85fM7oWAwYEwL/3LCRqbAqxeU05llQebTUWbjqI1TYGRzd0vqVSWsdEoPT1TDA9GiIRTfOrxlusjatxW6hsCjI/FCkoIDx/sxzQF99xbS6DIkY/GzfmOCbJZAz1jousGkpSLIV8mFO8ODIXOks4mOND9HV45+SfEMtcWKmEKg1BymL3n/olwcozPbf5tvPbSgrLf+ZDS47zZ+dfsO//P+bKihcAUBrF0kGMDbzIW7eEntnyFFSVbZ5UwXStUxcrJwbd5+eT/ZDjcdQ1bCNLZOCcG32Yi1sfTa3+NDVWfWtJyrJuFWDrIvvNf552uvyOWDl59AwAEqWyc7sljfP3IbzEaucgDzT+F23blwAshBCPDUY4c7ud81ySJeAZj2qPGbleprPJy3856amp9y9UztxAkVcO57jFcW58n/KOvgZmdc73M4ClyI9/li3e3QHYGsDfdS6b/xNwrCJPk2X0Yu34W1Vd+czt3i+G2J2oMw5jlMWO32/F6vYsiOSRJWrQfTCqVmuUxU1xcvOiY79vZlwYgGAxy6NChApWDy+Xi0Ucfpbz82n94qqpy33330dXVxZkzZ/LLo9Eo7e3tNDc3z6uqkVULDl8l4xcPEho5i6ekESFMxrsPExw4gfKRiDjT0Ok7+Sq+ilUomp1MYorB029isXvxl7cC4CltwuGrZPDM25Q378Lhq8LQU4ye/4DkNDucE97kSKKsnsLMpkG1oicj9B5/mXR8joGNJGGxezGzaaKTPRTXbZ52RRfIam7WyV/VhresmZ727xGoWou3fBWSrCAMHT0dR1EtWJ13vj/N5ZAkifIKN08+08p3XjrJ2GisQBQVjab58PAAR48M4HJZcXusOU8OWcLImugZg1g8TTymYxiXCLKFGLzKssTmrdWkUll+9M4FkpeRNd0Xg/R0BykudlJc4sTusKCoUq7daJrRkRjR6OyPDp/fzqceW0lD0911PZcaXp+NJ55eRSaT5WzneF7NYpqC8fE477x1nn0/uojHa8PlsqBqCsIUZLMmmYxBPJ4hHsvMKuF1LdCwW5IkfH57/j4dHAgX3KfxeIaTJ0Y4eWIEl8uC22PFZtOQp0m9mb4k4hl0/dJ9qqrydYcjWK0qGzZWcu7seIHXUiqV5f13e+g4NUpFhRuH05JPr9J1I0ccJbMkkzqVVV5+7HPrllNX7hJMxPvZd/6febPzq3mSRpUteGzFFDlr8NpLkSWFpB5hLNpDKDkyrTbJwRQGxwfepMhZzVNrfgWbdvUSUavmoKFoI+9e+JeC5Zpixao6cVn9+B0VODQviqKR0mNMxPqZSgzNUnsMhbv43ok/5qfv+WPKPI2LOgcjkQu8d+EbjMd6c/1THbitRZS463FbcxOF4eQ447FewskxsuZMea5gKNzFS0e/gttaxIqSrbfNpJwQgkQmzCsn/4QPur9VoKBSJBWn1YffUYHfUYlFsZM2EkzGBgglR4hnQvnS7EQmzOtn/opYJsiza7+MTXPNqzgdGY7yza8fY2I8TqDIQV2DH4tFRdcNJsbjdJ4eo69nik9/di0rmouXyeJbCJJqxbXxWaL7v46ZjMy5jhEPIrIZJG0R6vhlXMJVSjmFMHOTyzepO1eCbHNhb9lF5IN/QmRm+8QCpLqPkOr5ENeGJ29y724t3PZEzYwi5nLMmPP6/f6b2hdFUWYpccLhMNlsdtFkze0K0zS5cOHCrJj0xsZGGhsXPihyuVy0tbUVEDUA3d3dRKPReYka1eqkYuUDDJ7eTfsPfoeShm0YepKJ3g+xuYrQU4X1kZrVyUTvh7T/4HdxFzcQGjnDeM9hGrd8DldRzg/H4SmnbsNznNn3Nxz9wVcoqdtMMjJKaOQsNnduhl0AVoef0sZ7GTrzFqfe/jMc3kpCQx1EJi5id881Ey/hKWvG4vBxbv8/kIyMoqg2NJub+o3PodncWJ1FtOz8OY699gcc/u5vUtZ0H6rFQSo2SXSyhxXbfpK69U8v+Pze7pAkido6P0883crbb56jvy80u4JtumxlLlJkKaBpCvfeV0dWN3l370VSl8VCCwHj43HGx+PXtC+P18Yjj65k7fqKRUV8L+MSZgiSJ55uRZIlujrHC8qgIBeJHpxMzFI03QhUVnl56pnVvL37HOfPTcxJssRiGWKxG2/Efzlq6nxs2lrNj96+UEBYQs6v5nKfn7mQS1xZjtO8WzAR6+f1039FPJNTMRY5a9hS+xSbah7H76hAlS0g5TxM4pkQxwd3s7/7WwyHz+X3YYgsR/tfY0P1o6wo2XLVNmVJYWXpvZS7G+mbOoXT4qO+aD2NxZtpCKyn1NOAVXUiSwqSJGOaBqlsjK7R/ezv/hYXJj7EFJfUrP1Tpzk+uJtH3F9aFFFytP9V0tM+NJXelWxv+Cyry3fhsZegSCpIEoaRYSo5zOHe7/PBxZfy5wsgmBjk7bN/S5WvBYfl9jDNFAgO932f/T3fKSBp7JqHzbVPsKX2KcrcTVhUG5Ik59IsswkGp86wv/tbnBzaky9V040U+7u/TX1gA9vqn2MuRcWMMnUqmGTHrga2bKvB6dCQ5JyyL5XK0tU5zu7Xuzh8sJ+qai/OBaYtLuPGQg1U5UiYeYgaTBOMLNzdFS7XDUm98gkU2Qwim4ZbgBCTJBlbw1ZUfzX66Lk51zGTYWKHv4Vj9SeQLXevL9VtT9TMeJkMDAzkl4VCIQ4dOoTP58PlujYjz6WA3+/HZrPly3MAOjs7OXPmDBs2bLjtFTILQSqVorOzsyD1S1EUWltbF3VNFEWhuroau91eoKAKBoOMjY1RUjJ3CYIsK1SvfgQhTPpOvMLIuXdx+CpYdf+XAOg5+t1pg98cNJuHNQ//MmMXDzDc9SNUi4MNT/wmVasfySdBSbLCinu/gM1dwsCp1xk6+yN85S1sePw36D3xCprVOW0u7GHtJ38Vm6uY8Z7DSFI7RTUb2PzMf2Ooc08udu6ywaEkSXhKVrDlud+j99j3GDn3Lopmo6R+a8E6Va2P4PBWMnDqdSYHjmHoKazOIipbHqK4duOCz+2dAkWRaVlVSkmpi/3v9XD82DDRSGrRagO7XV2QqiZXqqfx4MNNFJc4+eC9HgYHwrNIgSvBalWpa/Dz4ENNNDQFlkmaJYIkSZSVu/nMC+s4eXyYA+/3Mj4ewzAWd3M4HBo1dX7cnoUPeGRZoqEpwAvF69n/fi/Hjg4RCiULfGsWAqtNxWq9/neLxaJw/wONZHWTI4f7id9komgZtxeyZppsJjfWaSzexGc2/CYNRRtQ5NkfC25bEaWuelpKt/OPB7/MYPhs/m+hxAjt/T+kqXjTNZn7euwlPLTyZ5iMD7C6/H4qvM3YNfe8RIubAMXOalaV7+SbH/7XAp+fTDZBx/BedjR9Dqdl4d5u6WwCCZnG4k38+Obfodq/GnmOY3Dbi6n0tlDpbeGVk39CMHEpCef0yD6ODbzJtvrnUW7xEighBH3Bk+zu/N9kLlNHlbjqeHLNr7C55kk0xTrrWrisAYocVawovYfdnV9lT9c/kNJzNgEpPcbuzq/SULSRMk/DrDYNQ9DTHaShMcCuBxpmlQE7HBa2bqthaDDCua5xUkl9mai51XCVQZikaEjqcnn39UK2uciRnXOfbzMVw0xEUOy3BimslTTgXPcYod1zEzWYBrFjP8B9z2dxrH0M6Tb1a71e3PZEjcPhoKmpiY6ODgwjN1NimiZ79+4lGo3yiU98gvLy8lmGtTcCFRUVlJaWEg6H88tCoRDf/va3iUajbNy4EZfLdVcQNolEosCbBsh7AC22JG0m2vxyoiabzTIyMkJbW9u82yqajbr1T1O79klm6mBz3i6CylUPF/i8CDOLu7iRytZPTvvESNMPh8I+qxYH9Rufo279M7l9SjKSJOOvXpPbRsp5oNi95az71K/n5b6SJIMk4ytfNX1ghQ8eWVEpb95F2Yr7Lr3cpvd9+TqB6nUEqtZclvAkTe/7VhA1fnyQZYmiIgePP9XK2vUVdJ0dp+vsBBNjMbJZE8MwMU1x6dROm8jKsoSiSKiaQlGRg5paH80tJdTULGzwLkk5Zc36jZU0NAY4eWKYkydGGB+NkclkMQyR/yCXpFx/FVXGZtOoqfGybkMlzS3FOJ0LTyNSNQWXy1qQQmSza4u+JWRZwuG04EpdMt12uixXlZWrmpzrx2Ukk92uLfr5K830I3mpH65r6MdccLksbL+vjuaVxZzuGOVc1wRDgxEy6ey894aiSCiKjGZRKCt3U1fvp67eT329H6ttca/QmcjuRx7LqabOnhnjbOc442MxMhljVl+Y6Yucu1c1TcHnt1Nd46VlVQmNTVf2eLjWPtnsKo881kxDY4CjRwbo7g6STmXJGibmZaTWzL0ryzKKKmG1qpSVz/+xvIw7FwFHFc+v/w2aijdfkWiRZYW6wDoeXvVzvHjoN/LKFkNk6Q2eIJ4J47JeXQUtIXFvw2cAgYR8TfecJMkEHJU8tvoX6Z48RiQ1nv/baLSbcHJsUUQNQMBZydNrf5Uaf9sVvfI0xcqW2qeJZ0K8fPyPc8lU5MieQ70vs7ri/nlTt24VJPUo7134FyZi/fllds3Dk2t+ha21T+dTsOaCJEk4NA+fbPk5Iskx3r/4EjMflMPhcxzt/yGPrPq3c+5DkFOZzhfBrSgyPp8NkJY1fbcgMqPnMDPzq1UVTwkot/3n6McOxVWMpFoQ+mxDd4BsaJjsZC9q4BZJEpYV3Ns+R/TgN+c3FY4HCb72x6glDXdtAtRt/8uQZZm2tjYOHDjA8PAlc9hUKsXBgwfp7u5m69attLa2UlNTc0MJG7vdzubNm+nu7i7wqpmJk54xv52Jo75d05yuBVNTU7OMlW0226K9gwAsFsusMjfTNAuIsfkgSTLSLHWCNMcyQGLa3G9+Qi13DLO3lyR19nqSgvTRfV3BvDCXUnbln+a8+13GdDmkRF29n6pqL/dsq2ViIs74WIzgZIJYbMbjQ6BpCpqm4PZY8fnsFJc48fvt2B1a3jh1MZBlCa/Pxn0761m7roLJiTgDA2GCkwmSSR3TzLXtclkoKXVRUenBH7DjcCyOgABY0VzMF790D+Zls1dWi4LNtjg9sddj4/M/tZHsZWUwiizh9V1ZgtrYWMQXf76wHxaLgt2+uH643VZ+4guF/ZBlaXpgvjBI08ltJaUudgQcbNpcTTCYYGQ4QnAyQTSaRs+YIOVi0a0WBY/XRnGxE3/Ajsdrw2HXUNRr+0C8Wl8URaKyykNZuZtNW6uZCiYZG4kyOZkgHs+QyRi5eGNVxmJRcLmteL02Skpc+AO5+9RqXbp3Ws7QXqW1rZS6Bj8TYzGGh6KMT8SJRdNks2aOKLIoOOwaXq+NomIHgYADt9d2TVHly7hzoMgaG2sem05PurZrv6LkHopdtYxFL03khJKjxNLBayJqgDlVK1eDJElUeluoC6zl5NA7+eWx9CTJTAQhxKJ+R20VD1IfuLb0KE2xsrn2SfZ3f5vB0KUy7oGp0wyFu255omYkcp7TI3u5fMa+sXgTG6o+dUWSZgaSJOG0+Nla9wzHBnYTn/Y2MkSWjuEfsb3heXyOQv9CWZaorvYxNholkzGwWmePjQzDZHw8Tlm5C9scf1/GJQghcpOQ0vW/w66pvWyGxKndiMzc5AGApbzlhvfjboBsc6O4S8kG++b8uxkPkuo+gq3xHligx96NgCRJWGvW4Vz/BJH3X5zXbDp5fj/BH/whxZ/5ClpR7Q3vV+43Im4ZBc9t/0STJImqqioeffRRXnrpJeLxSx4QhmEwPDzMK6+8wt69e2lsbGTDhg00NDQQCASWnLSZiQW/cOEC7e3tBWRNMpmko6ODzs5OysvLaWlpYe3atVRXV+Nyue440mZ8fBxdL4y/jkQivPjii7PIlmuFruuEQoWJTEIIEokb7yuxjNsPknRJeeDz21nRXHzT21cUKd9+0w1u32ZTsS1S4TEXFFUmUHTlxKu5YLWp16w0EUJgRMfRR89hqV6LYvfM7oeyuH5cDaoq4/bkzKXr6m+un9nlmCEWfT47Pp+dhsaP3zxakiScTgvOhgB1DR9/f5Zxa8JrK+Geumev6SMdpv2ibGWUu5sKiJp4JkRSj15hy6WBVXVQ6W3h9Mi7GGZufKIbadLZa/MO+yhsqou2ivuvyQgZcsfvt1ewpuLBAqImoUfoHHmf1rKdt+yMsRCCE4NvEU5eUiNJyNzb8JlrPn7InYPG4k2UuOuIT15KChsKdzEcOT+LqFEUiS33VPPdb51k354LbNpSjcOZm9AwTUEyodN1dpyBgTAPPdyEKUSBD50sSzgci1d03nEwMky9+RfINieO1Z9ELapBUmeXqy0FhKETP/FDYke+M+9HOLKCvWXXkrd9N0J2FaGVrZiXqEGYRD54EUfbw1iq5k/LvZmQrU58D/8S6b7jpHvb517J0Ike/BfMRIji538HS9VqpCWO7BamiRkPoo93Ezv+KvbmHTjXPLKkbSwWtz1RA7kH/+bNm0mlUuzZs4exsbGChA4hBOFwmGPHjtHR0UFxcTFtbW2sXr2auro67Hb7tIrh+mdInU4nzz77LE6nk4MHD85KpDIMg8HBQYaHhzlw4AD19fW0trayevVqysrKbkqJ1s1AJBLJl6LNIJ1O09V1LRGWC8NH21ksFM2GanVe88zgMpaxjOuEaRA7+jKhN/6U8l/4J5T6TR93j5axjGVcI2r8bRQ5qxe0jUW147IVkn96NkXWuPGeSJIk4bYWoUgqBpcmkrKmfoWt5ofLGqDcs2LBY7aVpdvY3fnVS+Vfps5QuAvdSGNRP36jz7mQ0qP0BE9cllwFPkcZ1b5VC96XRXFQ7m6iZ/JYflnGSDIQOk1r+c6CdU1DcOH8BIYh+OC9Hk4cG8bnt6NqMlndJBRKEo2kcbmtHDs6RPuRwQJLFJ/fzlPPrl7SSYzbGcI0SZ57j8SpN9HKVuJo+yT2lTuwN25DdgVyfjHX6ZUkhMBMRYgfe43gK7+PER2fd11LxSqsNeuuq71l5KA4fFhr15Ps2pczZ54D6YFTBH/wRxR/7o9QfZW3xPemtXoN/kd/lbEXfwUzMTX3SkaW+PHXyIaG8e76WVybn0NxF4O88G/mGcWMMHREJoE+doHk+f0kTr9DuudDjEQIrbj++g9siXBHPLlycm0LO3fupLa2lj179nDq1KlZJIkQgkwmw9DQEMPDwxw6dIi6ujq2b99Oc3MzLtfc8YAL7UtxcTHPPfccNTU17Nu3j8HBwVmx3aZpkkgkOH36NOfOneO9995j3bp1bNy4kdraWjTt9rY/TyaTs+JsbxSWqp2WHV+kcfNncfoXNvBcxjKWsTgIPUmy633MdHzaE2oZy1jG7YIq36oFqSlgerym2JGQEeR+86YwCtKYbiRyZreFkzFikc4mDosXv6NiwdsFHJW4rIECr5xwcpR4ZgqLuvD93QxEUhNMxApn6gPOKtzWogWPmyVJIuCsLFhmmDrjsdlKANMUXDg/SSqlTyfLQSx2STGjqjL+QG755MRsZZQ8nQ61jMsgBEJPkxk4SWawg8j7/4hWVId95Q5sjfdgqViF6qtEcRVdNUmoYLemQTY8gj50hsiBbxA/9uoVSRpJs+Ha+Myt45lym0NSVByrP0F0/9cxIqNzr2ToxD78LiKbwf/4f8JavQbZeu2KZSFMRDqOqadQHL4lUbZIqgXX5udIdR8m9M5fgzEPcS5M0j0fMj7SRfTgv+Da+hls9VvQiutQ3CWgzK+cE9kMZiqKEQ9hREbJBgdI9R4ldeEQ+kQPRmQMoec4A0mxXNUA+2bijiBqZqBpGo2NjVRXV9PV1cXRo0c5c+YM4XAY0yz8CJhR2Zw4cYLOzk4aGhq4//77WbNmDVbr9ckAJUnCbrezY8cOVq9ezZkzZ9i/fz8DAwOzyCPIlfSMjo6ye/duDh48yLp163jooYfyJsi3I7LZ7G33crR7yrB7bu0a8WUs446BEGQj46R7jnxMzQsyRpJEJoxupDCFiSwpaIoNu+bCqjqv+B4QQqAbKeKZMLqRRACabMVp9eU+ROfZ1jCzhJIjGGY2H2NsCoNYOkg6m0AIE1WxYNNc2DU3sqRM9zXBVGIYCZmAsxJNmXvmXQhBOhsnlBxBlhT8jko0ZXaihmFmiWdCpLMJTDOLImvYNBcOiwf5Ch5asfQUsfQULqsPlzWAECZJPUYiE8Iws8iSglVzYNe8qPJyycGdCllSCDircjHcC942548xM0RYipGCEALD1NHNNFkjgyGyCGFiChMhDEwhEJhE0hOXmfBfHzy24nl/h/NBkiTsFg9ee2kBURNLT5HIRBZF/NxoCCGIpYOEk4WGn5psIzRNMC0UupEu+H9TGERTkwhhFhBpqibzzKfbFpSeeDlURZ7T12YZ0xAmZmySdGySdO9RkGQUbxlaoBrVX41W0oBaVIvqLc8RNxZHjrwRILJpzGSEbGSMbLCfzNAZMiNn0UfPY84XxZ2HhH3lTjz3f3HJylhm/HeEkQUze+m/pgFGFmFm8/8VegozHcdMRjFTUfSJbszk/H6XIpsm1v4ymZGzyFYXks2FYnPnYscVFUlWQVaQ8v9WkZRLy5AVpFwqwJIc63ywN23D3vogsYPfnP9Y9BSxI98meeEAtoYt2Fdsx1LZmiNeLPbcectmMFMxjFQEMz6FER3HiE6QjYxixiaR7V5KPv8nS+YZI1udBJ7+TYx4kNjhb89riAwgUlGSXe+R7Hof2elHK65H9VeieEpRnIHcNZFAZHVEOo6RDGPGg5jxEEY8SDY0gpkM3VJkzJVwxz29JEnCarXS1tZGc3Mzvb29tLe309XVxcjIyJxlMplMhrNnzzI0NMSOHTt44IEH8Pv9S6Ku8fv93HvvvXnCpqOjg66uLmKx2CzyCHIlQx988AF9fX089NBDbNmyBU37+Aa7QohFES5z9dfr9bJ58+Yl9wWqq6tbsv0t4+6BmU4QP/k6RmwC18ZnUTylmKkIqYuH0cd7wMjkXgIljVhr1iFbZpvoCiEQeorMcCeZwdOYyTCSakUracBasxbZVTRvKd3MoEIfPUeq7zhmLIhsc2GpXI2lui0n9TzxQ8xkBNemZ3IzBoCpp0h0vI0+eg5r/SbsK+7LDQQK9m2S7jlKsus9FF8Frg1PIVuds/tgZMlODZLuP0E2NARCoLiLsdZtzL2AryArFUIg0nHSA6fQx85jJsIIQLF7UAPVWCpXo7iKcgOU6X0IITBjk+gTPehjF0mee59scBBkmciBb5Dseq+gDUvVahyrHljy6E7D1Lk40c6xgTe4OHGUUHIUw9SxqHa89jIqvStZXb6LtooHsKiF1z33PBT0T53mcN/3uThxNBe3KwReeynNJfewqfZJav1rUOTZr9h4JsTXj/wWk7EBfn7HX+Kzl9M+8Dof9v2A0WgPpsjisgao9q3iyTX/kRJXbiA0HD7P1z74D+hGmp+9909oKbtvzmtjCoPDvd/n5RP/gzJPI1/c/qcF5SlCCOKZKT7se41TQ+8wGushrcdxWDxUeJrZVPsEbRUPYpuHqDrY8112n/kqDzT/FJ9q/RLnxg9zqOdlLk58SFKPYFEdlLrr2dH4AhuqH8sNTpdxx0GVLVeMxb7RENPES1KPMRw+x1i0h4lYH6HkSN7zRjdS6EaGrJEma+pkzQzJTISMMXvCbDFwWheXFKUpVuyau2BZOhtfsn7dCMQz4Vn9Oz9+iD/d85OL+o3PdaxZM4MpTJTL3pm5cfTSe5QtYx4IEyM0jBEaBg7nVAqKlicipuMQp9edJkZmCJBs5pqVsWpRDf4nvoxWvHTj98zgKRKndmPEJnMkTDqOmYoh0rHL/h3HTMcQegphmrn+ChNhGAh9fr9LkUkS/MEf5cZa0+mtkiznzo2WalBvAAAgAElEQVTVhWxzIVkcyDYXstWJZHUiW3P/lq1OLDVrca1/EukGm/jKDh/enT9N8vTbGNGJK65rTA0SDw2ROPlmrl8z1xfy1xbTyBHbxjThZRqAQCttQujpK+5/oVDcJRQ991+RZJXIgW9A9mrlsAIzHiQdD+ZJxtx4U54+BJG/vrezYvuOI2pmIMsyNpuNlpYWGhsbCYfDnDt3jvb2dvr6+giFQrMIiGg0yltvvcX4+DgvvPACPt/iXsKXI2coquD3+9m+fTsbN25kdHSUU6dOcfr0aQYHB0mlCplD0zTp6+vjpZdeQtd1du7c+bFGei/GA8ZimR0v7PP5eP7552/7sq5l3Bkw0zHCe/6G1MXDWCpWIYeHCb7yByQ792IkQmAaSBY7iqeUyl/6Jrb6zQXbCyHIDHYw9cafkTjzDkZkNPfiklUUpw9LZSv+x34d59pPzTljZKaiRPf/M6G3/hf6ZD8ik0RSLSieUtzbXsB9z2eZfPkrmKkotoateaJGZJJE3vs/xI58B/9jv4at8Z5ZRA1CkDizh4l//c/Ymu7F0fJAAVGTqyGPEtn390Te/wf0iV7MVAwQyBYHalEt7m0v4H3wF1A9JbP6LkwjJ1N9889Jdr2LEZ/Kv7Ql1Ypsd6MW1eL/5L/Hfd9Pko+3Nw2CP/wfRA98AyMeQqTjzMynh97401nteHb+NLame1GWmKg5PvgW32r/XUKJUTz2EpwWH5Ikkc4mGAqf5cL4YaKpCVrKtmOhkKgxRZbTI+/ynWN/wGi0G7c1gMua89wIxod4K/i3HB98m2fX/Tobax6flVAjhEkiE2Yi3sdEvJ9957/Ood7voco5FY0kJMajvaT0WN7wVJIkil01BBxVnB37gGODb7Ky7N45U9/S2ThH+39ILDPFRm8LHlvh9RuLdvNqx5/T3v86qmLBYyvBbSsipcc4PvgWnaPvs73hx3i87d/PmcKTMZKEUqNMxPpoH3iD7xz7QxKZEE6rH4vqIKVHOT92mDUVDy6TNHcwZFlZsJpkqZA1dYZCnZwa3svJwbeZTAyQSIfzkdc3C1bVsag7XJE0LB85d7qRzv/ebz0IEpnZaoOsmSGWDi5dK8K8otrJNE3isQypVBZFkfH6bChzJXcuY+lg6DkvjyXcpeqvpvjHfh/Hqgev2w/ncqQuHmby5d+9ojLmeiAyiUWfB+eGp3GufviGEzWSrGBf9QCeXV8ktPvPr6hMAabL4JL5sp+PE5IkoZU0UvzCHyJbXUQ+eHFh11KYYJhLeq/eCrhjiZrLoWkaxcXFFBcXs2XLFoaGhjh27BjHjh1jbGyswD8mm81y9OhRAoEAn/70p5eUIJkpiaqvr6euro6HHnooTx6dOXOGSCRSQB4lEgleffVVysrKaGlp+VhmrrLZLJnMwk3+XC4XiqIUnFtd10kmk7cdUSOMFGZ6AtniB8WxLOW/w2CmY6TOfUDs+GtkJ/uwr9yJGqhBGDqZodMgKXmSZAZCmGQGTzP6918i3duOVt6Ca9OzqN4yjESEZOePSF04yOj/+QXK/s3/wrn+iQKyRmTThPd8leArv4fIZrA13Yt95Q4kxUJm6DTRA98g1XMUfaIXxbX0qTtmIkTwtf9OaPdfItu9ONc+iqWqDYDMYAfxjrcIfv/3yAYHKfnx/45sK5z91cd7GPvHf0+6/yTW2vW47vkcqqcUkU2jT/aR7juOmQghfdScW5ZxbXwWa81aANK97YR/9DVQLfgf+WW00oaCdrSSRmTtynHgC0VSj/LO2b8jlBxlS91TfHLVz+OzlyFLColMmGB8kJ7gCap9rVjVQhWSEIKLE0f5dvvvE0wM8VDzT7Ol7mmKnNUIIZiMD/DO2b+jfeB1vnfijyl1N1Dta53zmaEbad7q/Bqh5CifWPlF2irux2X1Y5hZJuL96Ea6oAzCafGztvIhuifb6Rx5n6nE8CwjVyEEPZMnGAidxm0NsK7q4YKyp3gmzMsn/yfH+l+nqWQLn2r9BSq9K7GqDmLpKU4P7+W1jv/F3vMv4rYV86nWX5gzClkIk3Pjh7gwcZQVJZvZUvs0Ja56FFkhlp5iLNZLU/Gm5WflHQwJCZmb+5EshCCammDPuX/gg4svEUqOMl/hlCwpyJKKLMnIUm6WVZJkskZ6yZQrVyoRvBJyfSnc1pwu07oVIQDduMoH341sXwgmxuMcOTzAhXMTxGIZyivc/NgL63C5rUTCKU4eH6amzkdNrW/5uXOrQtGwN91L4On/jGP1w7MnmJaxJJA1G4HHfx0zGSGy/0VEKvZxd+maIUkSqqeU4hf+AGv9JkK7/4L04Kl5zZFvCGT5lro3b52e3CRomkZtbS0VFRVs2rSJDz74gP379xd4xwghaG9vZ/v27VRVVd2QfswkRK1bt47m5mbOnz/PW2+9xfnz5wtKosLhMAcPHqS2thaH4+bLP+Px+Cwj5GuBz+ebRXKl02mi0Sgez+wI3lsZmcn9RDv+C84Vv4Kt+seue39CGGCkQLEvJ0zdCjANQnv+BjVQQ9nP/FVOoaJaQQjMdAwzFUX1FkaGinQ8p8bp/hDH6oco/szvYqlYhaRoCNNA3/EFgi9/heihl5ja/RdYazcUSHz1sYuE9/0dZjKCe/vnKfr0b6P6KkGSEOk40UMvMfHt30KkY7DERI0QgsSp3UTe+0dkh4+Sz/0RzjWfQrK58scWee8fmfz+7xI9/C2cG57Eue4JJPnSvZruayc92IFWXEfpF/4ca/UaJFWbLgVLYyZCZEa6sDVsKWhbkmTszduxN28HIGbzEHn/RSTNhnPdY7PWvxFIZMJE05NoipW1lZ+gxrc6P7B3Wf2UuOpoKtmCNP2BdzmyZoZDvS8zGu1mXdXDPLb6F3FZA/ntPbZiHlv9iwyFuxgKd3FqaA/lnqY5PWIABkOdPLvuy9xb/2ms2iVSqNyzAlMYBe1LkkRL2X14z79IMDHIxYl2Ao7KgmeIYeqcGz9ELD3FipKt1PrXFrTXGzxBx9AenFYfT675ZVaWbs8TMU6Ln4CziqFwF+9ffIn2/h+yveEzeO2lc/Z9LNrNpponeH79b+C1l+b7UepuoD6w/obX4i9j8bjd/ONmEEqO8FrHX3Cg+zuzyBYJCZ+jnBJXHV57KR5bMXbNi1V1YFXtaIoVTbHTMbyHw72vFKQXLRaL9boRiFnbSpJ0SyvQ5hqruK1FS+qpU+Kqm/XcEAKi0TSvvnKG810T2B0a6VSWaCSNOX0fS7LE0Q8HGR+PU1bmxrqc8DQvJFnFWrOO1IUDVy2NWUrIzgCuzc/hf/RXsZSvvKU+hO9EyK4iip75TWS7h/Cev74Gz6BbC7LViWf7T2CtWUforb8k1v4KZnzp1HtzQ0LxlOJY8wjW2g03uK1rx135S5lJiaqurubTn/405eXlvPLKK0Sj0fw6k5OTnDt3jvLy8htadiTLcp6wqa6u5tVXX2X//v0FZE1nZyeTk5PXRNTMNZNwPfHVExMT6PrC5bhlZWXYbDYSiUs1n/F4nNHRUSorb41IuGuFpDpR7FU5Rc0SQJ88SGrgW7ha/18ka9GS7HMZ14/i538H+6r7Cwakst0NzB6IpnraibW/guIuJvD4l7HWX/JekshFTno/8e9IdO4l3dtO4uw+vMU/ld8+3vE2+tgFVH8V/k/9ClpJ46XfhGbDc98XiJ98g3j7K0t+nGZ8isj+f8YIj+J/4su4tnwGWbuMSNBsuLd/nsTZfcTbv0/s6MvYW3ah2L2X9pGO50rDVCuywzetnJn+zNBsKA7vktaeLyXsmgenxc9YtJcjfT+gwruSMndDnkyRJGleYmUqMULnyPuYwuCeumcLSJqZbYtdtTQWb2Iw3EnX2AF2rfj8vPur8bdxT90zBSTNzH4UafbrucRdT2v5Lvadf5FTw3toq7gfh+XSdQmnxjg9vBchBBuqH53loXF8YDepbJyWsvtoKNpUoJbJpfHYWF3xAId6X2Ys1sNotHteosaqOnmg+Qt47WWznufyEsrZl7G0EEIsCUlxs5HOJvhhx1/ywcWXCvqvKTZayu5jS82T1Betx20rwqa5UGRtTuJjKjGELL22JH3KGCkELJheMc0s2Y+UaamyZU5Pq1sBEszy6pKQaC3fyfMbfmPJ2tEU66znnjBNjrcP0ds9xf0PNbJuQyVvvNZJJHzp/LlcFvwBO/19IZJJfZmouQIkVSPwxP+Nc8OTxI58l8Sp3ehTA7mP4CUmcCXNhuqvwtH2MO5tn8PWsAXZurCUuGUsDpIkofgqKXruv2Br2kb4R18ldfEQZnzhxt9z7l+1gHxjJ5ol1YqtfhOlX/hzPLt+ltjhl4iffINscHDJSrUkzYbiLsFS0YJz4zPYm+/LEYmWW8cX665+ms0QNtu2bWN4eJg9e/bk/yaEYGhoCF3Xb4o/jCRJBAIBHn/8cS5evMjw8HD+b8lkkuHhYWpqaq66H1Wdbf6ZSqUwTXPBxyGEYGBgYFGlTx6Ph+rqaoLBSwxoKpXiwoULtLW1YbUurefEjYTm34pv2zdY+HBsNoQQZCbeRQ8fR4ibKOVbxhVha9yKrWHLNSmchBAkz3+AERlDK29G8VdOG+8VQra5kG1u9OgEmf4Tl++A1IUDYBpo5SuxlM8ua5SsTuxN20ic2n3dx/ZRZMPDpLqPgCRjrV6DGZvA/Mi9LbIp1ECurCbddxyRTsBlRI21Zh2qv5rMyFnG/+U/4d31M9hX3IfiLr5iROKtALvm5v4VP8lEvJ/jA7sZmDpDa/lOVlfcT1PxZpxWP4o0t4lyJDXOZHwACYmDPd/jzOj7s9YRwqBnMne9pxLDV/SdqAusw6Je+4DApjpZW/kJDvV+j67RA4xFe6gvWp//+8WJdoYj5/A7Kmgp217w0WOYWQamTgMwGu3mpfavzNlGODFK1tTJGCkSmZyX21znIuCspMh59XfSMm4tGKZOJvvx+xEsBLmSw3YO9b5cQNJYFDuPrf53PLTyZ7BrOaXu1Z49S6kmimdCi9pON1Ik9cJyBKvqwKIsbZnn0kGajuGW80oggcAUBh5byQ0lmAxTcO7sBDV1PnbsrMfhtGCxqMAlokaSJHw+O329IfTszYl5v50h293YGrdha7wH47FfJT3YQbq3nXT/CfSRLrJTg5iZVM6fxrzMRFaY05WGM78hKVcmIiu54AHVgmSxowWqsdZvzpV0N2xFK18BknLDxwWSxYHiLUdaQNz0zYLiCuTMbm8iJElCsjhwbXoWR+tDpM5/QPzkG6QuHESf6MHMJPMeRJgm+euaN0tWcolWinaJ0Chrxlq7DmvN+llK8xsF2ebCvnIn9ubt+EYvkOo+QvLce6S6PyQ7NYjIJBHZTM7UeuY+zR1ITqEnK0hy7jhQNRSHbzrwYx3W2g1Yqtpyinjt0mTdrYS7mqiZgdVqpb6+HovFUkBKJJPJ61KjLBQzKVHl5eUFRI1pmnPGes8Fh2O2h0oqlSIWi+H1eufZam6kUin6+voWVfpkt9tZsWIFJ0+eLBgYdXZ2snPnTioqlk4ua6YnyEwdQfNtBJFFD58AI43irEf1tCHJl3mDGCkyE++hOBtQHDVkI6cx4r05HxJnA6q7BUlWEcIkGz1LNnwyv60WuAfFUTerbX3qQ1TfBhAG2fBJzGwc2VqM5tuArLpz5Sxmhmz0HEb8IunR3RjJQdJD30fSctdEdTWhetfnnPWZTrTITKKHjmPqYWTNhepZi2wrKyx1SAygh09iKd4xfewnEZkgkupB9axCsd+Y0r07DVpJE1yrFNc0yAb7c34so+cZ+v+embPMQ5gm2alBMLMYiUsfvEKYZKeJHdVdgmSbncYkSRKqvyoXg7nEMGKTGLFJEAYTL/1GLspwrvWmZaZmIpSLa7wMlopV+B/7NUK7/5zEyTdIdx/GUrUG18ansa+6H2tV25InNS0VJEliY83jqLKF/d3f4tz4Id6/+E3a+39ItX81G6sfY13VwwScs387yUwEY5pgPT745lXbypr6FcsjHBbvgsodJEmiLrCOElcdI5ELdI6+T11gHZIkYZhZTg/vRTfS1PhXU+puKHgX6EaKVDYOwEjkPCOR81dt70okk1V1oCnWW25Qc7dgsXRDQl+61KObBSFMTg/vJalfUj1Lkkxr+S4eaP4p7Jrnmu/DjJFcMi+YaGoSw9SR51HMzYd0NkEsXTizbbd4ZinrbhVIkoTD4sWheQuiuKPpIKlsDKfl+oM35oMQgng8Q3WNF1Wb/2NfkqTppJob1pU7CrnzKKF6y1G95Tha7sdMTacjxYNkg/1kw2O5OOZkOJ+YNBN5jSTlPuAtDhSnH9kZQCuuQytpQHGXIju8uRjrG6y6uBzO9U9ga7xnAQk/gu6LUyAENXU+VPUGVk9YHQUqDSEEsWia3t4Q1TVefL4bR9JKkoTi8OJY+xj2lTsx4iH0iR4yw2cxQoNkI+OIdAyR1XPEm2rNBWm4ilDcJaje8tx1dRXl0qxs7hwpN89vUdcN+vtC2O0a5RWeJamCliQJJBVLRQtaeTPOjU9jJkJkQ8Poo+dz92tkLHef6skcYaNoyJoN2e7JHYu3HDVQjVZUi2RzMxGWiOoqtZV+ZO3WVQEvEzVXgCzLt8QgVJIk5Gt82AUCAVS18LJGIhEGBgbweK59MCOEoK+vj4sXLy64v5BT9rS1tbF3714mJyfzy0dGRnjvvfd47rnnlsxUOBs9R6T9l7FVPkM2dg4jOYDI5tJkHI1fwtHw88jTs22mHiZy8j9jq3wWSbGTGvhXzGwMjDSWsk/iWfc/kGQ3CJNs5DSJ7q9hJPow4hfxbvlb7LWFRE021kX42C9jq3iabPQMRnIIYaQQRhxr6Sdxr/5tFGctZmaK+Lk/JRvpIBvtBFMnfv4vYHrG217zWVRPG6AizCx68CDRM7+LmegDJIQwUGylOJr/I7aKp/OETiZ4kMjxX8O74c9IDvwr2cgZhJEAScW18tdwNPzckpzjOx3yR01vrwBh6NNpReTiDGfiGj8CSQGttBGgwIxYZDOIbDo30LlCu5LVeX0zMPPMHJvJSG4gI8kgqzBHIhWA4ilD8ZSh+atmJTPIFju+h76EvWUX0f3/TPzE66S6D5M8uw81UI2j9RP4HvkPOe+aW7AW3ara2Vz7JK0Vu+idPM7xwbfoGjvAhYkjnBs/xMGe7/LpDf8PK4q3FpTxiOmvAIti47HVv0TxdHT2fLBpzoLSpI9ClpQFC/U8tmLWVDzIwNRpOob3srPpx3Fa/UzE+jg/cQRVtrCx5vFZqTIzfZf+f/buO7qu6z7w/XefdntH7x0gRRLsElUpSrJVXOTITc5znp3ESZz3Eq/EeZmsvMybl2RlZpJM2htPxuNUxyW2bMsqlmVZjeqVIilWEAQBEL3j4vZyznl/XOCSIEASoEgJlPZnLYnkwb1371tw7jm/89u/n1C4puIWdjbce9GxGiNbzvszwdr4fvwgEIgl+wnTymFdQlbmTHKEZPbqqldg2jlOTb61aJtL93Ftw73FjmsrYdsWc+lJTPvydFdKZGeIpsYuuh9YPAebaHqCaGps0faAs3TZLmtrhd9ZSsRTsyhQMx7rI5oax60Hrti+oFDP0SAey2Cay5+A53ImE+Nx/AEn+ho+4VrLhKqjekKonhCEa3DUbnqvp7RqqsuP6lp5DUzbtnn50TexLJvPbGrA8L67F5dGhmP88HsHue/Tm65ooGaBEALh9KE4feiRWtztN12RcWJzGR596CiVVX4++ZlNl33fIIRSfK/1SB2u5mtX/RimafHKk0cYHJjll764nWBo+dffNC1mZ1L4/E4M473Zt6y9I+hVWsj2UNVLT6vLZrMMDAwsqcWyXNDjfGzbJp/Po6rqioMqyz1GNBplfHx80XZN0wiHV3YwEgwGCQQCxONn0moTiQRvv/02jY2NK6pzU7iCkWDv3r0rzuRZTmVlJZs2bVq0pCyfz/Pqq69SX1/P1q1bL+l9s20b27YxTbP4/ti5KOnhh/C0/R6O8tux8wkSJ79G4sTfonoacVZ94sw4tkV66EG0wEa81/wJqqsaKzOFUB2IhZMboeKs+jjOyrtJjz5OdN9vnH8+uSipge/hbvoN/DX3YWOT6v8WyVPfQAtswtP6FRRHKf7Ov8HOzxHd/39gpYYJXvtdFEfhBF4oBiiFLwkzcYrY4T9C6D4CW7+O4qrCTJ4mfuxPiR/5T+i+9ai+tuLzsXNzJE7+d4zSm/G0/BZCdWOmhtB8bat6XT/QVvEZFIpazBZx1HZS8Sv/iDAu/CV7dmtsoerzHaBs7Fz6vEtLMHPvYM24XUhrXW4uhhsQCN1B6f1/hbNx27K3K85X0VD9S+uUCM0opI5WdRDY/eukup4nfuBR0ideYu7lb5MZPETpZ/4cV8fuNXlCL4TAYwRYV3ETrWXXMZsa4cDgz3n51A/onTrAo4f+hi9c99dEzsqs8TiCqIqOaedpKtlKe/n1Fx7jrP9fznlvrNrDcye/zcDMUUaiJ2ku2Ubf9EGm4gNUBlppKVlalNlQ3bh0L9g2XmeY7XX3LOk8s3T+Yk2+dx80iqKiKYvbumbySTL51Pn3H8uwbIvRuZ7L2lL53ZDOJUjmFgeXDNVFVWB133HJ7BxjsVOXXAT4XPHMDKNzPUQ8tav6Pemb3L9oCZciVMp9TTi1tVu/w++MUB1sZ2D2SPH1i6bG6J9+m0p/6xUbV1EEzS0RXnyhlxPHJ1h3TXkxS9s0bVKpHMeOjHH69Czbttfg9lxdXUUl6f3G4zXYvacZn8+xZnsKKIpgy7ZqWlojuD3nb5kenU3z4A8Occ/H1lFVvbpVKZfLVR+oOXz4MJOTk7S0tFBVVYWur64+gmmaHDt2jP379y9aorNQbHilWR+pVIpXXnkFr9dLS0vLsl2PLiaRSPDCCy8wNrb4SksoFKK8vHxFj+HxeGhsbGRoaGjR9v3791NfX8/OnTsvGnyam5tj7969HD58eFXzP5eiKNxwww0cPnyYiYmJ4vZ4PM4jjzxCNptly5YteDwrT/c1TZPp6WkGBgYYHh7mtttuQ6VwpcwIX4er7nMouh/btvE0f5nM2JNkRn6Ks/IjIM78MtpmGk/Lb6GHti/7eVlIswMNoTgvvDzBttDDO3A3/RqqswzbtnHV/W+kBx4gH30bbLOwPlL3YmEjhFZYr6t5i5k+Z8uMPUE+fpLgtd/CKC1EvFVPE67kaebe/j2y06/g8rVSPAG0LRRHOZ62ryLUQlFXPdi55HGly0TVCx2aVB0rNYfi8hX+vUJCmW/3bYMZn8TOppZdU52fmyisuV36CMVMG9sylw/m2HZh2dVy0/dGUNx+rMQs2CZauOaSu48JIUBzYJQ3o5c14tl8D6kTLzL14z8utN5+8Zs4m3Yg1nABwULxYINSbz23tn2BEk8N33nj/2Yk2s1w9MSiQI3fWUKJp5ax2Cn6pg7SXr7rklv0vhPl/mYawp0cHX2ervFXqA52cGz0RSws2suvJ+he+n2hKiq1oWvonnid0ehJYplpgq6Vfa9I7y2BgtcRQhEqll1Yjp0z00zE+2gu2cpKg4HpXJyusZevymLC51IUFW0VS45s22Y01sPwbNdlm0MqO0fP5D7aynZhaMsvIT1X1kxxdPSFRdsM1UVz6bY1HRRVFZ31FTdzYPDnpOaDZpZt8kb/o3RWfwi3cWW6eSqK4JqNFRw+PMpPHz1G94lJxsfipFI5Xnuln8mJBL2npvH7HWzeWiUzaqRVW8vd1q5GDodG55aVHxO/F4QQNDZdPAFieirJxHgc23rv1lS+40DN2dkNlmUt+nO5IrQLLZp1XUdRFBRFKWahXMpSo5GRER577DHcbje1tbU0NDTQ0tJCSUkJDocDh8NRfHwhBJZlkc/nSafTzM7OcvDgQV566SVmZxcXhautraW1tXXF88nn8xw+fJiuri4qKiqoqqqira2NhoYGPB4PTqcTXdeLc7FtG8uyyGazpNNphoeHeeGFFzh27NiimjCqqrJt27YV15dxOp10dnby1ltvLeq4FI1GefDBB5mdnWXbtm34fD4cDgeKomBZFrlcjmQyycDAAHv37qW7u7tYSFlV1UsqKCyEoLq6mnvuuYeHHnpo0Ws8MTHBAw88wL59+9i+fXvxdVoohrzw+uTzeTKZDLOzswwNDdHT08PIyAiTk5OUlpZyyy23oFK46q/5OhCarzi24q5F8zRgxnuwclFUx5nlJ3poK5q3+fIcGAkFPbQFxVFyZmzdjzCChWVIdp6V/qrZtkV26nXsXJT40T8lof118WdWZgI7H8eMnzqzdAVAMTDKdqOs4atx7ydCCJytu1B9peSnB0gcfgr/rs+tfImPEDibdxJ/6yGyo93kxk9i1Gxc9Fm0chnSp17HXiYrRigqiruwP8jPDhduc05Gjzk3TqZv37LDq8EqnPXbSB55kvi+h3Bfczuq+53XGBBCQfOX4d3yMXITvUx+//fJjXUXglnnCdQIVZ+v4ZQvdJJ6F2TzaXJmGpfhX9T1CEAVGgFXOZpqkDeznFvwIOSqZEPVbia7B3i170e0lO6gqWQLqrI4oG9ZJsncHIbqWvEJ3Gp4jCAbqm6lZ/JNjow8R0f59Zya3IfPEWFj1R50dfkxt9Teyat9P2Zg9iiv9v6I3a2/hEPzLPrs2bZNJp/EtHJLukZJ7w0hBOW+JnTVQSZ/5nv94NBTbK29G8cKClLbtsWJ8Vc5PLL3Cs70yigU2l0clMmZGWLpCUpXuOwolYvxXPe3iWWmLn7jFbKxeWvgcTZV30ZDePNFjycsy+Tw8LP0TR9ctL3c30hTydbLNq8rpb18Fy2l2zk0/ExxW/f4q7zQ811uafk8zkussbNwkfR8F80iJW4+cd8GXn6hjxMnJkkms1imzQvP9eJyalTXBLjtjlaqqle+vF+SzjY0OMeJ4+NEZ9MEgk62bKumqjqAor8+l+YAACAASURBVBQ+T5ZlMzoa4/jRMcZH42SzJj6/g6aWCB3ryjCMM6sDbNsmlczRdXyC3lNTxONZHA6NklIPm7dUESlZ/vfEtm3i8SzPP3sKIeD6mxoIBl0cPTLGkUOj7L6tmdLSM8dSPd2T7HtzkN17mikr9zE9neTZp06yZVs1c9E0J45PkMtbNDSG2LipEp//0mrKWZbNxHic48fGGR6aI583cbsNGhrDbOqsRJ9fEjQ2GuPF53uJx7PYlk1za4Sbbmla8njJRJbnnu2hti5EWbmX/W8NMTEexzBUOjdX0dJWgqoqxbHHx+McPzrOyPAc+byF26MXxt5UGHtqKslTT5xg3TXlbOo8U/90ZibFkz/roq2jjM3zgaNMOs9zz/YwOhrDMm1CYRd33NmG233WhXzbpvvEJCeOT3CqZ4pYPMujDx/F6Swc51VW+fnQXW3v2r7mkgI10WiUY8eOkU6nyWazZDKZ4p9n/31oaGhJhf0jR44wPT2NYRjFQIphGMVAxsK2mpoa6upW9gW8sGQoGo1y/PhxDMMgEAgQiUQIh8O43W4Mo1D4KJfLkUgkmJiYYGRkhFgstqRYrsvl4uabb8bn8636tTFNk6GhIYaHhzl48CAul4tgMEhpaSmBQKD4fBcCWdFolLGxMcbHx0kmk0ter/r6enbs2LHiJVhCCFpbW2lvb2f//v2LfhaLxfjpT3/Km2++SW1tLeFwGF3XyefzRKNRRkZGGBkZIZU6k069YcMGNE1j377lT/ouRlEUtmzZQiqV4tFHH10UPMpkMhw9epSTJ0/i9XqJRCL4fD5UVSWfz5PNZkmlUszMzJBOp8nn8+Tz+eW7NggVoToXt8pVDFCd2NkonFMUU2g+EJcpRVZoCM13TlaCABRWXdnONrHzMVAdKM7KYuAJQHFWowU2o4W2LK5dIgSKdmWuZknLczZsx92xm9hr32P2qa+hBSpwtd80H6wpFDW0bRNzbpz89ACO+q0oZwVT3B27Uf3l5KdOM/fytwnf8x9QFoIlVp5U13Okup5ftiie0B0YletACNI9r5PufQP3+j3znwkbKzlH9IV/ITvWvezcVW8E7477SPe+SeLQE0T3/iP+G38J1R2aXwJmg21hZVJkR46jR+rQQouvjqT79qG4/GihmmKwpfC8LazUHLnxQm0r1RNG6OdfFqb6yxC6CzM2Qab/LZxNOwttH6GQKSQK2UOX8wtxcPYoz538NnWhDVT6Wwi5qzA0Jzkzw1isl1d7f8hcepLa4Hoq/M2L56vo7Gr8JP3Th+iZ3McDb/0xO+o/Rn14E07dS97KMpeaYCzWy3C0i1vbvkBjZPNlm/sCIQQd5TfwvPvbTCcGebX3QaLpSRojndSGrjnv/epCG7m24V5e6vk+Tx7/BtHUOO3luwi6KgCbZDbGRLyfwdljRDzV3Ln+Ny/73KVLUxfegEv3LQrUdI+/zpGR5+isvn1JsHCBbdvY2AzPdvHE0b9nLjW+7O3WMlXRKfHW0Td9pnteOhfn+NgrNEQ2I4Ry3qvitm2TysV4/uR3VlQAfLUmYn08dfwf+fTW/xe/s2TZfZVNocjtwOxRnjnxr4uKIitCY1P1HVdFdpvPGeH6pk9zavKtYserrJnmma5/QRUaNzR/BqfmXdH+2rYtTNskkZllYOYI1cEOQu7lu8gIIais8vORe69hdGSOsdEY6XQeXVcpLfNQWenH4zl/cVNJupDJiQTPPn2ScNiF06XRc3KKvt4ZPvHJDVTXFOovmabFay/3MzI8R0mJB6/PYHhojsOHRsnnLLZuP5N5G4tlePrn3Rw9MkZZmRef30Emk6fr+AQtrSXLBmps2yY2l2HvMz2c6pniw3e3452vmTMzneRk9yTXXb+4RmY0mubkiUl2Xlc4V86k8xw7Os70dBJNVQgGXeTzFs89e4rRkRh33dNxwWU+y7Ftm8GBWR5+8AipVI6KCh+GQ2V2JsWJ7AQbO8/8zrpcOrX1QSbG4uzfN4Tbvfx3Ui5vcapnmmg0g3nAIp83cTp05qIZotF08XaWZTNwujB2Jp2jfH7smekUuewkGzdVzD/vHN0nJikrX3xBMJPOc/LEJOHImddbUQWV1X50Q+XQwRFmZ1Lkc4uPs227UJvG4dRwu3UURRTec3/h/QhH3t2uYpcUqBkZGeGBBx4gnU6vuivSzMwMMzPn7+OuKAqGYXDrrbeuOFBztoWT+WQyuahz0kr5fD5uvfVWtmzZ8o52+rZtk81mi8GY/v7+Vd1fCEFFRQX33nsvkUhkVXNxOp3ceeedjI6OLnkNcrkcQ0NDS5ZGLaepqYl7772X7u5u3nrrrUtua+l0OrnxxhsBeOKJJ5ZkL2WzWaanpxe18l41O49tJhet17etLLaZKgRwlhzEXv66EZfngVSE5kbRA3g7/gDNu8zab6GyZP7yAOVdpXiChO76Krnxk6T79jH2z7+Kq+3GQos/zYGZnCE3fqoQ6ChrovyL31gUqDGqryFw0xeYeeJviT77v8iN9eBadytCd5AdOU7i7cdRfSWYsYmlg6s67nW70UubyE30Mv6d38G381PoJQ1YqTmSx54h3bcPR80G0j2vLbm7UBR823+B3Gg3s0//PdOP/BmJAz/B2XIdqieElcuQn+ovdARIzFD++a8tCdTMvfhvJI88iVG5Dkf9FrRgJaga5tw4qe6XSR17FsUbwdN5D4rr/NmAemkjzsbtxN/8ETM/+xty04M4ajaAZWEmpjGq1uHZcAdcxg5SeSvH4eFneKP/Edy6H6fuLS4pSWbnSOXmiHhq+PD63yDsXvy8hRBUBzv45JY/4scH/is9k/t4+O3/htsIoCk6lm2RzSdJ5xP4nCXc0vL5yzbvc0U8NXSU38ALPf/OWwM/JZtP0ll9By79/BcYnLqHD6/7Mobq5KVTD/Bs9zd5te9BHJoHsMmb2fm2wTa3tn3his1dWr1yXxONJVvZP/B4cVs8M8XDb/8lmVyCTdW3F7qInZ2ZZ1vE0pP0TL7Jk8f/gVNTBwB7UZvlq4EQCm1lu9h3+qfYFOadM9O8fOoHNEQ6aS+7btlAVd7MMho7xd4T32TfwGOkc/FFy8cuB9POc2Dw5yhCZU/7F6kKtC/KcLJtm6yZKta9OjW5+KJXZaCF7XUfQVPe2T6ucHxmF7vSnc2yLSzLLAS03sGxgiJUNlTuZmfDvTzX/a3i6zibGuXRQ3/D6ZlD7Kz/BJWBFvzOMjTlTCmChdchmY2SzEYZi/Vycvx1eib3kc4n+PzOPz9voAbmM1mdGg2NYRoaV15AWpIuJpHMcsueJjZvrUZRBIOnZ/n+vx9k3xuDlJZ5cTg0NE3h1ttasLFxuw1UVTA2GufBHxzi7YMjxUCNZdkceGuYQwdHuGVPM5u3VuN0apimRSadx+c/5/dcgFAE8XiWn//sBIODs9z9kXW0tEUuqd5pPmeSTOT49P2dlJZ6yJsWLz7Xy8sv9dHeUcqGTavruJtK5Xj26R7yeZN779tATW0AVVXIZk0s08YwzoQR/AEnO6+tmw8sXThz0TQtursm+PDd7VyzoRxNV8lmTXRNKWYxpZJZnn36JKZp8YlPbqSqxn9mbGvx2Cul6yobN1UWiwT39y6NRyiKYN36ctatL+eF504xPDTHrhvqqa59bzKMLylQs7Bk50q0rl547JW2hPZ4PLjdbmKx2CUHEqBQsLeqqoq77rqLDRs2YBirizoqioLf70fX9SVFiVfL7XazadMm9uzZQ11d3aq/WIUQ1NfX87nPfY7HH3+cEydOrKrFtsPhoL29nXvvvZeqqipmZ2dxOp3vqLCwYRjccsstVFdXs3fvXo4dO3bJjyeEwO12U1NTU8g0yhRqdeTnjmHn5xB6oLB0KjmEmTiNo3xPsQ32e26+9o1tZZdk+RR+rKCHdpAZ/Tn52YNo/vVnZerYF0wRlt49Qig46zop/+I3mH3qayQOP0l8/6PYb/wQLAtUrdAW0BMqBG/0xV/OiuEi9KGvIDQH0ef/icShnxHf/wgoGqo7gGfLR3G338z4v391mbEFjtpOSj75Z0z/5L+SG+9h+if/BWwboRlowSqCt/46joatjHzt08vOX/WECX/8j9BC1cy99E0yg4dI9bwK5nzbTd2J4vBg1GxYtpCwFq7ByiRJHn2a+MHHCveDwvM23GiRekJ3/Ba+6z5zwfacijtA+KN/iJmYItN/gNknv1Zoq6ioCN1B6ENfwb1uz0JztMuiJtjBp7b8P3SPv8ZEvJ9YZhrTyuHQ3FT6W2iIbGZj1R5qQuuXLI2CwslKY2Qzv3z933F05DmOjb5E9/hrRNMTGKqL+vBG6sIbaS3dSXWwY9n7B10VeB1h4plpJmL9eByhC3Z8sW2bZDaKaefwOsIoQsWhudlc82G6x18ja6ap8LfQUX7Doi5Vywm5K/joxt9lfcXNHBp5lsGZo8ylJwp1vdxBKvzNNJRspqNs+ULJbiNAqbeBkLvyPanP80HlcYS4sekzdI+/tqgY8OhcD9998494pe9H1IauIeSqQFV0UrkY04khBmaPMhw9QXY+E6fC10xVoI23Bh8/31BrjkCwvvJmqoMdDM4eLW6fiPfxzVd/j03Vt9NUsoWwuxpFqKRyMSbifYXMt4k3mUwMAAudon6Bg0NPMpMcfkdzUoXGpurbOTb6Iul8nNf7H+bE+KvUhTdSE1w3n12jMpcaZyh6nJ6JfUuWXbl0Px9e92XKfY0r+k5PZGc5Mf4a6Vy8+F8mnySdj5POJcjmk8ykRslZmeJ9bAqtzb/x0m+iq06cugen7sWhugt/ah4cmpuIt5bGyOZl93ln01Und63/P4mlJzk49CQ5szBWOh/ntb6HODD4JCWeWiLeWty6D0Nzk7ey5PJpkrk5YulJ5tKTRNPjxWBhwFnG+bKPFw7r5SGPdKWEQi7aO8pwOAoHGvWNYaprAvT3zZBMFJYtCSEIBJ1kMnnS6TymaSEEhMIuZqZTxQTgVCpHd9cEJaUetu+sxXNWBsvZy2sWFFZ6mPzsseOMj8X5yMfW09yyuovzZ1MUQX1DiIpKH0IINF1lw6ZK3nxjkJ6TU6sO1IyNxhk4PcvNu5tobokUlyQtvFbvREWlj2s2VhRfo3Mfc3QkxuDpWXbf1kJjc/iyjn01uaRnK8SV7QSxmsffunUrDoeDw4cP09vby8zMzKqCErquU1NTQ0dHBzt27KCiouKSophut5u77rqL8vJyjh8/XlxWtZrgkd/vp76+ni1btrBp0ya83pWlkC5HCEFLSwv3338/L7zwAgcOHGBychLLOv9VNEVRqKqqYufOnWzfvr3YaSoYDOLxeIqBlUt9/1VVpbW1lYqKCg4dOsSBAwfo6+sjFotd/M4UAkgVFRXU1dWxbt06WltbcTqd5BKAEGSnXiY9+CCOijuxzRTJ/n8BK42j7I5VL3M6874VloHYML8MZSFYconvi+JEcVZgTTxHduplDGU3YCKEgTBChQBAxZ2kB39I4uTfIfQAmr+wzMVKjWCmhjBKd6M6l548S6uj6E48m+5GL23EUX/OcrLl2HbxULJQbFpg1FxDyaf/HP8NnyfV81qhZkwug+Lyo4drcdRvwahah+I8k+VgJgfIjD8NQidw2y/jbL2e9MlXMOfGUVx+HPVbcbffROrkK8sufYJCVox368cxKjtIdb9IbuwktplHDZTjbr8ZR10nZmKW4G2/ieorXdqVSghUl5/Anl/Hs/FDpE69TnbkOHY6ViyWbFR24KjfjBZYepUzsPtLuFp2kRk4RG76NFY6DraN6g6glzbhbLkOo6wFtAsHvIVQcNRupPyL/0Dq+F6yI8exMslCsCdUhXvdrQh9dUHzi3EbAXbUf5zOmjvIm9nCFWi7kGWgKjoOzYWmXHwtd9BVzo76j+PS/QxHT6BrTjxGkHs2fIX68EYM1blskWaPI8j92/6EwyN7eb3/YY6+/Dzb6j7CXRdZZvRq34NMxgf42MbfxWUUDsJaS3fylVu/hWXbqIqKxwitqDCirjpoL99FY8kWsvlU8Sq8IlR01YGhus4bhLm2/l42Vd2OpugXbD0uXV6KUGgru44d9R9jb/e3sM/KCsmaKbrGXubkxBuoonBSYdnWfAvvM7cLOMu4veNLuA3/1RWoEYKIu5qbmu/n0cN/TTxz5irobGqUF3u+x+v9DxcyOBBYtkluPjiwkIGjqw5uaPoMu9t+iZnUyDsO1ITcldyx7tcIuSt5sed7ZM0Us6kxZofGODryPKpSWAZrWvn54s2LjwUdmpsbmz9LZ/XtrPR4YiLWz3ff+ENyZgbLNrFsC9u25v80sc8T7JhKDDKVGAQKv+NCKCgohT/n/72u4kZ+ZdffoagX22cL/M4SPrbp9zA0N2/0PbwoMJTJJxiKHmcoehwQKEKZX353aRlctm0zOjJHNmtSVeXH+ICdpElXnsdjoGpnvqsVReDzOxgajJLPFz63lmXRe2qGtw8MMz4WJ5czse3CsqRQ+EwGXS5rEo9niUTc5136czYzb7F/3xC9PVNsv7aOmtrgO8t6U8SSZYCGQ8Xl0onHMhe45/Jic2nMvEVJqaeY6XK5+PwOHI7zX+yZm8uQNy1KSi7/2FeTS9rjNTQ08NWvfvWCJ/3vhBBixcVzvV4vO3fuZMuWLczOzjI7O1us+RKLxYjH42QymWL2j6ZpuN1uwuEw5eXlVFVVUVpaWqyNcqkURaGiooI777yTm2++mbm5OSYmJhgdHWV2dpZoNEoqlSKXy2FZFkIIDMPA5/MRiUSoqqqiqqqKUCiEy+W6LIEwRVEoKyvj4x//ODfeeCOjo6P09vYyPj5OIpEgl8uhaRper5eKigoaGhqorq4mFAotClaVlZXx5S9/uVhQWFVVSktLzzfsRecUCAS44YYb2Lp1K9PT0wwODjI8PMzk5CSJRKLY5tzhcOByuSgtLaWsrIzS0lJCoVDxvVpcj8aJEb6W1MC/k+z5e2wzhW2l8bR+BUfl3at+PfOx4yS6/gIzNYSZGsLOzRI/9mek+r+F0Lx4Wr+CUXrLqp+/UDRctZ8lP7uf2KE/QOh+hNBxNXwRd9OvgjBQfW34O/+a2NE/Zu7g78J8SrcAFFcNemg7IAM175Ti8hP68FdWfHsbm3z0MIqjBNVVWBIjhILqCeJquxFX240rehyheRCKk2TvNzDCO/Cs34Nn/Z6l41nWBUscFdpjb8RRu3HZnytOH6Wf/csLzkXRnRhV6zCq1q1o7gtU9+qe84UIRcUoa8IoW1p07kpRFRWX4oN3WKYqZ2Z4pfeHXFN5M7saP4miaIRcFRja+evyKELF5yxhR/1HaSndzoMH/gvpXPyiY6XzCZLZ6KITHk01CFxibQshFByae0WFaM/m1L04dVm4/L1gaC7uuea3AXij/5ElbbZNK4fJMpmaCCr8LXxk4+/QWX0bo3M9uHTfolopa52iqFzXeB9CCB4/+j+YSZ5Z1m3ZedIXeC5hdzU3tXyO3a2/hKE6aYps5eDgO6tXUxVspzrQQfmGRgKucp7u+mfm0oX6P3kre8HOWkFXBXd0fIldjZ9c1e+SaedJZOcw30HXLss2wTY5Nx8+nb/4PmiBEIIybwOf2vIfqQmu4/mT32Yi1r/Msiv7osvMDNVNhb/5vEFf07R4fu8pJicS3P/5rURkoOaqlchlyJh5Qg73JZ/jJHNZ0mbuHT3GuSzLXnKsZZl28aK0bduc7J7i4QcPU1Hp58ZbGgkGXZimxd5neojOphfdV4iFRjsXzwTLZk1yOZPNW6s5eniUigov23fWFrNHiuzFDT5t2yaftzi3GZENmOeem9uF53ih7ObzOXvp4uWmKBe+6L/woxWPfe57aNmY5nvXrelyuaQ9nsvloqGh4TJP5dItBD3KysooKyujra3tPZuLoih4vV68Xi9VVVV0dr73bZI1TaO8vJzy8vJLmo+madTU1FzWOS0sX1pYwvTO2eiRXbiqP0F2Zh9YGVRvC3pwy6L6NIrux7f+P6E4ShHn6YwCoBghHOV3YJvLR6BVVzUgUD0t+Dv/Cs2/YfHzM0L41v/H+aLFi3/N9PAOgju/TXbmDex8DKF60IObi7cTQkUP7yR07XfJzezDSo9iY6M6y9F87SiuM6+XHtpGYPPfood3rPYF+0CwbRvsHFZ2GmwTRQ+C6gYri52PI4xw4epzLgooKOep72FbeczUaZJ9/4Sj7HawLYQeQNF9hY5FuVmwMoX26Lp/vgaEiZ2dxbbSCNWF0IOFK5hGGKPkelKDD7y7L4Z02RTq2USZTY4xET9NZ/UdODQ3muootgy2bZt0Pk4mlwAhcOt+9PmC54WW4E58zpLzdmgqdI6KkjOzGKpzSRt2y7ZI52Jk8klUoeEy/OjFsS0S2SiG6izeDiHwGMHibaSrk88Z4Rc6/4ANlbt5+dQPCjU+cnFyVgbLymNjI1BQFQ1ddRJyV3BN5S3savwkVYF2hBB4HWHqw52MxXqAQqaNolz4cNCleQm5z6TNO3XfJX+W3EaAkLuyeBKvCg39IpkchTE93NTyi1QG2nix5985OfEGicxMMcNk8XN34DFCtJVfx43Nn6Uh3ImqaNjYNEQ2UeFvIZMvdJozLnAssEBTDIKuCnTViaYYtJVdi0N348TDHR1foiHSycunfkD3xGskMrPFOcGZTDWvI0Rr6U5ubL6f5tJtq146qCkGIXflOwrUnI/PEVlVorAQArfhZ0/bF9hQuZvDI89xcOjnjES7yeZT53weReGihtDQVANNcRDx1NBcuo3mkm20lu3EN98181y2bTM1mcTtMXC5ZJDmapYx88RzGYIO9yVXicyYOWK5dPExRhNRspZJne/S6xZFZ9Mkk9li/Zhs1mRqMkEw6MQwVCzLprdnmmzWZM/tLVTXFIKKc9E0ueziQKTTqREKu5maTDAzkyQcvnBAyenU2HV9PW3thYvfe5/uIRB00dZeWswi0TQF07TJZfPFOpz5nMXUZALLXByUMc3C70s+b6HNZwnNzaVJxDOUlKz+ok444sbh0DjdN0NrW8kl1YW5VJH5sfv7ZmhpLSl2lzqXogiU+WVnC69PYb+RIJd7ZyVaFEUUgl/vYcBH7vWk94lCIT3V04DL03DeWwnVhbP64xd9NNVZgavucyu4XRmu2s8s2a5oHpxVH1t+DkJBddfgcp8/QCWEQBhBHOW3XXB8zdOAdoHnK1mkB39IZuxpALTANbgbv4QZ7yZ1+jv4NvxnUB2k+v4NoXlxN35x+UfJzZDq/xbZ8WewUiNkJ/biqPo4RskNZCf2khr6EVg5FCOMu/FLqN4mctNvkOz/N7ByCM2Nu+nX0XzrZH2h94F0Ls4zJ/6VgekjTCeHef7kd9g/+DMq/a3cs+ErODQ347Fenu76J8bj/QgELaU7uL7p0xcsmLnAskxOTr7JM13/QjoXJ+KpJm+fyZSwbItTk/t46dT3mUoMoSk6G6tu4/qmT+HQ3OTMDI8d/jtqguuZTJymf/oQOTPNvZv+L5pLt1/Jl0Z6Fxiai/WVt9AQ6WQ81sfg7DEmYv0ksjPkrTy66sDnjFDha6Yh0knQVYFDO3PC4HeW8oXr/qqY9aEKFb/r/FmailDZ2XAv11TtPrMNBZ8zcknzv7XtC+xqvO/MUlK44PiL56LQWrqD6kA7k/HT9E2/zUS8j1Q2Rt7KFQIizjDlviZqgh1EPDW49DNtmwWCppJt/Pbub2LNLy11nzSxPRmE7/wBm9rQen7z5n/Esi0EolC4ef50U1U02suuoza4nol4P71T+5mInyaZnSs8vuGnzNtAY8lmSjx1uA3/sssiL6Yq0Mbv3PodbGyskcJjK5WXp+OjoTpRL6ETpkBQ5mvkFm8t2+ruZiLWz0i0m4nEaZKZWfJWFlXRMTQXHiNIibeWiKeWEk8tbiOAobkuUhdHoKqiWCdEujrEcxnenhxkLptmc2kNbs3gyPQwFe4AYJPK5+idm2ImnQAB15Y3Ec0mOThZWKK3tbSO07Fp1oUrmcumiGUzhJxuDs8/ho3NVDrBAyf3Ydo211c0saO8AeUSPiOxWJr9bw1xw40NaLrKieMTjI/F2XFtLS63Pl/rpRAsmYumqaj0kc2aHHp7lOGhOYKhMxm0DqdGW3spT/RM8cqL/WzfWYPX5yCXNZmbyxAMuQgEFu9nhBA4nBq33NpMLJbhmSe7CYVclJUXyl8EQ25sbLqOT1BS6sXhVOk9Nc3x4xNLfidsu9Ap6WT3JA2NIbIZk31vDCGEoKl59fvrSImbxqYwBw+MUFrmpbk1gq6rpJI5kskcVdV+dP3K1KorKfPS0Bjm4P5hysq9NDaH0TWVVGrx2E6njttj0Nc7zdhonFDYRXQ2zb43BwvZUu+A1+vAMm36+mYoqyi8H5Zl43Jdpq7BKyADNdL7x9Wf4SZdZvnoIVKDD+Lb8Ccomo+5w39IdmIvihHByozD/DISKzeDcoE19IoRxt3wy+RjJ3A3fgk9vB2hOLBSQyRPfR1Xw6+gBzeTHnyA5Kmv42n7Konuv8NZ+2mMyC4yI4+TPPk1/Jv/vyUZVtLVx6F5uKn5fuaqJ/mXV3+Hm1t+kbbyXYX6LpqLZDbKQ2//JSF3Jfdu+n1MO8eTx/6BJ479T36h8w8uuDQKCjUlHnn7v9Fadi3b6j7CdGKQhw7+ZbH19kSsj4cO/gXrKm7itrZfZiIxwM+O/A98jjBb6+7GxmYi3k//9CF2t/3vbK/7KKncHOX+d295mXRlKULB6wjjdYRpKtm6qvuqiraigOGChewJt3F5ggLeixTPvvh8FDyOIB5HkPrIplXf31CdRDxnLpTMPfYU5md8KBcI1Ojn3OdCc2qIXJlMal11UOKtBSAzfRpsG0dL3eVuYrlitmWTfvgwzo9dg6bqBF3lBF3ltJbtvGxjqKqgoTFM94lJ0uncu3qCJF26R3vfRgCN/hJUoaApKpOp8gjKdAAAIABJREFUBL1zUzT4IsxmUnyr61VurW6n3O0nkcvw/e59NPtLCDs92MCDPQf4PX8Jp6KTnIxOcE/DRqbSCXqik9T7whiKhmnbuDW9sBTqEufa2l7K5ESCb/3rW5imRTKRpaExzI7r6opBiHXXlHPi+AQ/eeQovmcdCEXg9TpYt76M0dEzyy6FEGzaXEkqleON107TdXwcTVOLmR533dOxJFCzcL9IiZu7PtLBD7/3Nj/9yXE++vH1lJR6qKsP0rmliv1vDXGiawLDUNE0lbq6IKd6Fi9/1TWVsjIvz+89xTNPmmSzhf9uuLmRuobV73MdDo3bPtTK4z85xtNPdvPCc6dQFAXLsolE3Nz3mU3o8x2bXn25n6GBKPF4hsmJBPFYhm/+85u4nBod68vYtLnq4gOexenUuP1DrTz+k+M8+cQJDENDUQqBkpISN/d9ujC2P+Dg2l31vPjcKb79zX3FfUR5pY9IyZml3ZZl09M9yb43B8lk8gwNRkklc3z/uwfweA1qaoPsvK4Wp/PMPqa+MURTS4SXnu/l4IFhVEWhoTHE3R9dXbmAd0KeMUiS9L6Vj5/ESg2QHvwhAFZ6DDM5gGKc84V1kVa1QqgIzQNCQ6guFK1QV8DKTmNbefRgJ6qrEj18Hdmplwt1jfJz6MEtqM4KjMgu0iOPFrqSGbK16NWucKJbWVjqpBj4naWUeGqLV7cGZo4wmxzlIxu+QlWgHYBdTffxk0N/y1RiiMpAywUf//TMYTJmiusafoFyfxNVgTYODj1F3ixkQJyceIO8lWNj9W34XWW4DD/VwQ4Oj+xlU/XtAJhWnupgO1tq7kRXjSuyxlyS3g/snEX2pT6yL/Sib6tBX19OvmscazqJOTKH8Dpw3t6GOTBD5pXTCKeG4/oGcsfHMbZUk3mtH31dOVY0jXDpWJMJ8l3jCI+Bc08Lwu8k+9pp8icnUasDGDc2YkfT5I6MYmdN7NkUjjvaUEs8i+ZljsbI7h/CnkujlHqxZlM4b2/FHIqSe2sQ44YGmK+HYQ5Eyb7Wjx3Pom+tRm8rJfNSH8KpkT85iXF9A1p9iMzLfZh9M6j1IRzXN4ACuYMj5A6PIjwGjttaEED6+V7suTTGjlq0tlLM0zNkXu4Hy8K4rh61yk/6iS5SPzqEOR5HaynBuaflsrdnUhTB1u3VnO6f4Y3XBth1QwMul37eYS5W90J6dwzEp/lUyzYafBEW2m/U+UIcnxkr3qbM5Wd7WT0hh5uJVJzZTJJdlU14dWexzopp2+QsE9OycKk6dd4wsWyhPpXPcFLjCeIznLSFLq1W287ragkGC1kup05NE49l8PkcNLVEFhUDrqz08en7O+k9NU0mY+LzGzQ2RUglc4yMzC36PDqdGjfd0khbewkjwzHS6RyGoREOu6g5q8VzaZmHD9/dQWVVIQAuhKCszMvHPnENgwOzxWU7TqfGh+5so7WthJnpFJquUFcXwuXSONUzTfisYsYIqG8IsX5DOYMDs5imTUWlj5qawKKCySu1EED65Gc7GRyIMj2ZwJzPKKmo9BWDIkJAOOwqvg4d689kSCpC4POdWSZbeH2alhQ9Xm7sklIPn/psJ4MDs0xNJQvZLG6dykofzvmxFUVhx7U11NQGGB6KYllQUuqhsspHX+8M/vklbUKA22NQUxPAhiUZRsGQa0nR4kDAyb33baC/b4bYXBpNU6moXL5EwpUiAzXSVU8xwjgq7kTzXvjkR/rgEaobxShBD24FoaCHtqP52rEyE4WuKbZd6JqRnUToF79avKSjjmIAFvZ81ws7HysEczQ3IGB+u5WPI1AQyso7GGnBCjydd6MYLhT35bmSLb07YpkpVEXD6wgXD0TC7ipSuXixLsaFzKUncet+jPlCvwJB0FXOZLzQZng6OcxUYoAfvPWnaIqOjUU8M0NtcH2x88tCMGmh9oc8eZGk5dmJLJgWWnOE9CNHUCt95E5MkDs0iuuedYXgy1ya1I8Po2+uxp5Lk3rkCLZpoUTcZF/pR3Eb5HunUWsCZF89jeO2VoSugKqQPzZO7uAwxq56Ms+dQngdCJ+D1EOHcX+6E1HlRyyTKWJNJsi+MYAadpPvn0HMj6E1hkFXMXtnYFMVdiJL6seHUKv86FuqUQJO7LxF+uddGDtq0TdXoQScZA8OkzswjOPGxkIQx+dAcWikn+jCcUcbQlcQhkbq4cNgg9ZSQuonR3H/4lZQFfSOUqypJOlHj+L9yo3o68vJvtCLY08Liv/idX4u6b2xIZezaGyOsH/fEMODc9Q1hHA6l56+6LrKho0VuFbQbUe6shr9JTw31E2Pd5J1oQo0ReHI9Ah9c1N0R8fwGy40oRRrtrk0nYjTw1MDxwk7PXRGqgk4nDw1eIyRRBSf7mIiHePI9Ag90QlOzI7TEaog4HBxfGaUCrefzpKaVX3PCSG4ZsOZzMJNnedvXV0IWHiInBNM9fkclJV7l9xWVQVV1QGqqpcvki2EIBR2s+uG+iXba+uC1NYFF21zOnXWrV8ajNqyrXrJNhuorPIXA0DvlBACl0unta0E2pavJaXPtwFfCYdDW3be5x3brdPaXkrrBW6naeqS1w1gw8Yz768QguqaQLHG0ErHDwScF/xsXGkyUCNd9TR/O8Ht//heT0Nag4zwTjKex8jHT6K6KguBFF87qrsWbItk7zdA9ZCPHkX1XGRZiOJA9TSQHn4IMz2CHtiI6qpFC3SS7Pk6mn892ckXcJTfgepuwCi5mUTP/0IPbiY39TJG+W2gujCTp8lOv46VmSA7/TrYFqqvFXFOYUlX87W4mq+9gq+OdKU4NQ+WbZHNp4rbUrkYumKgrSBYt1BnxrTOdFHJ5pPFv7t0L6XeBu7Z8NuLlpA4NS+66iRnphEIVLnMTpIuSvgcGNfWoa0rJ/NKP+ZQFCwbfWMF+uYqhKoUs18cNzRgxTPEv/4qWrW/kCVT6cccnsPOmqh1IZSeKbKv9mNcV4dw6WQPFTJWrGQOazyOORxFaytFLfdh7KxDnK+TkQC1zFvIaBmdQ3Eb2LEMit+5KPvGmkpixzI4bm0pbrfiGYRDw9hVj1YTxM5b5B47ht5ZhbG9BiuRJXdoBMWlo7WW4Li2DgA7nSN/cgrPr+xEqwmQPThMvnuyEJB6ewQ7mi4EjVQFtdyH8DnQGsMI7crUqcjnLX722HEGB6LkciZz0TQnuyeXva3HY9DQGJKBmjXgnvqNnJgdI5XP4dQ0bBvWhSpoCZTiUHXCDg8fa9yEVy9kO3h1B59p3U737HihQYyqcX/bTvpjU7QHyylx+VCFoCNUTnOgBKeqIYDrK5spcXnRlSvz+Xu/GRqMsveZHjKZczu0LfXhu9pXFdSQrgx5FCdJ0vuWMCJ42n+f7PgzmKkRVHc1ihFC6EE8bb9Lbvp1hOrE0/EfCh2hLvRYqht346+QHn0cKz0Cvo5Cq/aW3yoUGc6M4ay+D6P0psJtm36NzPhTmMlBHBV3YpTdBrZJPn4SM9GLo/zDWOkRctFDqN4mWGUHEGntqgp2oKsOToy/itcZxrYtDg8/S6mvjoCrHNsutK01rVwho8s2yZtZhFBRhEJVoI1MPkH/zNv4nRHimRn6pt8m7C5chWqMbOG1vodJZedojGwGBOlcDFXRl2Z9SZJ0YaaFnTHBtMC0ikEH4dRhIRVeVwsZmHkLciZgo1YHyL45gOOmJrJvDaGEXKgRN+77N5M/PkHqp8cRLh3hUDGuq8f50fVgg+LWyZ2cLDzmxZYjKApCEQhVOX8ZPkUULqPnTGyr0FgBAFU5EwQSIAwNO5Mv3CaTR8yPb6fz2AvdY4RAaErhdqZdeK62TerHh3F9ZD3CqZH45puFIRayF0wbW7WvSNaeqgp27qpjw6albefPpesKXp/sarcWuHWDzaW1i7aVuBZnntTrZ5aeCCEIOtzsKG8obvPoDirOySYudS1eduJVHGwtrbtMs37/c7l06uqD5HIXXu6/cFvpvScDNZIkvW8JIdA89WjLdHMywjsxwmeKHtpmmuzkS9jLLE3R/OtR3TWo7lo8Tb+26GeqswxX3WeXjm0EcdV8csl2R9keHGV7LuXpSFeJkKuCW1o/z/Pd3+bo6PNYtknWTLOn7Qt4HUEy+SSv9z/EeKyPgdljTCYG+OmR/051sIONVXuoDLSyve6jPHX8H9g/8DNs28J11tK82tAGdjbcy3Mnv80bpx9BESrpXII7Or5EW5nMwpKk1bDTebKv9pOfD56oNQFyXeOL6k6oFT6UiIf0Y8ewk1m0+hBqQxjrZ12oNQHYP4TQFeysSe6NgULAw6WBEOibq0n96G2yr50G08LYUXv+yVxsrjmT3IkJ8j1TICB3bAy1JoBS7iX1k2No9UHUSj9q/eI6bEIRGNtqSD12FEyL3NExnHevQxgqqR8cJP3TYwiHXqhv01lF5ucnyFf6wLTQ28sKNXZ6p7ATWexkoVaW8OgIl076iS601hL0dZdWJ+RCVFVh4wqXVEjSB5nDodHUHCYScZ/3NuGIm5tukU0FribiIgUGZfVBSXp/uNovs1/xfZGVj5MZeQwrO7vkZ47Sm9H8716Vd+nqkDezdE+8QVWgFb+zdNEVZcu2GI/1MRHvQ8xnyQRdFShCIWum6R5/jcxZy5mg0Da5PrwRXXWQzacZnD1KPDNNyF2J2wgQS09TE1qHpuiYVo7xWD+T8X5swO8soTLQiqG6sGyTvqmDeB2htdjpSe6LpDUld3wcLBtrIoHWXopS5i0UEVYVlPkWudg2VjRN7sgYwlDR1pUVlkR1T6C3lmKOxkAVqKVeckdGsWKZwrKl9lJQFczTs+RPTSEcGvqmSjBtzNEY2nzNBzuexZpafJHAzpkgRKHmTDqPUAUIgTmZwBqLgwAl4kZfX1FYsnR8HCuRQ2uOoFb6yHdPojVHilk1tm2T75nCHIyiVvnRmiMgwByaI98zhXBq6BsqELpK7ugYdiyD1lGGUuLBGp0jd2IStayQFaGvKwMhyA/Okj85hVrhQ+9YWYv1NeRq3xeB3B9J0vvFsvsjGaiRpA+Gq/2A5Irviwr7QnP5kYSCEKuvmC9J0hJyXyRJZ7Ftm3z3JJkXehdtV6v8OG9pQrhXXoReWpWrfV8Ecn8kSe8XMlAjSR9gV/sBidwXSdL7g9wXSZK0Flzt+yKQ+yNJer9Ydn8kLxFLkiRJkiRJkiRJkiStERfLqJEkSZIkSZIkSZIkSZLeJTKjRpIkSZIkSZIkSZIkaY2QgRpJkiRJkiRJkiRJkqQ1QgZqJEmSJEmSJEmSJEmS1ggZqJEkSZIkSZIkSZIkSVojZKBGkiRJkiRJkiRJkiRpjZCBGkmSJEmSJEmSJEmSpDVCBmokSZIkSZIkSZIkSZLWCBmokSRJkiRJkiRJkiRJWiNkoEaSJEmSJEmSJEmSJGmNkIEaSZIkSZIkSZIkSZKkNUIGaiRJkiRJkiRJkiRJktYIGaiRJEmSJEmSJEmSJElaI2SgRpIkSZIkSZIkSZIkaY2QgRpJkiRJkiRJkiRJkqQ1QgZqJEmSJEmSJEmSJEmS1ggZqJEkSZIkSZIkSZIkSVojZKBGkiRJkiRJkiRJkiRpjZCBGkmSJEmSJEmSJEmSpDVCBmokSZIkSZIkSZIkSZLWCBmokSRJkiRJkiRJkiRJWiNkoEaSJEmSJEmSJEmSJGmNkIEaSZIkSZIkSZIkSZKkNUIGaiRJkiRJkiRJkiRJktYIGaiRJEmSJEmSJEmSJElaI2SgRpIkSZIkSZIkSZIkaY2QgRpJkiRJkiRJkiRJkqQ1QgZqJEmSJEmSJEmSJEmS1ggZqJEkSZIkSZIkSZIkSVojZKBGkiRJkiRJkiRJkiRpjZCBGkmSJEmSJEmSJEmSpDVCBmokSZIkSZIkSZIkSZLWCBmokYra29u/3t7e/h/f63lIkvTBJvdFkiStBXJfJEnSWiD3RR9Mwrbt93oO0iVob2+Pn/VPN5ABzPl//3pXV9d3ruDY/wp8DsietTnQ1dVlLn8PSZLer97LfdH8+LcDfwG0AzPA73Z1dT1wJceUJGnteY+Pi44A9WdtcgKPd3V1ffRKjSlJ0tr0Hu+LwsD/BG4HbOAJ4MtdXV1zV2pM6crR3usJSJemq6vLu/D39vb2PuBXu7q6nnoXp/AXXV1df/QujidJ0hr0Xu6L2v9/9s47zI6zvvefd8rp52zvWpVdSUe92LJsS7ZxxbExxpV2IeaGQLjJJaHcy00gCZBCkktykwAhhASMsYnjbsAGY+EiN1mWZfVy1FfS9j27e/qZM+W9f8xqtatd7a6sZov5PI8e++zMvPO+U9553+/7K/H4AuA/gXuANUAZUH4uzu3h4fHO4nz2RYlEYuGIcwvgAPDIuTi3h4fHO4vzPEf7K6ACmAUI4DHga8AXztH5Pc4gnlBzgRGPx/3A3wEfHPrTw8D/SSQSRjwevxp4APgu7gubBb5yTNkdspQ5ekyAicfjHwC+DrQAvcAfJBKJZ85dazw8PN6tnKO+6E+Bf0skEr8cOkdy6J+Hh4cHcF7GRVcB1bgTJA8PDw/gnPVFs4Anj1nQxOPxJ4Bbz0kDPc44XoyaC4+vAJcBy4ClwErcycwx6nEHEE24q9Dfj8fj8RMLicfjK4EfA/8bd4X6KuDQiF1+Px6P98fj8Y3xePzOs9AODw+Pdzfnoi+6bGifbfF4vDMejz8wZPbr4eHhcYxzNS46xj3AY4lEInfmmuDh4XEBcC76on8BbonH4xXxeLwCuBP45YlleLw78CxqLjz+G/DZRCLRAxCPx78O/BswMgDVnyUSCQNYG4/Hn8ZVdv/yhHI+CfwwkUisGfrdPmLbt4AvAingvcBD8Xi8K5FIvHrGW+Ph4fFu5Vz0RdOAj+P2Qx3AfcC3h87t4eHhAeemL2Ko7BBwF94KtoeHx1jORV/0FuDjuHXxc7hWOh7vQjyLmguPRqBtxO+2ob8dY+CEVZ4Ttx+jGdg/3gkSicRbiUQimUgkrEQi8QvgJ8Adp1dtDw+PC4yz3hcBBeDeRCKxJ5FIZIFvADe//Sp7eHhcgJyLvugYdwD9wNq3UU8PD48Lm3PRFz0M7AGiQGxovwfeboU9zi+eUHPh0cHozAPTh/52jIp4PB6eYPsxjgCtUzynxA1Y5eHh4XGMc9EXbcXtf47hpTH08PA4kXM5LroH+HEikfD6Ig8PjxM5F33RMtzYfbmhBazv4S1gvWvxXJ8uPB4E/jQej2/AnbT8OWOV1K/H4/EvA5cCtwBfHaecHwDPxuPxp4AXgAYgmkgkdsfj8buAZ4A8bvq3jwFeCkoPD4+RnPW+CLgX+LN4PP4A0AX8MfDU2WiMh4fHu5Zz0RcRj8enAdcAnzkrrfDw8Hi3cy76og3A78bj8S8N7ftp3EUtj3chnkXNhcdfAW/ivpTbcH0V/2rE9i5gAFeh/QnwmWODjJEkEok3gP8O/CNuLJq1HFeB/wjXH3IQ+CbwqUQi8eJZaIuHh8e7l7PeFyUSiR/iBtRbj2sibAB/eHaa4+Hh8S7lXIyLwI2XtS6RSEzmHuXh4fGbybnoi34HmAkcxZ2rteBa+nm8CxFSetaZvykcS/2WSCSmne+6eHh4/Obi9UUeHh7vBLy+yMPD452A1xd5jIdnUePh4eHh4eHh4eHh4eHh4eHxDsETajw8PDw8PDw8PDw8PDw8PDzeIXiuTx4eHh4eHh4eHh4eHh4eHh7vEDyLGg8PDw8PDw8PDw8PDw8PD493CJ5Q4+Hh4eHh4eHh4eHh4eHh4fEOQZtk+7veL6rnJ59jcM23T7pdjdXS+LmfEmxZeQ5r5eFxzhHnuwKnybuuL5KOTe9D/4fUC/9GxY2fo/rOvzzfVTpv2Nkk3T/+n+S3PUPdJ39IdMXt57tKp42UEmwTFBWhqOe7OsMYR7fT85PPYfW14RTT2Nkk0cs+Qu3Hv40aKj/f1QOvL/Lw8Hhn8G7vi2CC/kiWbMzdPRSf3kXp9TacZB4na4BpgxCgK4iQDyUWQJ1WRuiDS/G/pxXhG/s9c/rzZP5hLVbbAPriBqJfuhokmFs7yf1oA9bObpy+HNKwQBGIoI5SHsR3STPRL12DUhZw61QwyT+4meJze/FfO5vQXUsoPLaV3I834vTnQVPQ59QQ/h+X47+qBftgP5lvvUxpXRuyYCJCPnzLmwj/j8vRlzQgxIVwCz3OFZmMwaMPbaE/medj91xMXX30fFdpJOM+zJMJNe961Gg1ankD2CbSscGxkaaBtIzzXTUPD48LGoFeMxO9thW9tvV8V+a8IlQfvtpWzLo5aOUN57s6ZwQ73c3gc98lvPR9BFsvPd/VGcbXEKfh9+7Hzg+S376G5ONfPd9V8vDw8PA4R0gpkQWTwsNbyD3wFk5n+ricowrwqYAAy0EOFLAHCtgdafzXtIIyvvAhTVf0sXb1uMdlS5hbOkj/9XPYbQPucZoCPg1sd7udK+EsrEOE9OPlOBLryADmpnaErqBWhcjduwFZMN3jixbmtk5y//Iqak2Y3A83YLx4AKEroKnIjIHxykFQBGXfuAlRHjz7F9TjgkBKSX8yT9vBASzLwbKc812lKXHBCzXl13yG6Io7sQtpnFw/draf/M7nSL9y3/mumoeHx4WMEJStvofIsltQozXnuzbnFREIU3HTFym75tNoZfXnuzpnBLPnAOmX78M/bTG8g4Qaoepo5Q1o5Q1YvQdBveA/8x4eHh4exzBtij/bSfbfXkemigCIqB9tXi367GqU6hAoCk5fDqttAPvwAAC+Fc0IbfKIGLJgUnrjMLl/X4/dnkKL16DNrUFrLgddxRnIYx1IYh8exLesCaGPb3FqJnqRD29Bm19L4Pq5OIMF8g9uwunOYu7pJffjjZTWH8Z/VQv+97Rgd2UoPLQZJ5mn9OYRrMMD+DyhxmOKSAk93RnyeRPfOFZjU8GyLA4ePEhDQwORSASAVCpFb28vDQ0NdHd3U1ZWRmdnJ6qq0tzcTCQSIZVKMTg4iM/no7e3l0AgwPTp0/H7/ZNahV3wIzg1Wo0arR7+LR0b6VieUOPh4XFWEUIgglGU4DvKtPK8IISCGq5ADVec76qcEaSUFPa+ilPKne+qeHh4eHh4AO63qfT6YbL/vt4VaQToi+qJ/P4q9KWNiLLA8YmhlDgFE6c7i9OfR2upmtI57J4smX98CacvR/hTlxK6YzFKXXSUyOPkSjidaZTK0Mnrmioi8yXK/vom1JkV7kwayH77FTAdir/cjf/KWcT+9DrUuiiyZCOzBvkfb0TmSpg7uvEtaXz7F8vjNwrbdti/r/+0ynAch3Xr1jF37lxWrlyJEIL169fT09PD9ddfz+OPP051dTVlZWX09PQQDoe5/fbbOXz4ME899RTTp08nGAzS2dnJ7Nmzueaaa/D5fBOe84IXajw8PC4spJQ4uX4K+9dT6tiFNHKo0RoCLZfgb14Cqj48EJFSUmrfQXbjk4SX3oRe20px3zqM9p3ucWV1BFouxT9tISjaaGVbSpxSgVLHDgr712One8GxR9VFqDrhZe8jMGvF0CEOxqFNZDc+cXwnVSc0/2pC894zbntKXXvIvPEIoXlX429eQrHtLYxDb+EUMyjhCoKtl+GfvnRUu4ar6NjY6V4Ke1/B7N6PtEtolc0EWy9Fr5uNUPUx55NSIo0sxuGtFA+9iZNPoQRjBGZejH/GcoQ/POY8djZJ6pX78DctJDjvaux0D4XES5jJNoRQ0KpnEpp7JVpl0/Hz2Cb5XS9Q2P3S8evlCxBd+UF89XPHqZeDcegtctufJXLRbWjl9RQSr1DqTCDNIlpFE4HWlfga5rlxYU68V0YO4/Bmim2bsDN9Y++V5iO68m58jfPHvQ9Twexro3jwTcy+NjLrHkQaeTLr/wvj8JbhfdRYDWVXfRIlEBndPsvA7GujsPdVrP52UBR89XMJzr4ctax+3Dg30nGwMz0UD2yg1LkLWTJQYzUEZ1/utmOcZ8LDw8PD4zcTmTEoPLEdpysNgDa7muj/uRZ9WSNC4MamOYYQKCEfyqxK5MypL6LIVBHbsAh9eBnh31mJEh470VTCPpTW6nGOHrmTQF8+DXV6ufsdEwLfZTMQ/7EemS0hNAX/VS0otUPfUl3Bt6yR/I83ggT7aGpq9ZUSx5EUixb9yRy9PTnS6SKlko2iCIIBnbLyIA1NUcrKAqiqckrfVSklluWQzRh0dKTpT+YpFiyklOi6SiisU1EZoqYmTDjiR9cnL/9YnfO5El1dWZJ9ObJZA9uWaKpCMKQTi/mprYtSVh5A11WUk7itjSwvnTbobE/T15ejWDBRFEE0FqBpWozqmjB+vzZh3aSUGIaNdCQI8PlUVHViKyzbdiiVbJDu4+fza6PqKqXENB1syxneLgRYlkNqsMjhtgFSg0VM08bn1ygrC9DYFKOqOoyqipPWV0qJlODYDrYtGRgo0H50cHi7YVgU8ua4xyqqwOdTx5St6zqLFi1iy5YtLFmyBCklbW1tLFu2bFhwmT17NpdddhnJZJIHHniAzs7O4eOvuOIKmpqa2LNnD2vWrGHVqlWeUOPh4XHhIKWD2bWX5BNfI59Yi7QthKIirRJqtJry6z9L2RW/jQjGho8pdeyi/+m/wynlkEae7MYnkI6DtAykVUKvaqbqjq8TWf6BUW4iTinPwLP/TPqV+5C2hRoswymmMZNHQNpo5U34GuIERrq9SLBSXeR3/hqnVMAa7EQaeYTuP6lQY/YcYOCX/4A12IG65WnS6x9CmkWkbQ4JFI1U3vInRC/9EEIPHD+VY1PY8woDv/gmxQMb3C+gEEjLRK+aTsXN/4voyrvHiDXWQDsDT/9fspufwilmEKqOtEoowSjRS+6i4qYvjnFPsnMDpJ7/HqH51yI0H8mf/TXGka1u7C/TQIlUUnfPd4mMEGqQDmbvQXI71iCLWazBDhCCwMwV4wo1SIlxeAsDT//csi/JAAAgAElEQVRfkBIreZjslqdBgrSKYFtoNTOpuesbhJbcNOpQp5il/+m/I/36fyKEghKIYucHsQbaQUq0ymZ8DXFCi9570mdrKuS2P0v6pR/iFLOYyTakbVLYtw7jyLbhffTaVmKXfwxGCDVOqUD6lftIrf0PzN5DCE0H6YAE/4zlVNz8vwjNv2aUWCOlQ/HQm/Q/8XWKbW8hHXvoWTfRyuoov+73ia76GGqo7LTa5OHh4eFxYWAfHqT05hE3Jk1AI3jbIvQl9YgJJvHAKQv+2qxKQnctGVekOV7oxGUIv4Y2vRwxYqKvxAIoFSHsbAkRDaC1VI2qm6gIgaq4cXCG3LomwrYdenqy7E30snNHz5CIYmKaNrYjEYCqKfh8KrFYgMVLG7hoRRNVVeFJywZXDOjqyrBxw1H2JvpIp4oYhoVtO0gJiiLQNAWfXyMc9hGfX8N1N8whGBy7iDayzFSqyM7t3Wza2E5/fx6jaGGaNnJI7NA0BV1XCYZ8TJ9RzjXXzaa+YXzrbSkl2UyJLZs72LjhKIMDBYqGNSyM6LpKJOpnxswKVl85k2nN5ScVfbLZEj99fDvdXVk0TeF9t85n9pyJBbmjR1L88qld5HImsTI/d969hMqq45ZWpmnzyksH2bSxg2jMz513L8bn13hj3WG2bO5gcKBAqWTjOBJVFehD92r5xU2suGQaZSdxf2s/mqKrM0NvT46urgx9vVn6k/nhcz7y4Ba0k7jltbRWcuNNcULjPN8zZsxg3bp1dHV1uYvBpRKtrW4cSk3TqKurQ9M0otEooVCITCaDqqrEYjGqq6vRNI1wOIxt225SiknwhBoPD493DWbvIXoe/CLF/espu/IThBbfiOIPY/YeYvC575J84msIAWXX/N4ogUKaBVJrf4BePYuq27+Grz6OtE1ym58i9dIP6P/ZX+OftgRf/Rx3fynJ73qBgae/ia9xPtV3fwO9tgWnmGHw+e+RWvsfBOdeQe3Hv40yMpOOEIQX3UCg5RKkkWPgmf9H6qV7J22XdCwyrz+EXj2Dihs+S2DWCqR0KCReZuBX/0T/z7+Bv3EBgZZLho8x2jbTc/9nsbP9lP/W5wnOvhyh6hhtmxh87rv0/teXUKM1hBZcOywAOMUsySe+SmbDo4SX3Exs9cdRw5XY2T5SL3yfwee/h3Qsau7+W4TuH1PPwv51FA9vxtcQp/zaz6CEKnBy/ZS6Evibl47eWfURW/3bRC66DTvVTfKnf0F+1/OTXgvHyDG45tvota3UfPBv0WtakKZBZv1/kX79QZI/+yv8My9GK6sbunY22S1PM7Dm2wTnrqbq/V9Gq5qOnetncM13SL/2AOHFN1J999+gnKaoEbnoAwTnXgFA708+R2Hf61Te/CVCi28c3kdo/lHnkdIhs/4h+h79Mlp5IzUf/Ft8TQuGhbbU89+j5/7PUv/p+wjMWoEQivvx70zQ+8AfYfYeILrq40SW3ozwBbH6jzL43L/Q9/hXsYsZKn/ri67wc1K8JEUeHh4evwmUtnTgDAkYan0U/zWtCO3MZyX0r5qJ2hCbfMeJ0BWU6vCYvx0LPiyCGkrN8e1CCDeosD4k1BTHt4YYiVG0eOHX+9iyqeOYZxWapuAPaKiqgnQkhmGRz5nkcyY93VkOHxrgjg8uobw8MKGAZZo2u3b0sOaZBN3d2eG/K4orJihCYDsS07QplWyyGYPaugj6ScQBcMeebYcG+NUvEhw62I9ty6G2M2w14wxZoJimST5v4veraCeJLSQldHdlefaXCXbt7MG2XXHGH9AIBXWklBQNi/5knv5knsOHBnjvTXEWLakft56O7ZDsy9PdlUHTFAzDmvQelEoWPT05shmD0pCINaqODqRTBt1dGdKpIvv3Jdm/L8nWzR3YtnTrGvYBrjVPsWBRLGT59a/20NWZ4dbbFxKNjh2v/uqXCRK7ek96XZJDos14VFYGcZyxYychBBUVFTQ2NrJz504cx2HOnDnEYjHS6TSO45DP55FSYts2hmHg8/lwHAdVVVGUyWNAnYgn1JwBpGtbhZ1NYrRvx+o9hGNkAYEaqUKvbcXftBARCAMnN9M6SeFI6eAUs5Q6dmH27McppJCOjRquxNe0wJ1civFefIFQ1eEJq+04mCPcAXyqiiImf2hs6WDap3aclBIHSc402DvYS0dukP5ijpJjoQqFsO6nJhihKVxOc6QSn6qhilO7No50yJkl9qV6OZDqZbBUwJGSqO6nIVzGgsoGKv1hlFMo15YOluOq1qpQ0BTXRFFKiSUdOrKD7BnspjOfwrAtfIpGTTDKzFglM6JVhDSf54pwlpDSIbvxCQqJl4le+iEqb/0KSrAMIQSBWZeghsvp/LffJr3uPwlf9AH0yuaRByOtEpXv+xKRi25FKBoSN0OO0b6d4sGNGEe3Dgs1SIfC3leRjk1kxe0E512FGHrmy678BNkNj2L2HULaJmJExyuEAM2HFqtFOjZKuHKqjUNaBuU3fJboZR9G0fzugtjMizHaNpHbsYbiwQ3DQo10bNKv3ofZd4iKGz9HxXs/h9DdoGSBmReDotL70JfIvPYTAi2XoIbK3Q/y/vVkNz1FsPVyqu/8K/TalqHn20Erb8Ds2U/2rZ9SdsUn8DUvGfMsm937iF76Iao/+Leo0eohUcFBWiWEOnrlQQiB8AVRfEGE7kcJTnFQJ92PeOWtf0p48XvdcwBa9XSM9p2YPfsodSWOCzWmQWHvqwhFIbrygwTmrHLdsSqbiV1xD9k3H8PsOQDSOe13U4vVosVqAVACUYSioFU04Z/AncrOJEmt/QFC9VN1258TufiOYdetwKyLQQj6n/ob0i/di3/aYoQviLQMshseo3h4MxXX/08q3/8nKKEK9145DlrlNDq/999Iv/wjohfdht4Qn6BtXn/k4eHh8ZuAtT8JQ5N7dXoFSk1kkiPeBgLUlkrwn+YUUlFGZYSCoTHUMWsOTUWETrBoGBrPS0Daky9CBAIazdPL2bWzh0jET3Nzmes2UxMmENCxbYfurgy7dvRw6GA/jiPZu6ePrZs7uOKqWajqyd1qdu3s4ZdP7yLZ5074fT6VmS2VTJ9eTqwsgKYrGEWLgf4CHe1penuyLFxUN4GoIunrzfH0z3ZxuG0AKV1Rqb4xysyZlVTXhPH5VCzLYXCgQG9vjqOHB5k3v5ZY2VihQkpJIW/y3LN72LWzG9uWRKN+5i2opaW1imjMj2059HRn2b6ti6NHUiSTeZ59JoE/oDF/Qe05n8+UShYvv3iA/v4CPr9GfF4Nc+ZWU1YWREo5XNe2QwPYtmTHti5mz6lm5WXNY+o6N15D+Qhrm3y+xJ7dvRiG6/K2cFHduBYzAA2NsZNa2yiKwvz583n++ecxDIPbb78dVVWH6l9i8+bN+Hw+2tvbkVJSW1tLV1fX274mnlBzmkjpYCWPkH71frKbn8JKtuHkU0jbVXqFL4gaKsc/fSmxqz5JaP41p2Sq7hQzZN58gswbD1E6uh07P4g0DZAS4QugRqrdAJ3jvExC81N25Scou/pTALzedYC/2fgMlnQIqDp/edmtLK5qGnPciazvOsjfbfwVhmOhC5VvrLpt0uN6ChleOJrgsf2bOJjuI2saFC0Te2iy5FNUgpqPqB5gerSS1Q2t3DB9PvMqJs8II6UkaxqsObKLx/dvYs9gNwNGHsN2fUJ9qkZE9zMtUsHtLcu4acZCGsPlU+pwNvYc5u/fepa0WeSqxjl8cfkN6IpKTz7N/Yn1/KJtO735DFnTwJYOqlAIaT7K/EFW1M7gqytvoTp4Fj6MHjiFDIXES0i7RHTFHcMiDYBQNfzNS9FrZmIc3Y6VPDxaqAH80xYRnHvFsHApACVUjn/aYgp7XnVj0BxDSpxCBqGqqOGKYZEGQPFH3Mm0WURapTPWPr22ldCCa1GG3JsEgC+If/pSclt+gZXqHt7XjUvzGkowRuTi21F8x12ihO4nOGc1arTGja2T6XOFGrNIYc8rOPlBN15Pzczj108orqA88yIyrz+E0bET37TFY/oVJRgjdsVvD4sVx44d6ZJ1Jgi0rCTYunLYEkjgBob3NS3AOLIVJzsiIJx0cIoZUPVR90oI4Yopmh/HzA/3yeca48hWSl0JAjNXEIy/BzHCvU7xhYhefDvpl39EIfES1mAHvtpWnGw/+d0vogZihJe/f1ikARCKgn/6MoJzrySz7kGKhzai188d9xvg4eHh4fGbg9OVGQ7KqzWXTymL0ymjKSjRwKTuVJMhFBATZN8RCqddf0VVWLykgUjET+O0GGVlQfz+0bFH5sZrWLSknsce2sq+vUkcR7J9axcrL51OMDT2/MfSPL/w633DIk1NbZj3XNPKgkV1hEK+YdchN06KJJczyaSLVE4QXLlYsHjpxQPDIk0goHHV1S1ctGIaZeWBUbFgnCFLoHSqSCCoj2/94ki2bO5gxw5XpImVBbj19oXE59XgHyGyzVtQy8Il9ax9fj8b3jhCsi/Pi8/to7ExRtkkVkVnGtuWdHdnCUd8/NbNcZYsaxzlJjYnXsP8hXU8/oh7ryzLYcumDpZf3DQmk9OqK2YOW1EBdHWmOXo4hWEU0DSFq6+bTUPj+AuIQjBhzJ9p06ZRX1+Pbds0NTUNXyOfz0ddXR2bNm1CSsmNN95IVVUVmUyGpqamYUEnEAjQ3Nw8/HsiPKHmNJC2RX73iySf/AuK+9YNrwQDoGiARBo5LCOHNdBOYc8rRFbeTdUH/hytomnCh19KiZMfJPnYn5N65V5kqeAG/grEUGLuBNUxi1iD7VjJtnHLUIJl2LnjE5pUqcj2ZAeWdAhqOjlzapPMdKnIjv4OiraFrqgTHiel5EC6j79442le7thLaYQFj2uhomJLh6JtUbQtBow8h7P9vN51AFs6kwo1UkraMv18d9tanti/icKIyZcqFBQhMGwLw7ZIFnPsSHbwzOEd/NklN7OkatqkHU6mVGTnQBeDRp4Kf4icaXA0O8A331rDSx17sE/wJ7SkQ9oskjaLtMSqCY/jLuJxZnAKKazkYZCSgV/9E+lXfzxqu7RKWMkj7n9HiBrH0CqaxmYdEsJ18ZEOOCNMOIVCYMZy0i/fS37XC4SW3IQaqkDaJfK712Kne10rnsjUsiRMBTVagxqrG/N3oQdcqz37eP2sVBd2pg9p5Eg+8TUU/2jzYcfIYWeTqMGYG1i3bjbSLFLq3gtIMm88QnH/+lHHSMfGaNsM0sZOdbvXQxm92qCGK9GrZ52xNp8MrXr6GAscIRQUzb1XcsS9EpqPwPRlZN94hPyuFwi0rEQJlrnC1O4XcAppfA3zTtvt6e1iDRx161A/B8U/dpCmxmrRyhsode3BSh52hZpSDrP3IEqkEq28cUy/pfiC6DWzQFEode0BaQMnG9B6rk8eHh4eFzrSkcj88fG5iPrOjoCvKnBGBKAR1jPjbp5k+xQprwiy/OKTLy4riqCqKszqK2dx6OAAluWQThXpH8jTNM64QUrYurmT9qFgxtGon1tuXUB8Xg3KCYF1xZAFUDTqH9c9Z2SZB/Yn2bGtCylB1xVWXzmT91zbOq4IoyiCYFCfMNbN4GCBN14/gmU6aJrCqitmsmhx/RgBQghBdXWY62+cS0dHmiNtg7QdGmDH9i4uXz3jvHgJXHJpMxdf0jzG+khRBFXVIVZdMZODB1zXsGQyx0B/nrr60TF6TgxyrCrKKANjVRUntW6ajEgkwh133DHm76qqEo/HmTVr9Di5paWFlpaW4d91dXXcfffdUzqXJ9ScBsWDG+h75CsYbW+5Ez1Fxde4gMCM5ajRGqRjYvW1UWzb7FraFNKkX70fxRei6ravTpyq1iqRWf8w6dfud0UaRSW04Dqil9yFXj8XoepYA0fJbX+W7BuP4BTcCO9KpIrAzIvQKqahV88kOO/qc3MxhijaJv+x4xVebN8zZHEimFNeR7y8jvpwDE2oFKwS3YUMhzP9w9Y2Zf4gqxpaJi1/wMjzz1ue4+cHt1G0TQQwPVrJ8ppmaoNRhFDozqfZ2d/BvlQvlnR4o+sQ33xrDX+/+i7qw1P3qR00ChzJDvCPm37Ny517EQhay6qZHqkg5gtiS0mymGV/qpcBI8/S6mYCqvdKnTUcy7VgkQ6ljp0IbZxMA4EISrgCoY39IArNNypY8IQIQWjhdQRaLyW7+WkcI4+vcR52Nkl+66/Qq2dQdsU9CN/4QczeDkLVx83SNC62iXQspGlgHNmCUMa2S4tWo8ZqjweolQ7SLIKUmL0HsFPjm2LqNbMQvvFXfYTmc5e5zjJC88M4WZDGRdUJL72ZzBsPk37tAaz+o+j1c7AHu8htfxbftEXEVn1s3GfinGCb4DgTXDvh1m3IhQwAx0Hapus2dpJnVmg+1y3MMiapwKkNstKlAkXLojoYnpJrrIeHh4fHO4RRurxnZXkqVNeECUd8pAaLWJZDsTC+FW6pZLN7d8/w79lzq5kzt3qMSHMqOI7D3j195IeyENXWRbloxbQJ49lMRtvBAZLJHABlZQEWLKyd0EokFvOzcGEdRw8PIiXs3N7NRSumEQye23FAKKSzcGHdSd3OAKpqwkQiflKpIoZhk8ueOev202UqAYJPBW9W+XaQEivVTfLxr2K0bQQpUWN1lF//B8Qu/yha5bThiZNj5DB73awumTceRlolUmt/gFbeRPl7Pzvs5nAipZ79DD7/r65Jv6ISWfZ+aj/+bdTyhlGph8NLb0avaaH/599AGjkUX5iKG79AaOF146Z7PdtsS3bw7OGdwyLNPfMu59OLrqQmGMWnqgjceC9F22LQyNOZS/Fy5z4sxyZePrE1jeU4/GjXOn56YCslxyKi+/nI3Ev4yJxLmBGrwjcU98GwLbpyKe7b/To/3r2Oom3xSsc+/n3ny3x+2XVEpuim0VPI8J2tL7C2Yy8tsWo+tfBKVjW0UOEPE1DdGCc506A7n2ZHfyeLq8aufHucOYQWQAnGUAJRaj72z/ibFp1kRzEcv+SEDUx14CKEQKuaQeUtf0Lvf34es2sPdjaJEogQu/IeoivuxNe08Mze76lXDxEIo+hBlOoZ1N3zXbSKaePvp2qoxzI4qRpKpBKh+6l83x8TPiFz0kjUaDWMKxqdq+f71O6VXjeHypu/RO+DX6TUlcBK96AGY5Rf8xmiK+9Gr59z3t5NJVSO8AVcC6hx3K+kXcLO9SM0/7B4LzQfargSp5h2vwEnHiMd7Gw/0rFQI9Wcyfvy5IEtPLTnTT696Ao+0LLsjJXr4eHh4XH2EELACAsLmTPgDE8aL2R0n0oo5Ao1jiOxTGfc/Xp7svQPuTwJAUuWNaCepoVRLlfi6JHUcADb+PwaKiZwk5oM23Y4emSQYsG1Pm6eUT4qXst4CCFonVON77n9GIZFb0+OZF+Oac3lEx53pqmpjVBVHT7pmE0Igd+nEQjqpFJFbGso/fcpcqZfDU3TqK+vJxA4s6EAPKHmbSBti8ybj5JPvDQUKyZI5fv/hLKrP4XQ/KMeLiUQwTdtMTUf+Xsc0yC78XFkKc/gC98jOPcKgnMuH/cchT0vY/UdAkCNVFF+/R+MEmngWLDOELFVHyO35RcU976KNdhBbtszhBZcA5xboUZKyZ7BbpJFV8FtClfwifmX03RCfBghBEFNJ6iVUR+Ksbym+WRFjip710AnD+19k5JjoSD46NyVfGH59YRPCODrVzWmRyv5/LLr6M6neerQNizp8NMDW7h22jxWN7ROqT3d+TTPtO1kZd0M/nTFzSxRqxCqjqLrw+akflWjwh+aUmwdj9NDiVTia1pIsW0TTm7Atfw40dpAyjPm6OEUUqTW/gBUnYbfewBf04JR28+nKKdXTkevmUWxbROyVECvmz22PidcC8UXJjDzYtKv3I+V6kSraBzjMjXymHeT6Ojk+kmt/Q+0qmbq/vv30evmjNp+VtqiaO71MidOEeprnI9WVk+xbRPWYCfqiCxhUkqMI1uxBtrRa2a57kyAEq4gMPMiMusfxjiyDV/jglHCu53uxTi8GaH58U9fOon10am9EZt6j7A/3Ut1cPxUnx5nl57MIV7Ycx8lO4+UUBedxVWzP0rQN9YatDO1lxf23oftmEgJzRXzuXzW3QT0qaWWHY/9fRvZ0PYzVrd8iOaKBZMf8C6lO3OQ1/Y/zKLGq5lTe+n5rs5pkyn28fyeH5Eu9iIllAVruGbuJ4gFJk6dezaQUtKfb2d7xwt0pvcjpU0sUMtlM2+nKjL+ooLHGUCAWhdxdXsJ9pEU0nIQnkf+MG42HolluumeHUcOxZGBbMYYlennZF/O/mSewpC1TTTqp3oCUWGqFPImA/2u+OP3azQ0xCa0KJmMYsGit9ediwkBVVVhfFMI/hyJ+CgrC9DTk6VQKNHbc+6FmliZn2BoYutyoYhRcYCct6G6nOlhYTQa5YMf/OCZLZSTO7V7TICdHyC78UnXpB3wNy8lesldY0SaYwghUCLVlF39KbSh1W1roJ3sW08infEV21LXHhyzAIBW3ohe13rSjkANl+OfNmRd4FiUOnYNu0Kda4qWiTUUqyeg6eiKNmEHdsx/89i/k1FybF5q30tnzvUJbQyXcUfr8jEizchyI7qfD7QspWwo0GqymOOFo4lTMkuL+vz8zoLVLIrUkf7asxi/3jthG84UsmRj9588ddxvIkLzE1n+frRYLakXvk9h76s4JfcdkVLilAoY7TsxDm8eHW/mbWJn+jCObHHdqfxhQJ6Ve/12EP4wkYs+ALbJwJrvUDqyddhaQ0qJU8xQPLwZs3vv8dhZikoofhW+ulaybzxKduMTOMXM8PsgLQOz9yDF/eun4E7zzsIa7MBo3+kG3R1yRzvb90qN1SBt0xUOJxBrfLWzCc6/GrNnP+mXfoCd6x++5layjdTaH+DkU0SW34oSdP3hlUCM8LJbEL4g6Vfuwziydfhb4ZQKZN98HOPgmwRmrcA/bdEZtXPKmwYhzUd1wAuKfj449swWShm2tD/L1o7nKNnjP1/HAmfnSyk2Hf0lO7texjzJvlOlJ3OIdQcfoz/XflrlnA9ypdSU29+TOcRrBx/mUP/Ws1yrc4VACIWimSPR/SobDz9N0Rxrjfd2sewSuVIKKccfs44kb6Z5css3+cWO79CW3EJnah97etZRtHJnrD4e46PNqoShTJTWkQEcbxwJuIF1+5N5du3o5uW1B/j5T3fyyH9t5YH73uJHP3iTH3z/DR68fxN9vZM/o/m8iTlkbROO+EYF5n27mKY9LP74fCqR6Pjzyali2fawNY2iKITC+oRuT8fQdZVgyG2PZTnk8+fYpUi4QtVU6vpO42yNOT2LmreB0baJUvtO94eqE15yE1p5w4THHEvFGpi9iuyGR8A2ye9+ETvdPfZYKbGzyeHgoWq0asL4CkLzo0aOpwG2s/04pcI5tqdx21gZCBNUdQq2yeFMkte69nN7aBm+04zdkjLyPH90Nw4SASyraWZu+cSp44QQLKpqpClSQb+Rx3RstiXbSZeKlPmnFltkcVUT1zTFUU2wu7PIzLmZwJo7ujBe2Ef0C+85J+d7NyCEILTwBipv+WOSP/8Gnd/7GL76OWixeqRtYmd6sAbaCS24lpqP/uPU472cBDVSha9hHvkdv6bjW3eghMtxU95raGX1BOddTeTiD4zKyGNneikeeAMr04dTSFPc9xrSMSkkXmYwEHVdt4IxgvGrJo5RNYVrEb38o5R6D5J+9X7av30nvro5qOEKnFIBO+1ei4rf+jzl1/6P4XTQekOcqtu/Rt+jX6HnJ59n8IXvo5U3DtfdTnWhVTTS8AcPwWlmcjJ7D2Ic3oKdH8BO9WAc3Y40DTJvPu4Gyg3GUGO1BOesGmvZc4qosXp8dbPJ73yejn++bUjwGLpXlc2E5l9DeNktp5RxbzIiy24hu+FR0i//CLPvEHp5I45ZRAnGqL7j6yiBIYsUzUflTf8bq/cQqbU/pLB/Pf6mhUjbxGjbhNl7iMjFtxG74p5hdzOhKIQX30jFe/+QgWe/Red3P0xg1iUowShmbxvFgxvQ6+dSeetXXNe2oefPKRXc52+gHSefotj2FrJUpNS+k9Tz30ON1aGEyvA3LcDXMG/cdtWFXMsNyzl1U2KP06cmMoO7L/ozCqUM//ryp3AmmBjXx1r5yIq/JG8M8q21nzh3lXwHUjSz/GzrP7C8+Ubm1a2edP/ZNSv4/at+QFX4wrDwiAaquHXxFzCsPA+/9XX29rxxxsqW0mFX18vs6V3P+xb+IQH95CKulJL2gV3s6HyRS2fezo3zP4OuBjAdg4j/7X/zPKaGvrwJJerHGSzgdGQw1h5A/fCys5P96V2AlJKB/gJvvnGErVs6GegvYJrHv22KIlA1BUURCNxYMZOVZ5r28GKL7tPGBK19O1iWg2W551ZUMSaD0ali23LYHUhRBLo+tToqikDT1FFlSCnP2eKkwE1Jfi7O927xCvSEmlNESolxeAtOfhBwRZLgnMkHBeC6HgTnXO4KNbgTGbOvDbWsfsxD6Zq5u/aL0jRggs5DOjaydHwVSej+8xKfBmBp9TSmRcrZm+qlaFv8343P0p4d5MYZC2mNVeNXJ7awORlHsgO0ZdwMVj5VY0FlA/oU2hhQdaZFytmWdFcHu/JpBoz8lIWa5TXNBDUdaQ5ZKwCyaCENy80YFNDc9ILH4gY5EozR2/EdTwUopQTLQRYtsB1QhHv8MUXecpC5EqWNR7H29OIMDK2GqAriNBX2CwHhC1L2nt9Fq5pBdsOjrtVI114Qijvpn38NkYvvGCVsCs2PEqlCGddCQKD4QqiRKoR+/JmQjkWpczcgUfwRHCM3nGlImkWKh94is/FJSl0Jqm776rAVh9Gxi95Hv4Kd7gMkODZKsAzj0EbX0geB4gvS8PsPos5aMVQ/HTVShRIYL9C1u78aqUKckDFICZVTddufE2i5hOyGR/Q8guUAACAASURBVCm178Q4ug2h+tDKGwgvu4Vg/D2j3GKEUIhcdBtaeSOZDY9S2PMKxX3rkNJBjVTja15MZOn7xggnQlFRwhUovjBCmdoHP7/7Rfp//jc4Rh5w3IC6/jC5zT8nt+VpEAK9ajoNn/kJypDLj9AD7r0aV7gRKIGwey1G3F9plSh17AJFRfEFcYpZpGUCElkqUjy4kcyGR6nsOUDlrV8+Y31jMH4VNR/6JunX/xOjbTPFg2+iBmIE540WV90YOrOpvee7ZNY/TG7L0+S2/tINPl87m9gVnyC68m438PNIF1FfiIobP4deNYPsW09SPPAG0jJQI9XEVv03yq7872PiJNnZJP1P/x3Gka3uKEQ6CH8Ia6CdgTXfAhSE7qf82s9QeRKh5j1Nc3nm8A7e7GljfmW9F1D4PCAYWpmbgq2UQLjfmnNQr3cqUkp6s4fZ3/cm8+pXTemYoB5lVtWFF4PJfWrO7DvrSJudXS+TKvbiyMkF3IyRxJE2M6uWURas+40ft5xLtJmV6CubMdbsQRZMCo9uRV9Yh760ccJ02lJKkENuwhfI7ZLSTfX81E93sn9vH7Yt0XWF+oYozdPLqagIEo748Pk1NE2hWDB5bs0+BgcKp3ISzoTD/Yk9+OmKCEKIEVYpcqIp5OjzcjwY7mQpqqeKdJh6g86hxfq7pVvyhJpTxTax+o8MuwaooXLUSYLgDqNq6FUz3FVT28TJDWCNl3lFCPTqmQjdjzSLmP1HsTN9aBWN4xbrFDOUevYN/9bKG04yKT37TI9Wctfsi/nHzb+maFt0F9L8y7YX+enBLdzQPJ/rmucxr7yecn/wlF7Gw5l+CtbxQJy9hQxrjuya9Li8VWLQON7p5s0SxXECeo6HAGZGqxBCIId+2+0psv+6DnNrJxKJf/UsQh9ehhL1I6XE2tFF4cntWPuToCnoy5sIfXApao17P2SuRPHpXRivHkSmDHefxQ2Ef/tiRHkQc3MH+ce2YW5ux8kYDH7x54Brzhr98nVwGj6rFwJCCNB8hJfeRHDuapzcgCtkCuFO8kPlKEPZv44RnH81zX/y4rjpmYWmE3vP7xK++Ha0EamxS+276PnJ51C0ALWf+FfXvWSoTOnYlDp30/fon5Ld+CSxVR8bdj0MzLiIxj94GGlP4HolBHr1jOGfgZZLmfa/nhkSYsbe3+ilHya44LoxqcCFEKjBGNFL7iK84DrsQgqskms9owdRwxUI/1jfaaFqBGZfjn/6UjfA7VAmKKH7XYufUPkYMUOraKLhMz8ZFsSmQmT5Bwi2Xj6hqbzQdLSKobSZQiG89GaaZywfN+258AUpv+GPiK2+B3VEX1jY/zo9P/kjtFgt9b/3Y/SaFjcbEoBjUzz0FsnH/5zMhkeJXfkJ9KrJY2JNBcUXJHrZhwgtuh4nn0ZKB6HpKMEyxIlClxDota1U3PQFYqs/jizlAAUlGB0SnsZmMBNCIAJRopd/lNCSm9zFAWkjtABqtHrce6vFaqn7+HcmdMVCiAnTyl9SN4M7Wy/iiQObaSmr4aKaZkIncTH1gEIpTXfmILnSIFJKAnqYylAj5aF6FHH8PbLsEt2ZAwwWugGoCNZTG2tBU07P8m+qOI5Nf76DgXwnRTODqujEAtXUxVrRVN+oicKx/x/Md9GVOYDtmJQFaqkva0VTxj6rOWOQrsx+CqU0uuqnJjJzqP3H+2EpHXqzhxksdDO7egUFM0NHag+GlcOvhaiPzSbirxx+zkzbIJk7ykC+E9M28KkBqiPNVIaaUEb0T/25Dvrz7ezqeoX+XDuHkltQhuyJFaHQWrOCkK9sqA6SIwPbGch3DW1XqY+1UhM93h+PumbSZjDfTW+2DdMuEtSjNJTNGS4PwHJMjg7sRFf91EZn0pNpYyDfiSIUKkKN1EZnoo6TlW8ySlaBtoFtxPzVlIfq6ErvJ1NMEtCj1EVbiAYqJy/kJEjpkDUG6MkeIl9KIRBE/JXUx1rx6+Hh+1+yCnRnDjCQ72JPz+sE9AjbO17Er7mLBuWheqZXLEIIQdHM0ZXeS66U4kDfWzjSpn1wF1s1ty8sC9bSXLEAdcTzXjSz9GQOkS72oSoalaFGaiIzRt1fKSWpQjed6X20VF+ElA7tqcTQsxagNjqLsmAtpl3kcP92aiLTyZVSpIu91MVaiPmr6UjtIWsM0Fg+l7JAzajxwYWGiPkJvn8B5uYOnJ4s1r4+Mv+wlshnLkdf0jBmwU+aNk4yj7U/iVITRp9zZoPTn08sy+HVlw6yb28fji2Jlfm5fNVMlixrIBrz49PVUZmaksk8r7x0cJJShXucInAc1+LEtk9fqFE1N1W0ZTlDliyn576vqgK/f8gyxjlmGTO5OOHYzrBbl6Iq+EYsNL9dLMt+WzFkzjbvwCqNiyfUnCLSNLCz/cO/lUjFSTM3nYgQAiVUhuIL4RRSIB3sdDc49pi0wcH5V6Ou/SFW/2HswU5Sr/6Y6rqvIXyjB+fStsjvfJ7C3nXuOQIRQvGrEP7zI9RoQuGe+ZchBDy4503aMkkM22J/qpf9qV7+a++bxMvruHH6Aq6ZFmd6tBL/FNyiegpZSkMWDYZtce+uddy7a90p18+wTUx76ib9ZSdYMRgv7id4+yIiv3855q4ecvdvRG2MEfitOHbbAOm/fR5tTg3hT1+GzJsUnthG9luvEPvydYigTmldG7n7NxK+ZwXarEqcgQJOMgeKu4qhzqok9KGl5AXYRweJftFdnRdB3d3HA3AtQ9RQ+ajArOPv54oZatP4QTGFUNBitWgjxAdpW+S2/wrj8FbqPvE9IsvfP1a4KK8n0HIJua2/wE4fT9OoBCL46ueeUluUQARf4/jWDUII1Gi1m4VpCNu22bJlC+vWrWP16tUsW7ZszD6TIYRA+MNTdjkSmg9f3ewplw+gRipHuWROpU5quOKkLmFCUdHK62GEMC5tk9xbP6PUsZuq275KaOH1YwbhaqSS7JuPUTywHjvTh9D9o+7ZlOrmC6JXTR/jTidU3Y07Vja5WC+OiYmnKBQJVUOL1UCsZvJ9NR96bcsplX8iuwe6iPkC5EyDP3zpIeaW11IbjKKNY4nUHKngD5deM+62Cx3bsTiY3MQzO79LZ2rvsIuSEIKW6ov46Iq/JjQUADiZO8rziXvZ0fkiluMuFGiKj6XTbuDqOfdQETq7wegd6fDqgYdZu+9+DCuPI22kdFCEykXNN3PTwj8gqB8PHq0IlUTPOtbue4D+3FEMq4CqaFw2605umPdp/FpwqFybQ8kt/GLHt+lOHxheWY74K7my9SOsnHk7uuobrsPmo7/i9UNPcOeyP+bV/Q/TntqNYRVASu5c/mUunn4LAkGulOKZHd9hR+dLlOzCULBIm7C/nCtbP8rq1g8NC1wv7fsJiZ51DOQ6yJfSvH7wcTYd+RUAuurndy7/x1HCyvbOtWw5+iwZI0mmmOTWJV/khnmfGnPNTLvIawceZd3BR8gagzC0XNNQNodbFv0RzRULUISKYeV5Zud3MW2D5ooF7Ox6iUIpQ8ku4Nci3DD/U1w28w509dQiumaMfh7b9A1qIzMI+cvZ37uRgpnGdkwayuZyx7I/oaks/rYmUds7XmRN4t8ZzHdhS2toBV0yu+YSbln0OWqjMwHozhzg8c1/Q6rYR3d6P5qi8/Pt/w8xJIQtabqO6RULAUFf7jA/3/ZPDBa6yBr9lKwi6w89weajawCYX38F9bHWYaGmI7WHp7b9E0cHdw1b6fi0IKtm3cXq1g+PeB4l+/re5LFN3+AjK/6CTUd+xcHkpuHn+Pp5v8vVc36bdLGPRzf9FdMrF9GdPkBneh8zq5Yyr24VG9p+TjJ3lNaaFXz44q9THhwvK+SFgRAC/xWzCH9yJdnvvIrMGJhvtTP4v59Cm1ON1lqFUhlyDX4HC9gdaZzuDPbRFJE/umJIqLkw6OnJsntnD44tUVXB1dfO5rJV04dde05EOnLY/ehkCAGRqA+fT6VYtEinihQKJuXlgdMSNHx+jUjEx+BgEaNoMThQOC2XI79PI1bmzk0dW5JOF7FtB20SFzjDsMmk3YUen08lFjthfjsmacXkdcnnTWzrXaKKvAPxhJpTREp7VKBNoQUmybgxGqHqozLVyFKB8Z50/7QlRC7+AIPPfRdpGaRf+RGKHiCy4nb06pmgaNjpHgqJl+h/5v/hZJOAIDh7lRuE8jytfgohCOt+fmf+ai6ra+HBvRv49ZFd9Bfz2NJh0Mizvvsgm/uO8Mi+jbxv5mLunn0xDeHYhCb2Ras0SpF1k/e+jTYKcUpmitrIFUHAt7SR0F1LUcqDaPFajHVtWLt74NrZlF4/jDQdwp9ciTqtzDUjjfrJ/M3zmLt78C1vQpZsd0W7Poq+qB50FRwJQz6ZanUYJeJDqQ4hUwX0hV42qXOOdIbfS6GNXe2W0sHO9GL27EPxhVGjk0+gz2j1pKSvr49t27Yxb974As9vDI6DU8q7IsgJgu+xyYc12InZdxAlEEUJREi/8mMGnvmHUzqNf/py6j9170nSvl9Y3Lf7dV44msByHCzHZkN325BGPLa/XVTVyP9ccvW5ruJ5RyJpTyV4bPM3yBkDXDX7Y0yvXIgQKv25o2iKbziOR8kqsGbX99l09BmubP0oCxuvRkrJ9s4XeO3Aw9iOxQeWfBFdPbMpPUciEFRHprFs2o1Mr1hEebCOjJFk3cHHWHfwUebWXsaixquH93ekzY7OF7my9aPMrrmEgpnhtYOPsHbv/TSVxVk67QYUodKbaePJrd+kUEpzy+LPUR+bTdZI8tqBR3l6x7cpC9axoOHKUZZFg/ku1uz+D6ZXLGJ164dRhUpf7gjTKxcPf9N1xUddbDaxYC0zKhcT0CL0Zg/zix3f4vk997Kg/sphK5jr4p/kPXM+xpajz/Lk1r/n/Ys/z8KG9wy3OxIYbT12fdyd2Ce6X+Pe1z8/7vVypMOurld4Zue/MLNqGe9f/AUi/kq6MwdYs+vfeWLL3/GRFX9JXXTW8DF7e9dj/X/23jvOrqs89/+u3U6vM3Omd0mjNqNeXCTZsuUmG4MxGAdIIIWQQgIh994E8rshueQXkpBGbiAQSICQAphgMDauspptWcXqfTQzmhlNr6efs9v9Y4+ONJoZNcsFM8/nM9LM3muvtfY+++y91rPe93msPHc0/QplwTkMJs/y7PF/YsvJf6GhaDmV4aZr/tws2+Jw71ZW1mzmoaV/gFcLcbxvJ1tPf4unj32ZX1z9F2jK1aVxX4ywt5Q5xauoCs+nyF+NYeZ5respXm7/PmWBRu5b/AkAyoJz+MU1XyRvpPjKjl+nJFDLQ0v+oHBva7KH88+FskAjH17zF1i2yaHu53n80F+xefEnaa64HQBVdhcicdL5OE8c/lvOjZ1gw9wP0Vi8ipyR4kD3Mzx/8hu4FB83NbxvUrRZKj/Gs8e/RmV4Pu9d9hlcipfhVDflwXmFKK+8maVj+CD3N3+Ss8OH2Nb6HTL5OPcu/C16xk+x9fS36Bo5SrjyHf4c12Q8DzWDYZH+j/2YvXHs8Sz63m70/ecuLPpZNpyPBpHEVac1/yzAtm3iY1kSE7qSgaCbxjlFl9WTyeUM0qkrR9xHi7x4PCrZrEE6rdPfl6C8/PW5JHo9KpGol7GxLLpu0tsTR9et69aq0VwysZgfSRZYps3gQJJsVsfvvzxhPDqaIZnMF/pUXDJ5MU+6KKXKsmxM07osoWRZNqOjGfL620Dz7md0rXuWqLlmCLiYULDNa4qfsm1rsuvQDCSP5AkS3vQJ8j0nSB97ASs1ysjTf038lX9H8gRBSNj5NOZ4P1Y2AULCVbeconf/MUr0xorjWdeYgSkQuBWVZSXVzIuU8r45K3ih6zgvnjvFmfFBcqZBzjQ4PtrHmfFBdvW388klG1kVq0Oe8UVx4RumSjJrS+sp9127MKhP1Yi4r0G49JIvtjK3GBF0OdtVCSnsxs7q2IaJ0TqEUhtGingKeb5KQ9QRh+4ag6UVaCur0FrKSf7DSyhzinHdMQdteSVSxDtt87N4CyCraFWLkVw+xrf/C5LLj1o2FyHJ2HoOfaiD+M5vke14jeDaR193BMMsXgcUzbGnVjTGX/wqQtFQotXOZ5XPoA+2M/bi18j3nCB026+hFtXgmXcLQr62wY8cKnvL0knfbDwyZyXryq8ueirq9l3mmf3OhW1b7Ov8Cb3jp/nAij9hVe27CpEC5wlCISRHIyHRxv7uZ2gqvZlNCz5WmKxWhOYylOxiX9eTrK1/iMrQ/Dd0gaUpdjPzYjcV0nBs20YWCsf7djCQaMe2N1ykpWaxoGwdtzY+ilv1Yds2YW8Z7UOvcaD7WZpKb8ajBjh47nm6Ro/yCys/z4qazUhCxrZtin01fPWl3+Dltu/RWLwCj3ZhEpPWx6kvWsZdCz5WiJq4oIkwQdTIbtbWP4Qk5MICTnVkIefGTvD8ya+TzI9QbNc4ouruKLZt43WFnYUiV5iId3pzByEEmuJGwz2pT5cib2R4pf0x3KqfdzX/HmXBOQghqIksQhIy/77nMxzoeoa7Fvx64RhF0tgw50Msrb4bSchUhxeSzI7wo8N/Tc/4yesiasDGp4W5fd5HKA/ORQhBLFBHPDvAvs6n6I2fpjbacs21VoYXUB6aN4kI8bnCHO7ZQvfY8cLES5VdRLxlZPUksqSiym5CntikCKXC+csaYU8ptm3hdYWcz0Kb+lnYtk3b0GucGtjFPQt/g/VzPoQqO6njleH5dI0d4+X277Oo/DaivgsprnkjTcBdxAPNn8TvihbqAiZ9b0qDDTSXbyTiKeeV9h9QG21hQdk6Qt5Sdpz5T0Yzvdd8vX7WIIRA+DS8v7AMdUkF2aeOk9/bjTWUwkrkwHAWDHEpSAEXUtSDuqAUdUVloQ7btrHHsxgdI5AzsQ0TtakEKewBy8bqGSf3aidysQ+5NgICjLYRhCJhJXLIlUHM7nGkIi9yLIBxdgQp5MFoG8Yey6IsiCHXhJHCHif1qnvM0W40LNT5MacdITB741jDaazhFCLiQXhU1JZy9OP9KDUXIqrN/gR2IodcFy0IJ+fzZsFu2+VScLsvr5HZeXaUbPbKRE1RsY/iEh+jE1o2hw70snBR6etyf/L6VKqqQ5ztGMWybE6dHGLFqhQVldNpF14ZQghq66P4/S7i41l6uuMMDaYuS9RYls3JEwOFqKKyigDhyGQiWFGlAnlkWTbj41ksy57RSjydztPdOebod77FkGUJSVwgmay3QZ+uBrNEzTVCKOoFNw9wREavUvME28bWs5Mics6TLlPaEQIt1kjpR77C8I/+lMSr38PWsxgj3Q4xJABJRdI8aOVNeFvuJbT+V3BVLLihCkm2bZM3jetyADlvkb26tI5VsVp+af5N7B7o4NnOY7zUe4aRbIq8ZbKzp5XBdIK/vvVhlpZMnxbgUzXkievkkhU+2LSa++uvfYDyeiFcymRBNiEm1LfOx0XNcO0nngdyaYDAZ+/AODFIbmsryS+/jNIQJfA/by/o2MzirYUQAt+iTUTu+T3Gt32d/n/9NSRPGCQJ28hjZRNIniDBW3+J6Ob/hdBmSba3CkIIAisfxhjpJr7z2/R99ZecZ6okYes5rFwS2RclvPHjRO79NEJ14ZlzE545N73VXX/bYn3l3Le6C297ZPQEnSNHiHgrmFOyepLuhjMRuCDi2BdvI2ekmFuyukDSALhVP3NLVnHo3HP0jbdSGWrijVzyy5sZOkePcHbkMMOpbnJ6mnh2kJyRRrdynE/tOY/6oqWFaA0hBDF/HcX+GrrHjpMz0iiyRufoYXxamOoJAuN82YivgtpoC6cHdhPPDk4iRbxqkPkTRM95TJ082WTycdqHD3B25BCJ7DB5M0vP+El0M4txtWOu60QyN8y5sRM0FK8g6q0o9E8IierIInxamPbhAxPXzUHAXUxD8fKLroNEsb8ayzLI6tdvSx32llLiry30wa34qStayktnvstA4ux1ETWGlWcw0cHpgd0MJDvI6SlS+jjJ3Ai6mcXGvr6I5auAaRt0jx1DEhINRSsKKWFCCPyuCI3FK9h55r8YSnVNImo0xcv80psLJM35Yy6GJCSC7hIkScajBlAklaivAllSUCQVWVLQzTfHufPtAOFS0JZXoi4txxpIOaTHeBbyphNB41aQwh6kmB+pyIs4H21i2xitQ6S+vhtsGynkAQH+37oFKeIl+Y1Xye/pQjozjDmYwn3nXFzr6kn+9TbkyhBG+zBSWdB5nOgm/o/fRPJLLyH8GlLQhY2NuqCUwKc3IEU8pP79NYyTgwiXgtE+jHvzAoIPLCT97X0k/nJrgQgyO8fwPrKE0BfuI/7559HW1Ex01yb17X1IITe+j6yECTFtl0tBlgWmaZPL6qTTOuHI1OgP27YZGkyxe1fXVa27a5rMshWVtJ0ZxjRtTp8cZPeuTlatrsbtmVlzzLYdckCSpCnTNEmSaF5SztEj/YwMpxkcSLJ1Syv3P7iQwBWMREzTclyrLilTXRNiztwiXtt7jmQyx8s7OygtC0xLWFmWTWfHKEcOOfpdqiqxfEXllIgel0shEvU4Ux8bTp8comVJOaHw1Mg+y3KuTUf76Ix9fzPh8SioF5FM/X0JqqpDN3SBxDRNUqkUfr8faWIRyzAMMpkMPp+vsO1aMEvUXCOE4kIOljjkim1hJYexclf3ErZxbLedtApAVh1hzhlSfmzbxjbyGGP92JaBHC7Hv/QBxIQmjuQJohbX4a5fiVpS5+jS3OAVORubpJ7DfJ2qS0IIKvxhHvC2cFvlPHb2nuFfj73E3oFOTNuidXyQ77fuo7m4skDIXIyYJ4Amy6QNMG2LwUzydfXnhkOWUOqiZJ8+gZ3MY/ucUFyzJw42SKXOZ2PbtrMisKwCdUEMdXkViT/fgnFmGLnYPzFOFs5qrGG/qbZ4PwuwbRsrPUa2dRfGeC9CVlFL6tGqW5A9wcllzryKMdYDQkItrsVVuwzZG8bKp0kdegZP42qsbJJsxz5sU8dV1YyrugUhKwiXF9/S+zFGusic2olQ3bjqliP7ilCLanDVr0CNVJHrOUb6yDMIzYencQ1KUS1CkjDG+8mcfglPwxpy3YcxRs8h+SJ45q1zhGCnGShc/P95XJggXP09YNv2tCuNF2+brr7LHTfJteyS/s3Utxt5TpeD5I8Sve9/4pl/G7mOfY5Au20huXwoRTW4G1ajlc55y3S7ZvHOg2HmyRkpPKp/EvlyKWwgo8eRhIxHnboy6lYDSEImrccnJsdvDPJmhudOfJ1XO/67IHDrc4WxsZyIlWle75rinSwwLCTcip8howvbNjFNnZyeQlM8U/RXBBJeNYhh5ckak8dHiuy67DUDGEp188Thv6Ft6DUqQ02EPKUEXFG8WvANIxAuRtZIYVg6Xi00RfNKlTRcipeckcIw84XtiqROsq12no3nj73+8ZMiqZMEnIUQuGQvNo6OzrXCsHRebf8hL57+JprsoTw0B48aRJG1SYTjGwXLMsjoCZSJ63gpvGoQy7bI5OOTtsuSglu9UnqJKEQJOVHNAlm8OWLdb2cISUIuCyCXXV16jm1Y5J45hZAE/k/f5mgkmhbCq6EfOId+sJfgH25EKgug7z9H6pt7UOaVgCxw3daAXB9BP9KP/2NrSPzNdqyRNFgWSk0Y74dXYI9nGf/jZ9CP9qLdUo9n8wLYvABkiezTJ9D3duO+Y66zuG3ZeD+4DLksQPq7B8m91IHr9jloq6rJ7WhHW1uLNeqIIft/bY0jJ4Dz+QdDbgIBF2NjWeLxHCeOD1Bc4ptEPliWTW9PnG0vttHbE5/pkkzB3KYSausitLeNkM+bbN1yhlQyz4pVVUSLvFPGUOPjWfr7EmQzBkuXVzAdKV9eEWTJ0nK2vdiGZdkcOdSHqsqsXltDeUVwkr6Mbdtkswb9fQkGB1I0LynH6518r7tcCqvX1tB6eoj4eI7jR/spKfGzem01gaC7MF20TJv29hG2PN/K+FgGIWDO3GLqG6eaDkiSoK4+yqGDveRzJh3tI+ze1cWtG+pxuy9QCoZu0dY2zNYtZ64qSunNgMutUFLio683gWXZ7N93jjlziwmG3JOmzheLLl/rODWVSvH8889z11134fc774OhoSH27NnDpk2bcLuvPcV5lqi5RghJRiufj+T2Y2XiWNkUet9J3DVLrnisrefInzs+4VUGSqgUNVwx441gpUYY/O7/In3kWSR/lNijf4N/xYOTrGmvBbI0EfZlOyrg5mXcWM4jZxp0JkauWO5a+hB2ebmvdjELImX84SuP83LvGUzbYu9AJ0OZJKXeqQPaxnAJAdXNWC5D3jQ4NtqLaVvTkjpvBYQs4bq1juwzJ0l9cw/ue+djp3XS3zuIPLfI0aMBctvbsDM6ckUIIQvMjhFQJcTFD1hVQioPYL5wmtz2duSYD6EpyA3Rn3vSxhjtYeixz2CMdKMEY1i5JAiJ6AN/iKdxLbZto/efZugH/xtj9BxKqAzbzCNkleL3/7lD1GSTjPzkC/ha7kbvP4NtW1jpcazFI7iqmicEul9g5Km/QtI8qOVNmKM9yIESovd+GtkXxYj3M/KTvyB39jVkfzFWNsH4tq9T9MBn8SzYgD7UwdD3P4OrZim2nkUoKvn+VlyViyh55C8nObiZpkl3dzeHDh2io6ODdDqNoigUFRVRW1vL4sWLKSm5Oh0cXdd56aWX2LNnDzU1Ndx33334/X6OHj3Kk08+SVNTE/fffz+KMvXRv3fvXrZt28b8+fPZvHkzAEeOHOH5559n06ZNRCIRXn31Vbq6urAsi+rqalasWEFNTQ3yNKlEuVyOtrY2Dh48SG9vL7ZtU1ZWxrJly2hsbMTlur7n2KUQQiA8AXyL7sC36I4bUucsZnE5yJKCKrtJ5cYuu0IvcCJnLNska0xdXMgZSSzbxK3431AC4vTAbraekIstZQAAIABJREFU/hZr6t7DxnkfJewtQxYKbUP7ONLz4rTH5I30pMgK27bIGg4xI4SELCloihfdyE4iLBxYZPQksqTgkqfRULnCe+ylM9/lcM8WHmz+NKtqH8SjBpAkmaePfZnWwb3XcwmuCS7FiyypZPXElMRvw9LJGxk02YMiqeiWc+4CMYXUuREwTB3DyhfIMCfK2Vnsu1aBYoChZCdPH/syUV8Fj678P5T4a1EkjeFUN6cGXr2hfZ8OkpBxK37nOppTbZAzetJJn1enEutXGv+Ii/69ZOMsrgF2RsfoHEVbUYVcPFkqwOgcQ/i1wnhUaSwCBGbPOMKlONE58RxyzI8Ie0CRsA0LJAllfgzJ78L2qMgxP2ZPAvIm+sEe8nu6sHMmZveYQ7ZMpN+oc4tRKsMIr4pcGsA4MYBQZVzrG0j81VbMzlGM00MIt4K6aLIVfEnMx5x5xby29xyWZbN9axt9vQnmzivG41HJZHS6Osc4fXKIsbEMlVUhZFlcMQJECEEw6OKue5t48sfH6eocIxHPsXXLGQ4e6KGkxE8w5EJRZLJZnfGxLPHxLMlkjsqq8ARRMxWaJnPL+noGB1IcO9qPYVjs3d3FyRODFBV5KSr2omkKhm4yNp4lEc+SiOdQNZk584qnEDVCCGrrIqy/rZEtz50mndZ58YVWjh7po64+SjjiwTQsenvidLSPkEjksG2oqgmxcdPcGdOk5jWVUFcf5dSJQbJZg60vnqG9bZi6+ihut0o6nedc9zjnzsXJpPPMayqh51y8oBf0VkFRZFqWVXDixCB63uRM6zD/9s191DdGCYXcmKZNNquTiOeoqAyyanU1mmuq9mEqlWJ4eBiAkpISPB4P2WyWgYEBdF0nnU47GknxOCMjIySTSTKZzJRFy6vu9+s+859DuBvXoITLyWfi2EaO1OFn8a94aIqY5aUwk8Okj28p/K2Vz0ctqZ+2rG3bpI9tIX3secDGM+9WfMseuG6SBsAjq2iyQt4y0S2D0WwKy7YLOXvTYTyfZf9g13W3ORMkIagNFHF/3WJe7j0DQCKfZTyfmZaoqfSFaS6qpCs5imnbvDbQSXdilJrAm0NenBf6Fb7JK1tS2OOQLBOOTYHf30Dm+wdJ/PkWkCXUxWV4P7wC6fwDL2eS+e5BrHgWJIEc9eL/1TWo82OFAYWQJdx3zMVsHyH5DzsRqmPzHfgft73h5/l2R773OLmOfcQ+9CU8C24Dy8IY7yvYDVvZBKPP/QNmfICyX/tX1JIGmIhkm+QmZBlkW3cR+/CXUMvmgaFjGzmEoqIPnXWInOZ7CN/9u0iKi9ThZxj4zu/grlmCf9XDJF79Htm23ZR+9KtoFQuxswn6v/lxRp//B1zVzU4T6TEkzUPJL38V2R0kdfgZ+r/1m2TadhNY8W7A+Z4fOnSIxx57jEwmQywWw+PxkMlkOH78OAcOHMDtdl8VUZPNZnnppZd46qmnqKqq4uabbyYQCGDbNrFYjGQyye7du1m9ejXl5eWTvjf5fJ49e/bQ2dnJbbfdhpiI/komk5w5cwa/38/o6CiZTIZgMEgymWT79u3s27ePRx99lMWLFxdCOm3bJpPJ8NRTT/HKK6+gKAqxWAzbtjl48CD79u1j3bp13Hvvvbhclw/pnQl6LkUuOYQ3XIl0Fa5xNxJvZdtvFmzbIfJHc2lGsinGchmCmoc54RIUIWHaFpZto0jyZd8f71R41CDlwTm8evZxukaPEvaWFlJezmvUnJe8Lws04lJ8tA/tZ3Xdu9EmRIPzRob2oQNosofSYD1v5IxyONWNbmaZF1tLka8KIQSmZdCfaCOjJ6Y9pnPkCEur7saleLFtm5HUOYZT3dRGmyeiaNzURBZzvG8HPeOniQXqCro88ewQXaNHKAs0EvRcu9h6b/w0bsVHU+ktTuSPbZM3svSMn8KwLiWFHDj6OBa6mXvdkagBVzEVoXl0jh5lPDNQSD2ybZve8dMkciNURRagyu4CUfNGYTzTz1Cyi7JgI0II8maGrtGjuBUfRb5r1yNM5cYYz/azrPqegu6NbdsMp7oZy/RRPE2dQkhIQkI3swV3s+uFLKlURRZg2SadI0eoiTajSKoTIaAn6Rg5SNRbTpGv8sqVzeKNgSwhXApWIodt2ZPS/YVHBd10fjQFO2eAYTrbwSFhBSBfQj3bNnYq7zwaTRs7oyPcCsaZYZJf343/N25CaSwit6Od/M6LLLI1Bc7rn1xUoVwTQamPkn3uFEb7KK5b6+GSSbWqyty2cQ7JRJ7W00Nk0joH9/dwcH/PJeUkGuYU8cCDC2k9PUzPuStH1gjhRJa87wMtPPvTU5w+NUQuZzA8lGZ4KD3DMaBqM5O5DgHk5sGHFhGOeDh0oIdEIkd83CF62tumXzSPlfpnNIWVZYmbbq7F7VbY9uIZhofS9JyLT3uOqirROKeYu+9rorxiZm2cUNjNPfc1kc8ZdJ4dQ8+btJ4epvX08CX1ySxdXsltGxt54vFjJE4OzljnmwFJEsxfEGPtzbXs3d1FJu0QdV2dY1PKrlxdxfKV0z9fh4aGaG9vJ5VKoaoqGzZsYPv27eTzeUzTJJlMkkqlePnll3G73SQSCQzj+u3W35mjzDcYarQaz7x15HtPgm2RObmDfO8JtMpFl0kDsEgfe4F87wnASaHyLtyIcM8QimgZ6CNdE2lSwrGFfZ2rNWGXB7/qIqnnsIFDw+e4q2Yh2gyTDRub/YOdnBrrf13tzgybi7WcFElCnUFc2a+6uL2qiee7jpO3TNriQzzbdYyPLLgZVbwJ1rAuheDn7poc+eJS8H9sjfP01WRHfG9JBUpjkfNCkgTC75p0jGtDA+rySidHGMAlIwXdCHXyOUglPvyfuBU7mXPco7yz4bsAalENcqCY8W3fwMpncDesQo1UFlZordQo2TOvElj9ftRYY+H7eLH99nl45q2bKCOB6kKoDpmW7ztFvv80nqb1JHd/HwAjMYhtmeQ6D+FruY/smV1gmWTb9pLreA1wbL313lOY6YnVGEnCt+x+ZI8jvKiWNiL7wpOsoS3LYvfu3SQSCd7znvc4VtuyjGVZjI6O0tnZSVPTlUUo8/k8u3bt4tlnn6WmpoZ3v/vdVFY6A10hBJFIhKamJl555RVaW1spL78g8GjbNgMDA3R1dVFSUkJtbe2kunVd59ChQ6xbt44NGzYUVg927NjBtm3b2LJlC3V1dQSDF1LPjhw5wksvvURZWRkPPvhgob3u7m4ee+wxtm/fTmNjI83NzVc8t+kw2LGHzkM/Ydl9n8Hlu3oL8BuBgbZddB/5KUs3fxaXd3or8Z91ZEyd5zuP893TezkTdwTgN1TM5XNrHiCkeXi5r43jI708UL+Ecm/w5y7STxIyLZWbONK7lWeO/xMWFuVBR4A5mRshoydpiq1FUzzEAnUsKLuVY3072Hv2xzSV3gLAib6dHOvbTlPpTcQC9VNC5W3bkfF3DAhmnhwXyk6kLk4n/e93RZGETMfwAWqjLaiyi/bh/bzS/oOCNfLFEEJwpPdFaotamFO8kpyR5uW275PMjbCwbL0TASQEiytu47Xup9h6+lv4XCFK/HWk82O83PZ9RtO9bJz3UVzKNYj3TyDsKeOUvov24dcIekowzBxHel6kdXDPjOYNfi2CEBKn+ndRG2nGpfrQzRxhT+mUyBNHK8Kc+H2qa4mmuFlV+y6+t+9P2HLqX1nX+CheLcxwqosXT32TIm8FzRUb35T7fizTx8vt32Nt3XvxakFOD+5mf/czVEUWUB6aqid1/p5xxldTz82levGoAc6NnWQweRa/K8pQqoutp789Y3SYLBTC3jJ6x0/TNrSP2mgzhmWgSCohz9R36+UghKC+aCm10WZeavseQU8J9UVLyRsZDp573nGCmvMhgu5rq3cWNw7Co6I2l5N95iTqwlKkIh92Ko/SEEVdWErmx0fJ/vQkyrxicjvbkYp9yJVXMPcwLXI72lFqI5gDScyhtDNW1k3ARvg0rJE0+oGeqxOeFaCtqyf1T7uwMzrqR1dOW6y4xMf9Dy5kz+4uTp0YYHQ0Qy5rIgS4PQpFRT6a5pewdEUlxcU+bBtWrq7Gtm1CocunqUiSoLQswIPvXczRw320nhqirzdBIpEln5/InFAlPB6VcNhNaVmAxS1XdnINhtxsunsec+YVc+hAD709ccbHsmSzhiMCL0u4PSp+v0Ys5mf+whjeixaRL4U6oalTEvOzd3cXXZ1jjhNTzkCSBD6fRqzUT+PcYpatqCRy3hBlpksvBBWVId793mZefeUsnWfHGBlJk8s6ZITHqxKL+WmaX8KK1dX4fBpLlpXjD2j4fBou9+Q5pyQLqmvCLF9ZiRDO71eCpsksWBSjvCKAoshX/KzOw+VSuH1jI8VFXg4d6mWgL0kmo2OaNqoq4XIphMJuyiuCMwokRyIR4nGH6GprayOdTjMwMMDmzZtJpVI8++yzjI2Noes6mzZt4ty5c+zbt++q+jcdZoma64Bw+Qiu+wipQ09jjHajD55h+Mefp/i9n0eNNUwJf7Utk+zplxl96otYKWcS56pdhn/le2f+Mkgysr8YZBVMnfTR5xl+7DN4F96B5C9CXExoCIGQNSS3HzkYQ2jeaeut9kco94XoSzs32E/PHuXO6gWsiNVMSSGybJuTo3185fA2RrJXp8GTMXROjPYRcXmo8IVRJfmy+hU9qXGe6zxW2FbmDVLimZ64UiSZO6vn899nanmlrw3dMvmnIzvwKhr317UQck1vUWnbNrplMpBJ0J0co7moAp967VFJQhLIMf+UbeIStyYhCUTQDcHpHxrCpSBfhTK8EAIRcEHgxqSHvFOgxhqJ/eI/Mr7tXxh54v9HqC4Ca3+BwJr3I3uC2EYOMzmMWlxzxUG0HC6dlvw04/1gGmTbdheIVQBP4xrU0rlYegYzOYKZHCZ16KkLBwqBp2ndhLjwCCBQwhUX7ZZBUhynuAk4ecaOzkAoFCIYDBbSiMLhMPX100fcgSM+pygK+XyeLVu2sGXLFmpra3n/+99PcfFkHRxVVVm5ciWHDx9mz549rFy5Eq/XuXcty+LEiROMj4+zatUqIpGp5ENJSQkbN26kqKhoYtUnyJ133klXVxdnz56ltbWV5cuXA5DJZNixYweKonDffffR1NRU6EswGGT9+vU8/vjj7Nq1iwULFqCq10ZC2rbFYPurpEY6LzuBfSNgWxYDba+SHO3Gtt7ctt8spPU8/3xsJ187sgNwCP54Pst4Pos1IWTfmxrnSwdfxKtofLBp9ZuiG/J2ghCCebE1PLzss/z06D/y3X2fQ5PdCCGwLJOKcBMNRcvQFA9u1c/mxb+LKrt56ug/8vyJbwCObsz80lu4Z+FvFoR1s3qKnx77v3SNHiWjJ+kZPwk2fGXnr+NVg8QCdWxe/DsE3SVk8gl+cuTv6Bk/RVZP0htvZSDZwZe3/ypeNUhleD53L/w4fleUptK1tFRu4pX2H3C4Zwuq7EGWZBaWrSeZm7pKG3THWFJ5F9tOf4fnjn+NnJEhb6a5qf5hllXfU3COKg/O5X3L/j9+dOiL/NvuP0CV3ZiWo0dwR9Mvs7zmvkLZa8FN9Q/TPXacJw7/LVtP/9uExo+fWxs/ULh+l34eNdFmllXdw+GeFzg9+Cqq7MarBvnQ6i8QC9Rh2zado0d48sjfkzNSxLND5I0sW09/m8M9W/BoQZZV3c1N9Q87RFzFnYxn+nnpzPc43rcTRVLJm1n8rigPL/8jqiOLrvm8rh2CilATI6kevrnr05i2TjofJ+Ip4/7Fn8KtTFjAm1m2nf43TvS9REZPMJDsIKsn+MbLv4tPCxHxVXDvwt8iFqgj5q/j5ob3s7vjR3x5x6/iVvzYts3cklXML72F6SK7ZElhfeMH+f7+z/Ofe/83Xi2IJBSWVd/DfYt++5rPyu+K8tDSP+SHB/+SHx78AqrsnoiGyrO2/iE2zP0wmvLG2dXP4vIQksB933yESybz42NgWcixAHL5MuTqMP6PrSX746PkdrYjlwbwf+JWx/2pOuwIFIfcznhZkZBrwgiXArKEXBEk/dgh7JSO99GlKE0lYFi475xH+j/2I4XcqMsrsfoToEhIxT5QlcJCnBRyI1c5k3ghBGpTzGmjNoJSHZl2zCdJglipn3vua+LmW2pJpfIYugXCifjwB1wEAq6C5XRFZZB3v3fx1V8rIQiF3Nx0Sy0rVlWRiOfIZPSCc5IsCzRNwetT8fm0y9qDX1ynx6uycFEpc+cVk0zkSKd1dN3Etp1z0jQZt1vBH3ChqlderFZVmfqGKNU1IRLxHMlkHsOwHMLKrRAIuvF61asmnyVJUFEZ5IF3LyKZzJFK5tEnLLg1TSEQdOHzaYXrumpNDasmxJ+n69uKVVWsWHX1EYI+n8Y9982/6vIXwx9wsfaWWlqWVhCPZwvuYIoioSgSXq+K16dN0gQ6D8Mw2Lp1K2VlZYTDzr1oms55n0/nV1UV0zSRZRlVVfH5fNPKA1wt3rFEjW2ZWKlRLD2LlUti51JY2SRWJkGu/QKzZetZMie2YiVHEC4/ktuH5HJ+hOZB8oQmkyI4XyJ3/UrCd/wGwz/5AnY2QXLf45jj/YTW/zKeeeuQ3M7LzxzvJX18K+Mv/pMTgQPI4Qoi9356xrSniVbwzl+Pu2EV2dZdWOkxRp/9EqPP/d+C4GyhpCQjuXzI4XLcdSvwLXsA36JNU+xkwy4vG6vmc2S4B90y6YgP87lXn+AjC27ilvJGPIqGjc1QJsmegbP856k9HB46R1DzkDHy5K/g/JTSc/zDwRfpSAyxurSOxdFK5kfLqPSF0WQFCYcAGtez7B/o5Adn9vNKXxvgpGXdU7sInzIzK1zs9vOJlts4lxyjMzlCfzrOn+39KTt6WrmzegFzwzFCmkPYpI08/ek47fEhTo0NcGCwCxv4xh0fvi6iZhZvDwhJRqtYSMkjX8AY7iK5/wlGn/kbJLeP4JoPIGQV2RPCGO+/ivD36ffJvihC81L0rj/C3bjmkkMEVi6F5A3hrl9J6a/8y9SUR0l23NmcDl/2fGRZZvHixXR0dPCDH/yArq4uFi1aRHl5OR6P57Jivecf/Dt27OC5556jqamJhx56qECmXIrq6mrmzZvH0aNHaW1tpbm5GSEE6XSaQ4cOEQgEWLRo0bQvlNLSUkKhyer4Xq+XxsZGTpw4QW9vL5ZlIUkSAwMDDA4OEgwGiUajJBKTUyvC4TCqqtLb20s2m0VVVSzLIDHYRv+ZV0iNOqmWnkCMoprlRKtakBUNI5em9/Q2RnuO0nX4p+i5JIee/ktk1fnOxxpWU7nwLiRZxbZMUmPnGOzYQ3zgDKaRxe0rpqRhDZGKhSjqBWJ39NxRzp14gcZVHyCXGqGvdSeZRD9uXxFlc9cTqViInkvRd2o7oz1H6T76NGY+zaFn/hJ5YjIRa1hL5cJNhVQo27bRdZNcbuZnpqbJr8vO843C7oEOvnX8FeaESvjN5g3UB4v5rW3/WdgvECwprsKvutg30Mmj81bNGHb9ToYsqSyp3ERNpJnO0cPEM0MTzjVRKsJNeLQLoePFvmoeXvZHdIwcpD/ehgBigXpqoy2TBFVlSaYmsphQIZrggUlterUgquSaKKtQG20ppL+suqR/AXdxQYTWp0V4ZPkfc3rwVcYzA2iyh5poM6WBeipCc4n6qjj/PKwrWsKDLZ9mftktxDNDnB05iG7mKPbX0FC8HO0izRlJkmksXsmv3Pwl2of2E88O4VK8VIUXUBZsRJYvdsOSaCq9GZ8WJuqdXqPhPGqji/no2r+hbXg/mfw4Xi1MfdFSPFqAsMdxQboUHjXAe5d9lmXV9zCS6kEIibAnRtBdXCjj08ITZMRUCCFR7HMmErlcDsMwuaXuUeaXrqNr9Ag5I43fFaWheBlhT1nh9aHJbm5peISMkZhkdw1QFpzDQ0v/kIbiFZc935lh43NF+MCKP6V9eD+j6V78rgh10ZaJz8yBJGTKg3ORxfTPE5fixT0R2aTKbu5b9NssKttAX+IMkpCJBeqpi7ZwduQwGT0+DfEqWFS+gbC3jHNjx8nqKTxagKrwgmlaE9RGmnnPkj+gOrJwxjOrDM3no2v/uuBCpkgapcEGaiKLJ4kng6A6soj3LPkDaiIzR2D6tQh3Lfh4IWXKp0W4b9EnqI4sRBISYU8p9y36xAx9nsWlED4N9wOLcG9e6ESxScKJEgfUpRWozeWTtgP4f+dWJ6W/KgxrnX2B312HNZoBSaCtqEJbW4vjsCE5KVWKjPfDy3HC6yfqmqjX/cBCJ1Vqon7tlnq0m+uAiUhC3XT0am5rBNflJ8KyLBGJeolE3xiXTiEELpeCq+TGvtNVVZ7o942pT1HkG3odFEUiHPYQnsb16e0MIQQ+v4bPP/OcczpYlkU8Hmfx4sUMDw+j6zputxtN0woak9lsFp/PRz6fp6uri+7u7gKZcz14+40SbxCM0XP0/8vH0Ic6sC0DTAPbMsE0sPIX8getbIKRn3wBobhBkh3HF0kGWcVVs5TYh/5+2rQJIasE1/8yxngf49u+gZ1Pkzm5g1z3YeRADNkXxjZNzOQQZnIIO+sICUqeENF7PoWv+Z4pBNCk+oVADpYSXPMB8j3HnUgc2yoIEV8M29Qx9Sxmcpj8uWOkDj9D5K7fIbzpd5A0z6Q631XfwpauExwY6sLG5vDwOf5k95OUegMENQ+6ZTKaTTOSS5HUc1T7Izw6bxX/dWovncnLiwrb2Bi2yamxAU6PDeJTDxJQXfhVNz5VwyWrZI084/kso7k08XwGGyfl6Y7q+dxbu/iK4XZryxr45NKNfOngi3QkhonnszzZcYTtPafxq65C6pRpWWRNg7SRJ2PksYG5odjr8F6YxdsBZmII2zKRgyUoJfX4Vz1E/JV/xxjqBEDyRXDVryB18Cn8K95TEO21UmMO8apd+WWiVSxAiVSSPPgTXLVLkTQvtmVijPci+4qQXH48DWuIv/wdct2HcNevRAgJMz2OnU8jh0qv+nyEEKxZswbbtnn11Vd54YUXeOWVV6ivr2flypXMmzePQGBmp4ajR4/S2dlJPp+nrq6OcDg843fI4/GwZMkSDh48yNGjR5k3bx5ut5vOzk56e3uprq6mqqpq2uPdbvcUAWJJkgoaOOl0ukDUJJNJdF2nv7+fr3zlK1PsCHVdJ5VKFVKoAoEAw537OfDkn2Hk07j8RdiWST49Rl/rS6x+7xfwhsox9AxDZ/eRHOlEzyWxjDzpeB/SBLmbz4wXzFVy6VEOPfNFxnqP4fJFEZJMJj5A+2uPsej2T1C77N2F80wMd9C669/whso5e+BxjHwG27Yw9SxufzGRioUY+TSDZ/eSGunCyCWxLIP0eB+S4kzM8tlxLnZ2sW048FoP27acmfazkBWJlWuqWb+hYcbP9q3CS71n0C2T32zZwKbqhVi2NSUlNeLyEnZ5OJcadaJsfg5x3oY76quYZCM8U1mX4qEptpam2NoZy6mymxU1m6+qfU3xsLruwavuq88VZmnV3VP2Lau+d9Lf5cE5hTQunxamPDTninWHPaUsq77nsuUkIVEbbaY2euV0x/PW1sX+6in7bm54/4z98Gkhmis2zri/2F/NxqaPXrH9Xbt2cfjwYaqqqigvL6e4qIVoUZRAIDAlAlCVXTRXTt9mka+SDXM/dMX2Lgfbtgm4o7RUziyUrkgqiytuA267Yn3OvehjXula5pVOvhfnxlbPeIwQMtWRhZclX86XLQ02UBq8/LPtPKm5qHzDlesL1FMauNzCJni0wKTvg0cLcFP9ewt/+13RSX/P4vIQ57VmpmHhBYAyzThjkpaMuLDtfFEhENNEKQhJOu+ofXELU0THHa0cgZ03MPuT5HedBVVCW175c5d+O4u3BqqqsmTJEo4ePUpRURFNTU14vV5WrVrFkSNHCAaDNDU1UVxczOLFizl+/DihUIg5c+Zcd1TNO5aosY0c+d7jF1a2ZyxoY6XHgfEpuyTNC+bMtmJKMEbRu/8YNdbA2HP/iD7c4UTxpEa59CihunFVtxDa+BsEVr/vshNG2zLJtu9lfOvXSB95HiubRA4UI3kjiEsjTmwb2zKw8xnM1Ah2LoU53sfIT/4CtaR+ishxfbCYP1nzAH974Hle6Wsna+qM5zOM5yer78tCYkGkjN9ftombyht5sfvkFYkaVZKp9IUJqG4SepakniOp54DphblkISjxBHhP4zI+uuBmyqYREb4UmqzwUOMy6oPF/OPhrewdOMt4LkM8nyWen96qUhKCqMvLoqIKPPKs1svPMtKndhDf/q8IzYvk8mKM9yN5Q3gXbQQhkDwhInf+NkOPfZa+r/0SalE1tmkANtH7/wBX1ZUnCUq0mqIHP8vIT/6C3q9+GNkbmXCXEhS/53No5fMJ3PQo+nAnQ//1P1CKap1Im9Qo3oUbCd/xm9d0Tn6/n40bN7Js2TJaW1s5fPgwZ86c4dixYzQ2NvLwww9TUTF1IpjP52lvb6euro6enh5efPFFSkpKWLJkyRRyBBxipampiYqKCo4cOcLNN99c+D2dTrN8+fIZrQPP61/MZCs+3Xafz0dtbe2ML6dQKFQIFe3Y/zi5zDir3vNnRCoXY1sWueRQgSwBcPmiLL3vM+jZJLu+9ylyyWHWvO+LuH0TK+YXDQ5Vd5CmW38ZIWR8kUqErBIfOM2e//4Mbfu+T8X829G8F/Kg9WyC1le/w7ybP0pJ3SokRSOfHsM9IVLt9hezbPNn0bMJXvnP3yGfTbD2fV/E5Sua0vbEFSCd0hkcnD5tVJYlUsk3VoT0etGZGKHI7aMpXIYkBNPJBUhC4JJVcq9jlWgWs3i7oqKigp6eHlpbW9m/fz+SJKFpGj6fj/LycqqrqyktLaWyshJNu/KKrG3bHOvbwfMn/vnq2g83cWvDI6/3NGYxi7cFxETa043SWrRGMqQHY7OMAAAgAElEQVS/vQ87k8f3q2uQSq5dB2sWs7geSJJES0sLLS0tk7Y3NDTQ0DCZnJ6u3PXgqoia3MAL6CN7sK08aqgZV9m9CPna80dt23b0GcTM2iUzwdITZM/9ENlXh6tk/RXLy74iInd/CitzZfXuGesIlSHNJPY7AckbJnz7x3E3rCV16Ckyp19C7z+DlU0gJAk5UIIaa8Q7/zZ8yx5ALa51hIFngG3b5M7uZ+CbHyd37ihCcRG8+YP4V7wHrXIRksvvsM8ANti26ZA08QEyba8y9szfoQ+2Y2XGib/8H3gW3I4SuOC6IAnB0pIq/uKWh3iq4wi7+to5Mz7IaC6NYZn4VRd1oWKWFVfzQH0LTeFSJCH46MKbWV85F0lIVPmnF3oKaR4+tfROVseq2Nd7ko7EEH2ZLOOGTc4yMC0Ll6wQ1NzUBKIsilZwa0Ujy0tqcMuTcyNt2wYz49wrlwgBKpLMilgtf33rw7zS28bLfW0cHe6hPx0naeQca0dFpdjtp8YfYU44xspYLctKqglOEGS2bWKbWYTsQojJRNZvNW8ga+ggBA3BIiwjhZBUhHRtIXKzuPHwzLkJLAt9sB3bMnDPuQlv03rU0kbAIQy0qmZiv/QVMie2Yoz3ISQFtWweSpET1i65fIRu/zjuuhXT2sQKWcG78E6UoloyJ3c47k3uAFp1s0PKAHKwlKL3fI7MqZ3k+06CbaNEq/A0rgFZRYlWEb3391EiF5wrJF+E8O0fw1WzdEqbkiRRVFREJBJh6dKldHd38/TTT3Ps2DG2b9/OI488MuWZeT4a59577+XgwYM8/vjjPPHEE0SjUaqrq6cla/x+Py0tLfz0pz/l8OHDeDweTp48SSQSobGxcdpjANLpNLquT7LUNk2T8fFxZyX7ohzcQCCAy+UiFArx0EMPzRgRJIQoROkoqhvLyJFLjyEJGdntx+UNT7IzPB/BcEEDzPldTEdKySrRqiXYloFl6ti2RaC4gWBJI/GBVvRcchJRA4JoVQs1LZsRkuLkiF/03JzUthATP9O3/bMOTZIxbQvzMvo/WUMnkc9SHYj83OnTzOKdj8bGRurq6jAMg2QyyeDgIH19fQwNDTE4OMiBAwfIZDJ84hOfuKyO2MUIuCLUFV3doD3qqyq4iM1iFj/rECE3gU+uA+XG3NNSzI//U+uc97JLmeRKNYtZvNNwVUSNM0EVZM89jplqRyu5/bqIGis3iD78Mq7yzSCuUUDSSJDp/A5ayW1XR9T4o0Tu/uQ19/FaIYQARcPTsAp37VLM5DBWJo5tOhN9obqRPEFH9+L8IP8ysPMZRp/5O3JdhwDwL3+Qkkf+Csk3vVDWeajFtbhql2Glxxl54s+x9Qy57sOY8YFJRA04IcgVvjAfXXAzDzUuI5HPkrMMLNtGlWQCqpuwyzPJDepd9Uuu6lqUePxsjljc1P9DxqVOzOpb0eb9IeaEG4UsHGcnv+oiqLlnFhw2MySOfx7FPxdv/dRQZUkIitx+Ntc1s7F6PmO5NBlDR7fMCWdACbei4ldd+FUXyiWh+2aqg+SJP8c37/dQgxdCeRtCxfxG84VQXDM7QPzgp3CV3Yen8t1XvAazeGOhhMoIrLp8+LKQJNSiatRbPjztfsnlI3z7r12+DlnBVbEAV8X0+exCCGRvCP/SzcDUVAU1Uknknk9N2ib7IoQ2/OqkbZdGpEiShMvloqGhgfXr13PmzBl6eiZbSV6MSCSCz+djxYoVxONxnn76aX784x/z/ve/n9LSqSlYQgiam5vZvn07J0+eJBgMMjQ0xJIlSygpKZnxGdPb28vo6CilpaWFMqlUira2Nrxe7yS775KSEmKxGD09PXR3d9PS0jJjJM551Cx5F8Pdhzjw5Oc5d/RZKhZspKR2FZ5Q2XWFNNu2SWKwjZ4TLzLcfZB8egzbMogPnpkggCaTEJKsEq1oRpqNuGNuOMaW7pMcHOqmPlg8Zb9l2+wZOMtgJsHmuuafS3vuWbyzIUkSQggMwyikdIIjlD40NIRt2wWtratFdWQxVVcpQCyAZG6UhuIVBW2ZWcziZxVCCHDfuHerkATCO7twOoufD1wVUaMVr0MrXoeRPD2tRsrVwLZtjPEDpDv+FVfZ3cA7bEAsBELRUMLlEC6/cvkZkO89QebUTucPWSW47qNXJGkKXZAVRy9Dc2PrGewJ3ZqZIEsSUbePqPvGDgTUUDNFi/8U9+m/R4g0ofB12CxKGu7Kh5C0y9u0CSHwKhrey4gQT1u9qwRv3UeQ3ZfXFsDWMVPt2ProNdU/i1lcDeLxOLt27aKsrIzS0tJCxEomk+Hw4cPouj6JBJkJLpeLDRs2kM1m2bJlCz/60Y943/veN62DU2lpKYsWLeLQoUPs3LkTWZZZvnz5FA2aizE6OsrTTz/NHXfcgc/nI5vNsn37dtrb22lqaqKxsbFQ1uPxcNttt/Gd73yHH/7whyQSCebMmYOiKJimyejoKO3t7TQ2NjJ3rmMvG61q5qZH/o7eU1vpPPgEB578Mzyhchas/3UqFtyBfI3f74G2Xex/8s+QZY2aJQ/gj1Yjqx5O7vhn0uPTEF9CoFyFftHPA+6sns+P2w/yN/ufJ2PoLC+pJm+ZZE2dc6kxtvec5u8PbsGvubirZsEsUTOLdxxaW1vZu3cvg4ODZDIZstkswWCQyspKNm3aRCwWIxKJEApdwZJ4Auef39cSfRZwF/GBFZ+7nu7PYhazmMUs3iG4IRo1tm1j50fID7+MmelGUkNoRbcgeR2LXDPTTX7oZXK9T2IkTpA682WEUBFaFE/VexHytQ+QbdvGSneSG3gBNboSJbCAXP+zyO4yQEIf3QdYqOHlKJFlCCE7q7hWDn3sEMb4IWdwHlqMGl4OCLI9P0QNL0X2zcHKdJPtfRKtZANqcAFG4gRG/CRa6SYk5Y1RDQcwRruxso5LiuwNo1yDMCng6HEUFqvFtILFhRQ0rEI5hDI19WhSGQmEjJNvZYC4kKrklDUmHG4khOJF8dUjadFrJjiclXYLbBM11DzR5sX7TUepU4gLNsdCdtq9tD+FCyEV0u3O7xOSCzW6Gi5xSXDaP388U4jJC/vNifov1D2LWVwrdF1n7969DA8P4/V6C2lC8XicZDJJZWUlt9wyvUvJpXC73dx+++309/dz5MgRiouLuf/++1HVyWmFqqrS0tLCoUOH6Orqoq6ujpqa6W0TwVldnjt3LgMDA3z1q1/F7/eTTqcZHR0lGo2yadMmfL4LZK8QgoULF3L33Xezbds2HnvsMbxeL5qmkc/nyWazWJbFBz/4wYuOkfCGK2hY+QiVC+9i6OxeTu74Bke3/D2BknrCZVdvw2jbNp0HnyCbGOSmD/w9sfrVCEnBtgza935veqLG6cRVt/FOxpxQjF9fvJ6/eu05/s+eJwm7vAxlEvSmxvnEtu8ymEngkhV+ffE65keuL+JpFrN4O+PUqVPs3LmTsrIyFi5cyOLFiykrK0PTNDRNmzFFdBazmMUsZjGLG4kbQtSYqXaSx/8UM92N5CrGyo+QOfttAi1fRAkuwsz2oY/tx0h1YBtpzGQbCNkhVexrFyO0bRszdYbE0f+NkD1osY38P/beOzzO677z/bx1+gwGvREgiEYSLBKbqGJJlCLJjm3ZSqKs7GwcXydO8ya+2cTJvdl9skk2ziab7MY3u+ub4vvEiWM7G8eOZctWpRolkiIp9k50ogODmcH0t537x4AgIQyISkKS5/M80kPM28575p2Zc77n9/v+cCzS3V9BWHEkLYykuHBy46S6/org9j9Hr3gQnCypzi/nvW48tYAg3ftVvI2fwr3u35Ad+DZOLoK3aT25sf0kzv5H/O2/jRbcRHbkOczIYfSqH1uNLrvJzc38L1+laoGS2LMOdWyy3W8hpqtaKZ4gSqh6zn52up9M399jxk6AYyF76vA1/ypqaAuSJCMcEzP6Npn+r2On86VytfCd+Np+Eyt+jnTXlwls+SKKN18eUphRpk5/Ac+6T6JX7mO+sseL7YDc8LNk+r+Gk5vEs+6n8W64nqaSG3kBY/xVVP8GcuOvIqwkWund+Jp/BUkPI4SNMf462cHvYGcGkSQFteQOfM2/iqSHQVgkL/4JZuw4ws4Q3PbnaKEt1y/vZMkMfJvs4HfyYk7JneBYs7bnRl8ke/VbONYUircR74ZfRg1uvME7o0iRxVFSUsITTzzBxYsXGR8fJ51OI0kSzc3NtLS0sGnTJsrKymYdI0kS4XCYtrY2SkpKZr0eCoV4/PHHcblcDA8PMzAwwPr162dNpiVJoqmpierqajo7O+no6LjpyrAQgvLych566CGOHj3K1atX8fv97Nq1izvuuIP6+vpZE5d8mUoX+/btY+PGjZw9e5a+vj6y2Sy6rlNVVUVTUxMbN26cOb9wbCRZQVZUPIEK6jsewzLSnPj+H5KY6J0l1EiyjKxo2FYW25pryCuEQzYZQXP58ZXU5ct1C0EqNkR8rHPpb9KsvleQZBXbzODY704z4JWiKyqPN22nxhvia5fe4nJslJDLmy857tjsqmzgZ9rv4t6a5lnpsUWKvF9oaWlhz549RCIROjs7uXz5MmVlZaxbt46GhgZKS/MVoLxeb1GoLFKkSJEit4wVj7KEsEl3/zVOboLQrr9F9a7HMSaJHflZ0t1/TWDLF9HDu9BC20hd+Utywz8guP3PlxVFkzdzVLASF0ic+z1kvZRAxx8huyrAyYIwsDODlGz5InrZXhwjTvTQk2SHvocW3o0VO0m65yv4N/1HPOueAgTZwe+QvPhfUfytqCXbsRIXEXYWM3YSLbwrn/ZipbFTPSjehlsaTQOghmuQ3QGcdBwnFSV98TX0us1wM+8EIRCWQfryARIHv46wcgB42u9D8c/1GMDJIevleJt+ESSJTN8/kLzwR4R2fQVJC2JEDpI4/Tu4qh7G3fp5cAyElUSS3Sj+DdjZYXJjL+Fp/BQg5SOpkl0ovvWrIFZI6BUfQPHUMXXmd7Azs1e/hTFJpv/ruKo/hHf9Z7Czo6Qu/VcU7zo86z6Bkx0meeGL6OX34K7/KYQRw7GS09E+gKTibfp5zOh2Emd/D2Elb+hGh9zoi6SufAlf8+dQfI1kh76Hleqa2Z4d+A6p7r/Cu/4zKN56ssM/IHHmtwnt/CsUT/0K773IjxqqqrJ582Y2b755ydMbURSF3bt3s3v37oLba2pq+PSnP33TcxiGQSaToaSkhI6OjpumPQkhcByHmpoaHn/88UW3U9M0GhoabhqtA2CbOS4e+BsUzUOoqhXV5SMTH6X3xHfxlNQQKF8/a39FdROsbGW06xA9x/6ZqpZ7cRwLt7+CYPkGZEmmpGYT471H6Dv5NHWbHyGXmqTn7W+RS07g8pUu+h7eiaK5CVW1Mt57lO5j36Kq+W4c28ITqCBQseF9I9a6FJX7alu4q6qJ0cwUkWwKRzgEdA/1vhJcilqcoBZ539LW1kZrayuZTIZIJML4+DgDAwP09fVx6NChGVH8qaeeoqZm+anuRYqsFUIILNPBMG1sy8F2BMK55pmX94FRZBlVk9E0BUWR1vQ7XwiBZTmYpo1lOTi2wBECxDV/fwlZkVCVfJtVVUG+jSbDQghsW2AY1vztkyVUVc7/p92e9gkhME0H07CxLBvHETNJCbIsoagyuq6iafJtf3/zY0sx3TYHy3ZwnHyfIeW9SCVZQlEkVFVB02Rk+fY+h47jYBgOlpX/nFzrP254TxVZmnnmbsXnZOVCjTmFGT2GJLswxl7GQAYEAgczfhphpUBbuOzyopAkHCtB8sIXkRU//o2/i+zKG2BeS3LRSnaghrYBErJeghpox8mNgzAxokeR9TL08vuQ5Pyt62X3IiluzOhR1MBGMpHDCGsKJzOIq3If5uQR7MxVnNw4rsqHWFm0yMJoVW1o1W3TZcUFsf1fRg1V4938EIq/bHZ4vhAI28QYuUL6wsvEX/1bzIk+AGR/Gf5dP1mwapXib8HrW3/d0NkxSJz7/bwgIwTZoe8hu6vwtnwexV2Zvw4OIOf7r+wejLFXcdc+jqR4MSYOovhbULw3n5AtBkmSkLQQBFqR1HmqxSgevBt+ES28C2GnMcZfxZq6cD3dSdgg6aiBTXkRb7rS2LXzK55aHKN5ThUnYWcwxl9FC27G0/hvQVKRtTC50Rfz260k2ZFn0cO7rm93VRJ/+xcxo8eLQk2R9wzd3d1EIhFaW1vXfqIhSeRSkwxffg0zlwLhICs63lANHft+jUD57KoqkizTuP2jJMa76TzyDTrf+jqK5qH9A79AoKwRSdZYf8fHSUz00HXkG3Qd/Sd0T5Cq5ntovuuTDF9+bflNlWUa7/gYiYleOg//I52Hv4aqeWi//7P4y9YjKe8PoeYamqJQ7w9T75/rdVSkyPsZSZJwu92UlJTgOA62baOqKoqi0NnZydjYGOl0eq2bWaTIohFCYBg2Y6NJJsaTjI4kmZhIkZjKkUoZmKYNAhRVxuVS8Hp1SsIeyit8VFX5qasvIRhy3daJsm07RCJphgbijI+nGB9LMhXPkk6bmIaNIwSqmheT3B6NYMBFSdhDWbmXsnIfFZV+AgHXLRNFHEcwGUkzNDiV79OxJFOxLOm0gWHYOLZAudY+t0owmG9fuNRLRaWPigo/wZBr1dMpHUcQi6YZGIgzcDXO+FiKqXiWTMbEthwUVcbj0QgGXVRWB6ivD1FbFyJc6rktAlIqZTAynGB4aIrRkQSxWJZkIkc2a+HYDrIioWkKuq7g9+f7rCTsoaLCR3mFj7JyL+oqVRErRCZjMjqSYGhwun3RDInp9tm2gyxNt8+l4PXphEJuSsu8lJfn21de4UNVV0f8WrlQYyUR5hSOsMiN7p95XdZKUcJNc0orrwjbIDf4HYSdnfaKCczpBFkvnRWtIyk6GA4IgZMdQ9bDsypWSZofSdZxchO4Kh/GMacw42cQjoleuY/c+KtYiUs42THU4NbVu5d5kD0Bwo/9BsbAOeypUczRK4x+9ZfRKjeg125CDdWAoiLMDHZiAityFXOyHys2DNNpALK3hNIP/RbeTQ/OLR8rBE52lNzIDzFjJxF2FiczAMIEHHAM7FQvir8lL3JA3iiZax8ICXftx4gf/xXM+DkUTy1m5BC+9t9Ekm+PQbTiqUVxTxusSgqyFs6X8kYgu2vxtX6edO9XiR15Hb38ftz1P4kaaGdBkc3OYGcGUYMdM/ciu8pR3HmfIGFOYae6seKnsQ49mX/NyeFYCRwjdtNTC+Ewcvl1Lr35d1xLbQtVtbHtsS+gqKv4GSlSZAEikQiHDh3Ctm327t2Lrq9t9QRF0djyY79By10/g5lLIYSNoui4AxW4AxUFo1SCla3s/ok/JhUdwLYMZEXDV1I7I8AHKjaw+4kvkooO4FgGqsuHL7wO28yybuuH8QSve39VNd/Dg5/5B/yl6xbV3lBVO7t/4r+Qjg1iWwaKouEtqS3oB1akSJH3Hl1dXRw/fpzBwUESiQSO4yBJErquU11dzaOPPkpNTQ11dXVr3dQiRW6KEIJsxmJkJMGVy+N0Xp5gMpImlTKwbbHwCaZxuRTCpV5aWsvZubue6poAyi1amBBCkE6ZdF6Z4PTJIQYHp5iKZ7GsxRezkSQJj0clEHRRUxukfWMlm7dU4fGsfJ4ihCCTMenpmuTM6RH6e6PE4xlMcyntA7dbIxB0UVHhY1NHFR1bq/H5VjYesyyH0ZEEx45c5fKlcWLRhdt17uwomq5QEnKzqaOKnbvrqaz0o6irLx5FJ9OcOT3CmVNDTEYypNLGDb6qC5MXbnTCpV7a2itobi2jotKP262t2GbQcQSJqSxnTo9w+uQQE+MpUikDsYT2aZqMz+8iHPbQ3FpGa1sFVdV+PB5t2aLNioUaSfUhaUH08E4CW744x/x17uR4CXc852ISWtl9uOs+TvL8fybV9WX87V9Akl2z9pnPWV92V+FMHEDY2eutMZMIJ4eslyG7q5C1EoyJA8haCNXfguKuxoydBJj2tbnVSPg6HqHik/+N6PNfwrh6BicTJ9d3glzfiZscJiG5/bgb7iD04Gfx7/pJpAICgGOnSF76U6ypC/hafz0vtETfJnXlL6fPI+dFCjsL2BR6RJRAK1rJneSGnkYt2Y6kBdBKdq7O7S8GSXuH8ecN/huyiqv2Y+gVD2JEDpLp/0emjr9Mye6/Q/E1LnBeGUnWp5+PfGybEDbimkeNrCApXrTQNtzrfvqG4xRUf8tNT20ZGQYvvszwpVeuv5ZLIZzlVVErUmSxCCEYHBzk7NmzOI7DlStX6OzsZPv27WzcuHHtU1gkCd0TRPcsPvJSkiR0TwjdU9hbZ77tqu7B5ZsdHeLyhee8ttC1Xd4SXN6bV6R7rxLJJHGAUpcXZZ5VPls4xHIZXLKCT7u9K6xFVo4QAmElwDGQ9DDSnHEbCMfAyUWYGbPJWn4hrMC+7zd6e3vp7e2ltraWLVu2UFlZOVPp6UZhu/jcF3k3k04bnD87ytnTI3R3RchmrYUPmodczmZkOMHIcIJzZ0fY93AL2++sXRXh40YMw+LypQneOtRH15XIksSZGxFCkE6bpNMmoyNJ+nqj1NYFV9xe07Tp643y5oEeLl8cX5I4M7t9+aiNTMZkbDRJf3+Myio/vqblpWYLIUgmchw+2MexowNEJzNLOt407HzE0qvdnD87wp69DezZ24DHu3yB4ca2WabDqZNDvHmgh6HBxHRhlqVjGDaTkxkmJzN0dUbwejX23tPIYz++iMX4m2CZNufOjfLmgV76e6P5FKxlYJoOsWiGWDRDT/ckb7zWw8496/jQhzei68v77Vy5UKOF0MI7MSKHsaYuooW2IMh7iQhhI7vKyXeejKT6cMw4jhlDWY5HjaSg+NbjqnoEx5gkdeVLaKEtuGo+uqjD9dI9pHu+gjHx5nSaisCIHELYabTS3ch6KbJekjcNrngASfWjBjaSG9uP4qlFUle3jHUhJEkCVSOw6ydx1W8lceSfyVw6gBUdwJoaR5hZsK28aKB78obBJTVoFRvwbnwA39ZHUcPrkNTCX0bCSmEnO9HL7sZV/ePg5PKpPTMVlFTU0BaM0Zewk92ogbb8cXYGZD1vpqn40CsfItP3VaxUD3rp3un3ee0RdhbhGEhaCFf1h5D1UmJHfw47N7agUCMpPhRfM2bsOI6ZQFID2KkenMwgALJWghrciGNE0Up25FO0AGHGF3w2zGySyYEzq3OTRYoskbGxMZ5//nksy8LlcrF9+3Y++MEP4vF4ipONIrP40+PPk7ZMfn/PRyj3+AvuE8tl+L8P/itbymr53NYHUYrP0HsLxyB16c8wYycI3vk/UX3r5+xiTV0gfvLXcbKjIBy0kjsJ3vk/8unQ73P27t3Ljh07cLvdM9XqLOv6JLf4nVnkvcDgQJznn71EPJZdeOclEJ3M8OJzl8nlLO79wPpVS0HJZi0OvdnLwTd6mYpnlxTJsBC1tUHKy1c2hzMMi6NvXeXggV4mJlKr2r7KSj81NcuzCRFCkJjK8cKzlzhxYgjTWHqRnhuZmEiz/8VOkimDBx9qxu9fWdS/ZTkcOzrAS89fJpHIrehc7ySdNnF7ViZlOI7g9Klhnv3BxVX/rGSzFi59ZX5EC96dk4uQufpNnNwY5uRRQJC8+EUUTwOu2o+i+tbjbf4VnFyEqZO/juypB2EjzBie9Z/GXfcTeSNXSUEvvYtM71eJHfk0iqcW2VNHYOPvIi3RoFeSNTz1P4Uw4yQv/lckNYhWtnfB47TwDnwbPku6+6/IDX8fENjpAbxNv4BethdJcSN7askOP4Ov7d+DpKEGN5O6/Be42h5CUgsPWm8Fkqrjqt+CXrcZJxXFToxjp2MIM5evBCUrSKoL2eVD8ZehBMoKRtC8E1kLoYV3kRt7GeEYCCuFkxvJV0RiOlyw4d9iJ7uIn/z1fMqQY4HsIrD595D0kvxqdcX9ZPr/ETt5GX3T786kCglhT5dhv4w5eQRhp0ld+UsU7zr0qkeRFxA0HDNBbuRZ7HQvdvIywkqQ6vyfqMEO9LJ7Frw/O9VL4vwfIKl+JNWPnepGC22b8Y+x0/3kRl7ASl7Gzg6T6f8mZvw0euletJJtuOufxJg8TPztzyK7q3Fy48h6XuHOe+P8EskLf0zs7c+ieGoRdhZJ0vBv/k8o7op52zU1foXUZP+C7S9S5FbQ1tbG5z73OWzbxu12U1lZidvtXnDCsXnzZn7jN37jplWhiry/GMskSJkGtrjZSqEgbmQ4OtqHs0Xw/o+xeJ8hSUiKF0krQZIKDwMV3waC2/4MJztK4vzvY2cGpn3g3v/4fD50Xefy5cscO3aM4eFhbNtG13Wampq4++67qa6uRlGKT36Rdy9V1QGqqgI3nXzquoLLpaLrykyqi23nzWczGXPeiJFEIsfLL3VSUelnc0dVwX2WQjye5bWXu3jrUN+CUSqSJKFp8owHiOOIfJtNu6B4ousKW7fXoC0zogHy0Umvv9LNG6/3YCwghOTX2xVUVUaWJBwhsK352ydJsO2OGnTX0tsnBEyMp3juh5c4d2akYCTItTQrt1vN95ksYdsC07TJpM28N9E7yOUsDh7oJZe1eOSDbQSD7jn7LAbHdjhzapgXn7tEMlm4UqamybjdGrquICsyksT199SwyWateSOrSsIeNm6qWrZ47jiCzssTPPvMReLxwp8TVZVxe1R0XZ0xCxaOwHbynk/ZrIk1zzPrD+hs3lKFotxCoSZvWa0iqSE8DT+Tf0mSQda4FhKreNcT3P5n09V/ukGSUbwN+Yn1DSauasl2gnf+j7zgI0wUfwvIi1PCJC2It+kzKN7pqAjZhafxZ5G0AAgbCRlP46eR9dkTClfNhxFmMi8GyW68G34JrXQPZvQEIKGGtqKX7gbZBUi4655AcdeghXfmvwzCO/Bv/j308vuum+/eRiRJzgsx/rEIULIAACAASURBVLKFd14Msgtfy79DDW3FyQ4hu+vQQlsx46eRlLyIongbCW77M4yJA1jpfiRJQw1umhU1ImtBVH9bPkUs0D7rEmK6ypKr5kP5v4WFY+VNQhfGzhtQSyqexp8FpLygZKcBB7XkDrxNP4+kTivPkpq/jnDy5r6eOjwNn8RO9yEcC71sbz7ix50vUy4cE2GnkV1V+Fp+Lf982hmEk/+AqsFNhLb/Bbnx1wHQ1+/FTl9F8TVMb+8guP2/YYy/jpMbRVJ8qKGtyPr8aRBCCCL9JzCziUXcf5Eiq4skSfj9flpabp6eV+i4UChUFGmKzEFCQldU4rkMYiXpzEXWBknD1/6b+d9NubAngqwF0Et345gJZL18VoXE9zuWZfH222/z9NNPI0kS5eXl6LpOKpXi8OHDdHZ28vGPf5z29vZidE2Rdy1+v4ut22vo650kl8tPxhVVxuvVqKoOsG5diMrqAKGQm0DQhdulgiRh5CySiRxjY0kunh+ju2uSTMacc/5M2uTgG71saC7D7V5+VEMmY/LKS1c4emRgXpFG0xXCYQ/rGkqoqg4QCOi4PRqKLGNZDtmsSTyeJRrNMDw4xcRECiNnY9sOlZV+1i8zpQggl7U4+EYvbx7onVekUTWZUMhNQ2OYquoAwaALj0dDUWRs2yGbtUhMZZmczDA8NMXEeIpcLi9AlIQ9NLcsfY53zcvnxecvc/7s6ByRRlVlKip9bO6oprYuSGmZd7pNEoZhk0waTIyn6Oqc4NKFcdLp2X4sluVw/NggPp/Ojz3aiqotXUiKRjO8caCnoEjj9+u0tVewoaWM0jIvgYALl0tFliVMyyaXs0kmckxG0kxMpBgciDMynCA3LdxIErS0llFWtvxqzIlEjgOvdxcUabxejda2cpqay6io9BEMumfEGstyMAyLRCLHZCRDdDLN1atxRoamyGanBU6JmedhJb8TC36yZFc5vuZfvuk+kiQh6aW4az6ywH4Keuke9NI9M685Vhpj4s385Hy+41Q/Wunu6ZLaN1xTC+Jt/NTMa551T8451lX58OwXFA962T3zRmfo4V3o4V037F6Hr+VXb3pf7yUkSUJyleOp/8lZr6uB1jn7uOuemPc8dnYUa+ocnqafn23eLCl4Gj457zHZideZL15Q0gLopXvwNv0f815XC3WghTquHyOruCr33fC3hrt2/lQ41d+M2vrr826XJBk1uAk1uOn6NUu2z9queGrxNDxV6PCC2GaW6OA5bGt1Q+qKFClSZC2YMrKMpxP49eWtshVZW/JG/IsxrfzRFCHGxsZ46aWXaGlp4aGHHiIcDiPLMpZlMTAwwNNPP80rr7xCQ0MDXu/yJwlFitxKZFmifWMFRw4HGB9LUl0TpK29nLaNlZSE3Xi9Ouo8hrEVlX7Wbyhl85Zqzp8d4ZX9XUxG5lY5G+iPMXA1RnNL2bImo0IIzpwa5tiRgYIpO5IsUVsbZNeedbS2lRMMunC51YLXcpx8lEg6bTIZSdPdGaGrc4LW9gqCoeWl7wghuHBhlINv9JLLFY4orK4JsHN3PW3tFZSEPTNiQ6FzGUY+iiUez9J1ZYLOKxNUVQcJl3qX3H9CwIm3Bzl7egTbni1weX06d93dwI5ddZSV+QqWja6ohPVNYbZsq6arM8Lrr3TR1xudNUUzTZujR67S0la+rPe480qE0eG5i9Q1tQEeeqSVtrYK3J7C7+f1+8yXZs+kTaLT3i9XLo0Tj2XZtLkKVVu+6XFfzyRX++YWgykv97Lvx1rp2FJ1U5+e6prrpdkzaYNYLEt/X5SLF8aIjKfZ3FG1bG+aa6zYo2bFODms+BkcIzLvLrKrHK1kG3DrPWKK3Bxz6gLZq9/EjJ9H9tThqnxo0eaCTm6c3Nj+eSNrFHcNWmjbLOHn/UAmMUps+MJaN6NIkSJF5mA6NgeHu5nM5RdLRlJT5GyL5/rPEdTnfhenzRz7By5xJT7Gz23ci1ygKleR5ZPu+wec7BhaaCuZq/8b2VOLt+kXMKNvkxv6HoqvEW/z55BdlfmwfyOCETmMMfYqdroPyKctuaofQy+7Z1blTTs7QuLc7+NkRwAH2V1DYPPvoXhuX/UiIQSOMYEZOURudD9OdghkHcXbgLv6x9HK9uZTqYVAOAbG5CFyIy9gp7qQFB9a6V24ax9HdlcjSRJ2doTU5f+GXvEQ1tRZrKlzuGo+ghbeRab377FTnbjrfxpX9WNI80QPvZMrV65gWRYf/OAHqa2tnTVID4fDxONxnnvuOSKRSFGoKfKuJhh08cEPt+M4gvr6EF6fvujJtiRJBAIudt/VgNer8+1/Pk06PTuyJp026emK0Lg+jLbEiAshBKMjCV57patgpIrLrbJrdz33fqCJsvKFhQxZlnC5VFwulXDYw4bmUu69fz0S0rJ8dIQQRCJpXt3fRTIxNyJE1xU6tlbz0CMtVFb6F2yfJF1vX0nYQ0NjCffctx7bEcvqu6HBOG8c6JmTFuTzaXzkY5vYdkftgufNV8fS6NhSRVWVn2/90yl6e6Kz9klM5XjjtR5qaoL4/IuvSiWEoPPKxJwoKY9H5ZEPtrO5o2pR3i3SdClsLaQQDLlpaCxh7z0NRCczlJUtXeC6sX1dnXNNtnWXwoMPt7BjV92iKptJkoSqSgSCbgJBN+saSti1Zx2TkTTh8Mp9INdcqJG0ErwbfombV4OS5g3PLXJ7kWQNSfHhqn4EV9VjSNriK5+owU0EO/7oZid/X77PqckBUrGBtW5GkSJFiszBchye7j7Jq4OXydomKdMABF88+mzBAYYQAstxqPeX8JGmbUUj4VXGTlwiO/wshq8R7BzZ4WewU30IKw7CITf6PLKrCu+Gz4KkY0TeInHmd5G0YF5wERbZwe+QHfpXgnf8P7irPzhzbkl2o4W2YethckPfw5q6iGj797ft3oQQOLkxEmf/I7mRHyK7qlC868BKko2dRFYDaNMR10JYZAe+ReLCf0ZSg6j+VpzcGMlLf4oReZPg1j9BdtcgrDTG2MuYsdPIWgArcQUz+jZayU4cM4qdvoo59fso/ma04OZFtTOVSuFyuQgE5oasX0uFsiwLwyjsuVCkyLsFSZZobilHkpZvgi1J0L6pgraNFZw6MTQnKH54OIFh2EsWG0zT5uSJISbG50bqKIrEXXc3sO/hFrzLrDwkSRJe7/LnFLYtOHdmhJECESGyLHHnzjoefrSVUGhhv7/52udeZhUqw7A5eXyI6OTsvtM0md13NbB1e+280VLztaW8wscD+5oZGz01R5Dr643S0x2hY2v1ou/VNG2mCqQUlUynsC3XYFeSJNxujZraldmRWJZDPJ6dkzIWCLhoai5dUfl5l0ulpnZ55tDvZO2FGkkCZWWO0kVuH6q/Bf/G31nWsZKkwBKNo98PTPS9jWPPze8tUqRIkbXGpaj81o5H+YnmOzk+3s8/XjpCzja5s6IBtzJ3iKDJCuuDZeyrb2dbWV3Ro+MWYGeu4m//AlrpbqZO/SbG2EuEdnwZrexeYoefwpg8jKfhE0h6KXrZ3YR2fBnF24CkBUE4GBMHiJ/4d2SvfmuWUCPrJfhafhXhmDiZQYzI4dt+b5nevyc7+G08DT+Lr+VXkfUyxHQBCkkLzUS9WFPnSF78E7TQtrxZv3cdws5hjO1n6vRvk+75//C3/SYAwskhCZPAtj/HnDzC1MnP45gxgnd8CSt2iviJX8OKn1m0UOP1ejFNk1QqNUesEUIwOTmJqqpo2u33LSxSZClIksRKv6IlSULXVbZtr+Hi+bE5EQiTkXRBQ9qFiEykOXNqZE6p5rz3SDkPPNi8bJFmNUhMZTl5YqigQW/D+jAPP7J8kWaljI0mOXtmZI5oVlMbYs/edctKt5EkiQ0tZWxoLuPsmZFZ21Ipg0sXx2lrr0B3LU46sC0xJyULQFWVFacDrQaOnTd5fieqIuf9mt4lvHtaUqTI+xDHNhnreWutm1GkSJEiBZEliVpfiFpfiHtrmulLTDKQjPKn9zxBlXd1VoSKLA1ZK0EruRPFU4ca2ISd7EIr2YnirkTxNWJnRxCOeX3f0rsQ1hTCTCCEhewqR3HXYGeuIoSDVDA97fZPLoQ1RXbw22ihbfjafxPV23B9o/t65RghbHKjL2Hnxghu+O+owY78ZEgDd/1PkRn4FtmBb0374UmAgupvR/WtR9gZJNWPXroHxVOHMONIihcnN396/TvZsGEDr732Gi+99BL79u0jFAohyzK2bTM0NMTrr79OXV0dZWWrVOShSJH3ANW1QYIhN9nsbGPxdGr+qjfzIYTg/LlRYtG50TTBoJsH9jUTCK7dIr4QgiuXJ5gYm2ui7nKrPLBvAyXhtbFpEEJw/uzonGgVRZG4c2ct4dLlL4i73RobN1Vy5coEuXcIcj3dk0wlcpQvUsRQNbmgAXEqaRCLZXDP4zV0u1BUqWAUWCZjEomk8Qdc74qFqNsu1LxTOZ2d8vSOEFNgxVJwkVm8H/p/7j3Aze4Dlh/yuRKEEKRjQ6SixbSn1aDw+z6bleSqLpZbdY3VekavXceyHGKxLKlkjmTSwMhZ2LaDEPlqAJqu4Pe7CAZdBEPumTDZtfphWo3+uXYOx8mX04zHMkxN5TAMG8u0cRyRv3dNwevT8ft1giH3rIoV74Yf5pWwlGcZZt+vJEk0BcsYTU+tdrOKLAFJ9U1XxJSRFD0fdax6rm0EYQMCIQTCmCQ78izG6PNYyW6EnQLHxE5fnU4jevdU5XKyIzhGBFf1B5G18Pw72jnsdB+yGkB2z/aIkWQNNdCGGTmMkx1GdteCJOcrgEI+IkeSkbQQIANSfhwjFr/iX1NTw913380LL7xAZ2cnNTU16LpOOp1mYGAAv9/PAw88UPSnKfIjha7nPULGRmeLF47jYFlLi6gxDJv+vmjBKk/NrWXU1q/tIoFpOvT3RWeqZd1IQ0MJjY03+f66xWSzFv190TneNF6fPp1StPyUHUmCqpoAbpc6R6iJxTLEYxnKyxfnF6uqMqGgK//1e8PPUDye4dzpEcpKvWi6smZjLkWRCZW4kWVpVtRUMmlw+uQwVdWBNReT4DYKNZaZITM1RjLSR2zkAqnJq6RjQ5hGGscykBUN1eXDE6wkUNZEqKqNQFkj3pJaZHV1VC3bMkhMdGPlCleY8oSq8ZXcelO9BdsRrMIXrl/Va1pGhkxilGSkn9jwBVLRq6RiQ1hGarr/9en+ryJQfkP/h2pWrf9vxLZyTI11YZuZWa+rupdgZQuyUjik2LFN0vERUtEBokNnSUz0kpkawcwmcWwDWVHRXAHc/nL85espqdmMP7wOb0ktinZrQxSFEDhWDiM7hZGOk0mMMXL5dTJTowX3N7NJIldPoKjLXzVQNDfBylYU9f3n7fNO+nqiPPO98wWLhlVV+/nQRzYRCCyvLy9dHOfV/Z3zloaUJHhgX/N0fu7Szy+E4LvfOctAf3zONo9X48cebV1R+UgA23aYimcZGIjT0zXJwNUYiakcOcOeEWmu/RjJsoSiyOi6gtutEQy5aFgfpqWlnOqaAP6Aa9n5w8vl7OkR3nh9rjGeJMETP7WVuvqblwm3TJuJSJq+nkkuXhgnMpEikzbJZvP3fi0EV7p275qC7lLwenUqKv2sawjR0BimtMyLz6ff9vtfDYQQDA9Nsf/FTmLRzLz7ybJEW3sF9+/bgOsdq2MP1rVT6Qni04opyWuHPP3fNaSCUTHCSpA4/5/IDn4Xd+3H8G/8bWRXNcKKkzjzH25baxeLcAwQdr5gwE1MqAUOOCZICpI0d5iaT49yZqKK8mKMcv3f+Z2W3U5VVXnwwQcpLS3l2LFjjI+PY9s2uq5zxx13cN9991FTU7PmA/j3EkIIstksExMThMNh/H7/WjepyBJRZLlgGW4BBdODbkY8nmV0eG60iu5SaN9YiWeZ3i2rRSqZY+Dq3PGapsm0baxYkqnuahOLZhgdndt3oZB7uhT0ys4fDnvweLQ5Jatty2F0JElzS/miznMtlersmZFZY2vbFrzxeg+5nMXeexopXYEh8EqQJIn1G0o58fbgLE8exxEcPXIVy3L4wANNlJX71nQ8eEuFGuHY5DIxRq+8yeCFF5kcOENysh/hFC5xNgtJxheup7xxJ7VtD1DV+gHcvjKkFSiFjpXj3P6/pP/0M4UuSOMdj7P3p/8CuUBe/mqSmOjh9a/+PKno1bmtkFV2P/FFmvd8YsXXEY5NLh1jtPMNBs6/SHTwWv8vrHxLN/R/TfuDVLXch9tfNk8I9dLJTI1y6J8+T3z00qzXg5WtPPjzX8NXUnv9PoTANtLERi7Sd/JpRrsOkoj04lgLG/lJkoK3pIbyxl00bPsIFet3oXvDK/pSuCbIWGYG28iQig2RmOghMdFNYqKXdHyYdGyQbGIcMU+FK4DYyAVe/pvFl/kuRLCimX2f/SbeUPWKzvNeQHepjI/nJ9/vJBbLcP+DzcsSaq45v/f2RG862OjuitC2sWLOxHYxpFIGPV2TBU3pysq8yx6UXCtbODKc4PTJIS5dHGdsNLngoMm2BbZtYxg2yaTBxESK7q5J3ni9h9raINvuqGXzlirCYc+KDNWWQiKR4+rV2JwQakmCiYnUvEKNZdmMjiQ5crifC+fHbipQAAhb4Ng2pmGTSkF0MsPgQJyTxwdxuVVqaoLcubOOvfc0vhsDCudFCEF/X4xnnj5PX2903v0UVaa9vYKdu+sL5olvKatlS1ltgSOL3D4W9+DZ6T6yA99Gr3iA4PY/n6mYaKV6EDjvuuLasl6GpPqxU70IOw1q4ZVZSXYje2oRVhLHiCCEmPnNFsLBTvcjKT4UV+UtaWfek0Nn165d7Nixg3Q6jWVZuN1uXK53Rzj8e5GLFy/yjW98gw9/+MM8+OCDa92cIktEkph/PLAEnUYIwVQ8Syw297c6EMhXzVnrz1gyaRQsR+716qxvKl3TyONYNENiaq5Jb7jUu2RD50IoiozbU0CQE8wxL16I1vYKamqD9L+jBHY6bfLaK91cuTTBnbvqaN9YSWmZF02Tb2vfbthQSmNTmAvnxma9nstaHD7YR093hG3ba+jYWk15hQ9Nu/0RQLdMkbAtg5ErB+g9/i+Mdh4kl4lRcCl8PoRDarKfVPQqwxdfpqLpLlrv/hSVTXtQNPey2qS6/FQ2383QpVcKRLMIooNnSUUHCJSvX9b5F8tE39tkEoWjLLyhGsobd674GraVY+TyAXqO/wujXYcwltj/QjgkJ/tJRgcYuvgylRv20nrPp6lo3IVyC1dazWyCTHx4llCTTYxx5fA/0n/q+4sX+qYRwiYVHSAVG2K0602qW+9n0/2/SKh64wo+bILuY99itPMNEpE+cslIXrQxM0XT4FuIx6tRUuIpKNTkshZT8SzVNYEln9e28yUiFxI3RkeTGDl7WUJNPJYt2G4AfyCferRUhBAkpnKcOjHE4UN9TE5mChqjLQXLdOjvizEykuDs6WHu/UATm7dUrcqP/3IRApKJXMFtuZzFyeNDHHqjl5HRBI69sjSP3HRI8YaWlUU33W6EEIyNJXn2Bxfp74/Nu58kSWzaXMmjH2wnXLryspFF1hjHQtg5JDUIcv53WQiBGT2BnepDLlm78PxCyK5K1OAWjMibmJFDyDUfzhcZYDplT9j5yBhJQQvvBumvyY2/hhbeAYonv2iT6sacPIYW3oHsrsIxb22anizLxeiPVaKyspI9e/bQ0NCw8M5F3tdEJ9MFx1yBgL6s8dBqE42m50T3Avh8OuHStfGmgfx4KBJJF5zOZTMmJ48Prth+zMjZZDJz51lCiDnVoBYiFHKzZ28D42PJguccGppi4rkUx44MsGVrFRs3VVJdE8RVIHLrVuDzu9h7dyP9vTFSqbmL/6MjSV6NdHHyxDCbt1TR3l5B3brQbY34WvWeEMIhMzXGxdf/hp7j/4KRnn/QuMgTYmTiDJ5/gUj/cRrv+Bgb7/8lPMGqJQ8yJUmiuvV+/KVfJzZ8fs725GQ/471H8JWuQ5ZvzcTEMjMMnn+hcDSIJFPdci++0nXLPr8QDpn4CBdf/1t6jn87L9CsBOFgZOIMnHueif4TNN7xMTbd/4u4A5W3ZJBvGWkSEz2UN+5EODbx0cucfPaPGbnyxqIigeZFOGQT4/Qe/zaxoXNsfewL1LY9iKwu/cMmHIf+099nrPv2V8z4Ucbn1Siv8DI8NHdgbtuC0dEEbRsrlnzeqXh2UasEE2NJksnckg3uhBBEo5l5f+CqawNLKqMI4NgO3d2T7H/hCn29c3OVV4qRs+ntiTIynKC7q4777m+ivMK3ZhP7qfhsoUYIQSpp8NILV3j76AC53OLF24XQdGWmnOl7AeEIBgfi/OD7F+junN8wVZYltm6v4SMf20wwOH9UwFAyRmoR0YqQrxi1zr+yCMUiy0d2V6KFtmKM7Sfd9Vcovkas+Fmywz9A1mZHoAnh4GQGcIwowk7j5MYQdgYzdgphpUFxo/rWIykehLCx030Icyq/vxlD2GnM2Amc3BiS4kXxNiIttWKnpOBr/TxW/AxTJz+Pa2w/amAjws5iJy6iBDbia/5lJMWDXvEBPI0/S7r7b3EyV9HL7sXJTZAZ+i4g4W35NSS9FG6xUFOITCbDwYMH2b59O+Xli0sD+FFHkiTq6up48skn17opP/IIITBNh3TaIJsxSadM4vEsyWSOXNYiZ9iYpo1l5r1nLNPBtBxyOYuxkblRwUu/PsRicyNCAMrKfSjK2v+exKJZnAJqSD7qYy0XrsS849Urlye4cnniFl6bJVf3UhSZ7XfWkkzmeHV/15yKYZD3KxodSTA6kuCtw1epqvazuaOKltZywqVeXK5bF8UiyxJtGyt4+NFWXnr+csFxumk6jI8lee3lJEcP91NVHWBTRxXNLWWUV/huuY/Nqgo1QjhMDp7l3P6/ZOjiy0uKfFgM2eQElw/+Pen4MNse+wKB8qYlp+J4glXUtD9QUKhxbJPBC/up2/woLm/JajV7BiEE8ZHLRIfOFdzu8pZQs3Efiro8NVkIh8mBM5zd/yWGL722+v2fGOPym39HOj7E9sd+G39Z46qlQl3DMtIkIr0I4RAZOMXJH/4x4z1HWU1DxNjIRU4884eIH7ep3/zoitLpitw+NF2hvMKPokjY74iccByHsZHkrBD5xXBNRInPM2i4kWzOYmQ4QU3t0kzuHEcwOZGa9weutja4pPQiw7A5f3aE5354qWBo7mqSzVq8dbif4aEEH/nYpjULSZ66IcxXCEEslmX/C5d5++jAnGdhpVRW+imvWJxZ3lojhGBgIM73/vUc/X3zpztpmkzH1mo+/PjNRRqAPzvxAgeGOhd1/c2lNXzloU+hK2tfavP9gqT4kPVw3mNFkq7/Pe1ZI2sBhFYCkozsqsTf8fuku/4XqSt/AZKCGmjH3/5bmLETWPEz108sLFJXvkR2+IcIO5P3gEEwdeq3kGQd2VNDaMf/ixbagrCSJM/9AcbkYYSdndk3fvxXkGQXir+N0I4vo/oal3ZvgFa6m9DOvyFz9Z8wJt4gO/S9/Dm969ArHpzxmpEUH/7230Z2VZIbfobc6ItIigc1tBXv5v+EXn4fkiQjSQqyHkZSp6NeJDmfYjWdBoasIuul1/9eBbLZLAcPHqSxsfG2CzX5SbaJaZp4vV4cxyGbzeI4DrIs43K5UBTlhlQxgeM45HI5bNueSevStMJlj4UQGIaBZVkz51QUBV3XZ5mUCnEtfdbAtm1kWUbXdVR19qTlmjeNaeYnQJIk4XK50PXZHh+GYZDL5XC73QXPkclkEELg8Xhm2pFP/bUwDAPHcWbaeeP9F8njOALDsBgfS9HdFWFkKMHYWJLoZJpM1kI4Ij/KvkGcWKIv/ZKYL0o2OG0+u9akkrmC04618O+7ESHyaVlrxVK9iCBvQn3f/U34/S7ePNB70wj2ZCJHMpGjp2uSYMjN+qYwW7bV0NQUxuvTb0kqvqLI3HV3Az6/zsEDvQxcjc07rkynTXq6J+nrjeL1aWxoLqNjSzVNG0oJBPPPxmp/96yaUCOEYGq8e3pi/daioh9kRc8bvMoKjm1im5kFjxOOxcC5FwC440O/i79saSGUiuqiqvleOg//I2Z2rjI8OXCGxEQ3roYdSzrvYhCOxUT/cTKJ8YLbA+VNlK27c1lvshCCqbEuTv7wi4z3Hr3l/S8hs/1Dv4O/dHVDWIVjkY4OkooOcPalLzHR9zY3E2lk1YWiupFkCccysMzMon5dkpF+zr/yvyip3jgtOL0LfhmK3BRJkqio9KHpCvY7QiiFgMnJNLbtoKqLnzQKAZHxVEGV/52Yhs3I8BRC1C7peTFNm/HxwsbhqipTXu5b9MDEshxOnxzipecvMzl5cy+W1cKxBb09kzzz9Hme+KmtVFUHbvtAJZnIzYhw2azFKy91cuL40KqLNAB19SH8vne/Ofe1dKcffv8C/X3Reb/2FEVi+511PPxoy4IiDYBfc1PqmitU2cIhbRmMpqdwhGBTaQ1bSut4D3ouv6vxbPgF3A2fQPHUgqThafoM7nU/jaTlBWJf2xdAmMhaKZIko1fcjxrsQJgxQELSgsiuMvSye/MVoK6ZEksqvrZ/j7fps4UvLKko3vrpf/rxd/wh2PMIwbKO4qlZ+s1JEhIKWtndqKGtOEYEnFzeNFjxIuulIGnTu0pIeim+5s/hWfdvEFYKJAVZK0HSwzOLRLKnhtCuryAp+WdW8dRSsudr0+dSUH3N03+vXhrYNXFkqRXWVuvax44d49SpUzz11FOcP3+eY8eOkUgk8Pl8PProo2zatGnmc57NZjl16hRvv/020WgUXddpa2tj165d1NXVzfo+sG2bvr4+jh49Sn9/P5lMBo/HQ1VVFfv27WPduuvR3lNTU5w6dYqTJ08Sj8fxeDxs3ryZPXv2UFZWNuu8P/jBDzh//jy2beNyuXjk+Dsn1wAAIABJREFUkUfYvXv3rPvq6urie9/7Hvv27WPXrl2zjk+lUnzzm99EVVWefPLJmVS0iYkJDh06RGdnJ6lUipKSEjo6OtizZw8+39pFgL6byAt7Nl1XIpw+NUxP9ySJqey8hRNuF4ZReK6RT3lZ+/fNMOyCn2+3W0Ve4+dqNSOIl8wyvvLy4rDKjl311NWHOHK4n7OnR0jMI9ZBXhCKRTOcjGa4cmmCuvog2++sY+PmSvx+fdU/25qmsG17DXV1Id461MeZU8PE49l5x1WOI0gm8tWhrlyeoKrKz45d9WzqqFrUOGsprIpQky9DPMiJZ/6Qsa6D81/M5SdY0UzF+l2U1GzGG6qZEQqEbWEaSZKRPsZ7jjA57RdTKCrkmlggKzo7H/8DdO/iV3klSaK0fhslNZsY7zkyZ3s2McbQhZcpq9+OtMrpT0Y6xuC5F6CQwawkUd/xGC7f0r0RhBCkov35/r9JOs71/t9NSe2m6/0vKQjbxMylSER6Ge85kvfriQ0W7n/b5OrZZ5EVlR2P/wG6J7SqD2Vs5CJnXvzvjFw5MEc40twBghUtlDfuoLR+G+5A5Uw1J8cyyaWjRAfPMNZ7hNjQ+YJi3PRdMDl4miuHv8a2R38LVV/8apsky2z8wGdp2P74gvtGh87RffR/F+xHf1kjbfd+Zt4KV4tB94TQPWtbxvB2Ul2dLxuYLZDrmkjkSCQMwuHFv5eWZXP16uLSA21bMDKSxDRtdH3xX52GYc8pZ3mNYNBNMLS4amSOIzh3ZoQffv/CgisqkpQ3vSuv8FFdE6CyKkAw5ELXFARg5CwSUzlGRhIMDU7lU7MK5OfeSG9PlH/9lzN89OMd1K9b3c/8QqTTJpblIEkSb7zew7FpR/5CuN0qXp+O16sRCLrxejUURcayHLIZk0QiRyplkMmYZDPWrMGY263S2BRGXcPQ5sXgOIKBqzF++MzFm6Y7aZrMzt3reOzH2/F6C6+gv5P/846HyVpzw38d4ZC2TC7HRvnK+Teo8gT59Ka7UVY5qvJHHcVVCa4b/64A1/WUzncKJJKkoLgrwT3bWFdylQFlN+wno3jqYRFfj5KkLBgtI4SNlepDWItLPVLc1Uh6eV6AkSQkLYCsLewpJikuFM/81TglWUf1Nc3+299844Vn/12A48ePE4stPk08kUiQTt/aaMabkUql6O/v5/vf/z6RSITGxkYURWF0dBRZvm7GmclkeO655zh69CibNm2itbWVZDLJ8ePHOXfuHD/3cz83I9bYts3Ro0d55plnUBSF9vZ2QqEQ8XiciYkJHCf/fSuEIJlM8u1vf5uuri62bNnCpk2biEajvPHGG3R1dfHUU09RUXH9mb3nnnvo6OjgypUr7N+/v2DfVVdXI0kSb731Flu3bsXj8cxcb3BwkEuXLs2URBdCEIlE+PrXv87U1BQdHR0Eg0EGBgZ4/vnnGR4e5oknnviRL5/uOIKR4SkOvNbDuTMji1qQKoQsS0iyhCyBZYlVESjn89NTb1PxgoWYr32KIq+xjiRW7EW4VqiqTG1diI9+vIM7d9Zx7swI58+OTi+yzv9MpVIGly9N0N01ybrGEnbtWcfmjip8q7ygpigylVV+fvyjm7hzZx3nz45y+tQwk5HCfkXXyKRNenuiXO2PcezIVe7cWcf2O2vx+VZHUFoVocbMTHHx9b9htPPNgtslWaW8YQfrdzxB7caHcXnD+cpK0mx3ZyEEwrFp2vkkyUgf3cf+md4T3ynoc5MXa56jvGEHzXd9cknliXVPiOqWDxDpPzHH/NWxDUa7D9Ga+hSewOpVFBBCMDl4lvjo5YLb3f4KKpv2LmvSbmTiXHztbxidRySTZJXy9btYf+cT1G58CJenZN7+r3ZsNux6ksRELz3HvkXviX8t6HMjHIurZ5+jvHEnG3Y/tarloaPDF4iNXJwl0siKRkltB617/y01bQ+ge0ryfSVdDzO79uNRu/Eh2rJTDJ5/kYsH/pap8e7C4pgQDJx7nsbtH6W0fvsSPlAStRsfWpSwPHD2WXrf/jZ2AaHG7a9gw64nUbTlh2RLsKIypO81QiE3gaC7YH5zKmmQTOSWJNQYhs1QAc8bt1vFspw5X87RyTSppIFeuvivzkzanLcSUTDkWlSlqmtll1964cqCIo3fr9O+qZKt22tobCxBd6nIsjQnCsZxBI4jyGRMrvbHOHViiMsXx29qFtffF+PF5y7zkz+9jWDo9lU/MQybVMpgaHCKQ2/2zXlfZFmirNxLS2s5jU1hamtDBEMuFEWenhjmo6eEEDi2QzyeZXwsxdDQFP29UYYGp8hkTPwBF+vWlbwrQq/n49qz8P2nz9N/k+pOuq6wY1c9jzzWumiRBqDMffO0r9aSCgKai//r0Hd54ep5Ptm2G+ldsAJa5PYi7AzJC39EbvT5Re3v3/Qf8K7/zEzEzLuJAwcO0N3djbLIFL5rETVrSTQaJZfL8YlPfGImgsW2bVT1+m9TV1cXhw8f5oEHHuDhhx9GVVUcx6GxsZFvfOMbHDlyhCeeeGLmfPv370fTND71qU9RV1eHLMsz6UU3pipduHCB8+fP8/jjj7N3714URcFxHKqqqvjud7/LyZMneeSRR4D84mhtbS01NTUz6U+F8Pv9bN26lddee43BwUGam5tn7un8+fPouk5HRweyLGOa/z97bx4cyZneZz5fHnWfKACF+7660Qf7Yl8ku5s3h8PRcKi5VtrVSLZm7Qh5LWlXttexG7FWrCO83g3b8jqkDWm9ku3RSOPRHJwhOSSH5PA++mDf3WgA3bhvFKqAuq/M/aMAdAOVhbPQ3STxRHREBzIr86uvqjLffL/3/f3SnD59msnJSX7nd36H+vp6JEkimUzy2muv8eGHH7Jnzx527969RbN//6PrOrduBnj15S6Gh2YLtprIskBWJJxOM263FZtdxWpVMZsVFFVCVWUURUJRZLSsxrmzw4buletFFCjFNNKFuRfcz+MrdC9vafXNt+Zvzf1YCNbd+m90DEWRqG/wUl3jZv/BGq5eGae3e5qR4TlSqUzBKpZMRqPv5gxjI3P03Qzw6OOt+EqLb+0tyxLVNW4qKl3s3VdF1/VJurumGBoMkUwaV1pBbjF3cCDE+FiYgb4gpx5vKUoF+qYTNbquM3L9l/RfeNHQ8UaSTTTs+yo7T/3eqiK9QgiErCDJCt6qnex56o9w+9u49vafEp0ZzNs/m07Q8/F/wVe/H1/NnjWPWQhBZfsJej/5HvG5fPel0OhV5iZ6ipuo0TKM97xHMmYcWHurduKuaFv3F07XdUauvc7AxZ8Vnv/9z9N56h9h91avWCV0e/4deKs6cT7diNvfyrW3/8zQSjybjtPz0X/GV7efkupd6xr3ym9KW/JDlRQzjfu/RvtDfw9XWXPB97Awd7JiQnaU0njw6zhK6rn46v9BYOi84Wtis6OMdb+Dt2oXYo227EKIXKn2mvYtnH3PPUDKWyZc/XlENcn4KxwMGTjbxGIpwnOJdenUzMzECc/mB9xtHWWMj4XzKmGCwTjhcBKPd+2OOdPTUcNSVSFydoqWNajHh8NJ3n7rJpMThQOkhZvo40+10dziW1XgTJYFspwr+dzZ6aexsYTuG1O8/dZNRkeMV8k1Tae7e4qPPxzgsSdbUZS784CeTmUYGgjx3jt9eb3tHq+VvfsqOXCwlhKfdU32iVabCX+Fk527/MSiKaYmo3Rdn0TXddyee+84UQhd15mciNy24C4Q0Chqruf65KPNOJyWoiaeJCHR6aui2u7hnZFuvtl6cLv9aQV0TSM4do1kNFf5JEkKrvIWrC5/4dfMmyjMTfbiLG3E4vAV3HctxOcmmJu6haeifUNVu0YI2Yqj/Z9ga/rumvaXbbWL+jP3G5lMhn379rF///41XddDoRA//elP78LICmMymdi/fz9+/21jjTuTNJBLqKRSKaxWK729t3WnUqkUiqJw69atxfvl6OgoU1NTnDp1ajHxsYCqLr1HXblyBVmWURSFnp6exb8v6OH09fUZ3odXmltFUWhra+Odd97hxo0bNDQ0oCgKkUiE69ev09jYSEVFBQCxWIzr169jsViIx+N0d3cvOU40GmVkZIRdu3Z9IdufFu4Tv3ipyzBWArDZVGpqPbS2lVJd48btsWAyK6iKhKJISLI0r7dx+3MLh5PcvBkoSqKmkIFCoZaou02h8aULtETdPQSKajy29h3lHH+4cUsXmor1exJCoKoylVUuyv0ODh2uY2ggyJVL4wwNhQhMG7uCQU478dOzI4TDSZ5+toOqKlfRf+dCCBRF4K9wUlZuZ/+BaoaGZrl+dYL+vhmmp6IFq4BSqSwXL4wRCsV55ss7aGjcnOHCphI1uq4TnRnixvv/kZRBAkJSzDTue569X/rnG2qPUc12mg5+HZPFxdkX/xeS0Zm8fcLTt7h5+m9wlTWjGvTVF8JZ2kR581EGzuffbDOpGENXX6W8+WjRxHJjs2OM975v2AIjKWZqOp9GMa2vTFPXdSIzA9x4//8jFZ/N2y4rZhr2v8ADz/wz1HXOvxAiN/+HvolqcXH2xf/V8DOem7rJrTM/wFXaiLKO+V/zOCSZpgNfZ+8z/xST1b36C+5AkhTKmw6z95l/xkc/+MfEZ8fz9tGzGSZufkTzoW9jdRUvMbfN1rBwYTcim9WZmorSrulrcg3QdZ2x+UqKOzGZZBoacnoGyxM1yUSGyYkItXVrFxufmG+XWo6sSFRWuVbNtmezGudOD3P96kTBlQZJErS2l/LMszuoql7/iocQApvdxN59VfgrnLz446v03QoYnk/L6nzy8QD1jV7a2svuil5NOJzklZeuE7xDl0dIgtZWH4892UZdvWfdInNCCGRZ4HTlqrQam0vIZLR1O3DdLXRNZ3AwxC9e6uLWzcLtTmaLwtHj9Tz6eAsWy9ZUL8hCwiIrTMbC9zhovf/RtAyDF3/OWPfbJCIBsukEB37tX9C4/4XCL9J1xnve49Of/wv2PvVPaDr0jU2NYbz3A86/9Mcc+ea/par91KaOtYAQMoqztSjHutdIkkR9fT27d+9eU5wUCAR47bW1VRJtFWazGa+38AOArutMT0+TSCT4xS9+kVctJEkSFotlUTB4enp6sfpFWsFgQdd1pqamiEQivPjii3n72mw2TCbTorjvWhFCUFtbS01NDVevXuXIkSOUlJTQ3d1NMBjkySefxGLJJdHT6TSBQIBwOMz3v//9vGO53e7FaqAvYqImkcjwzq9uGiZpZFmws9PPg0fraGgswWy+OzbIy7HZjO9NkXBq/p5ybz83qy3XtrL8/haJpDYkqFsshAC7zbiDIRFPI8vFF7PdamRZwu224N5TyY5OPzMzcW52T3Pp4hijI7OGVd6aptPdNYWm6XzjW3txe7bOMl2SJJwuCzs7LXTsKCcYjHOrZ5qrVycY6A8SNahy13Wd/v4gr/z8Ot/6jQco8W288mdziRoty+iNtwmN3zDcXlq3n45HvrspDRNJUqja+RhV3W/Td/aHLF9C1LUsY91v03rkN/FWda75uKrFib/5OCPXfkkmmS/0OdV3hkRkumhVNcHRa4Snbxlus7krKWs4ZLhtJXQtw2jXrwq2U5U2HKTjkd9dd5LmTiRJoXrnE4x1v03fub8zGEOW0Ru/ovnwt/FW7tzQOVbCW7WLjke+i2rZWLmdkGTKGg5S1f4oN0/n39AB5iZ7cp/1dqLmvkeSBD6fHVWVDMXwpqeiZDPamh7aNU1nciKct4JjMiuUljtIJDNcujCW97rRkTn2H2RNqxaaphOYjhr2tyqyhL/CseLrc1aMcT49N7ziSlNVtYsnn26nsmp1zYeVEEJQUenkqS+18eKPrxasrImEU3zy0QDVNe41tW5tlnRaIzB9W9dAkgSNTSU899VOysodRUkWLazw3I/ous74RJhXfn49V0lTALNZ5ujxeh452bThJM1qiRcdGI6EGIwEqXN6t9ueVkGSVTof/T06Hvldhi6/wsVX//XqLxICT0UHbcd+i5LatVcLb7Mxdu3aRU1NzZrjJFmWsVrXXlW5FSxo/ayG0+nk29/+NiUl+ZVUCw5JG8Hv9/PCCy8sCvveyZ3OTOtBVVU6Ozt5+eWXGR4exm63093djd1up6GhIe/9NjU18bWvfc3wWG733dVRu1/QdZ2hwRDdN/JtmoWAzt0VfPkrO3G7LQXbe1Y5wabHKAQ4ncaVq6FQfEvdptaK02nsPjUbim+JicF6cLqMY65Zg+rwzxqyLFFWZqekxMrOXX5u3Qxw5pMh+m7N5MXRug63egNcuTTOsYfzrw9bQe4ZxIbHU8POXRXcujU/vpsBksllMboOQ4MhLpwf5eSpZuQNVqBvKlGTiEzTf/7HhlUiqsVJ2/HvzFtob2LyhEBRrTQf+haj199cLB++k/jsBCPX31pXokYIgb/5KI6SOkJj1/O2RwL9TA98Sk3nk5uuqtG0LMNXX0PLGGhLCIG/5Th2b2GxvELEw1MMnP9Jgfl30XbsOzh9m/zyCoFistJ86NuMXHvDUK8mPjvGaNevip6oMdu8tB3/bRy+uk29B0lWqdv7HP3nf0I2na8Vkk6ECU/34a0qfqJpm+IihMDjtWK3mwmF8j/LyckImazGWhST4vE0ExORvKDAalUoK3eQzWqL2iZ3MjoySzarrallLZFIE5yJGQYeNrsJX+nqVWiXL40VFCNeGO+jj7dQXVOcwFQIQV29l1OPtfCTv7tcULPmZm+AG9cnOXBo7Q84xaK2zsOzX9lJud/x2QzGxdoSfZCrpJmcjPDij67Sdyu/qnQBk1nm5KMtHHuoAWuB1cq1cCM0QTBhLJSqoTMaDfG33WcZjgR5oXnfPXfAuN8RQqBanCi6A5NtbZV4Qgjc/lbc/s9Hxcr9zqOPPrqu64jNZuP555/H7y/cvnavEUJQVlZGd3c3ZrOZ+vqVxaFLS0sXhXsPHDhQMNEihKC8vJzu7m4cDseqx13vmDs6Onj77be5dOkSZWVl9Pb20traSklJyeJnpKoqpaWlxONxysrKvvCiwXeiaTrdN6YIz+U/tJeVO3jsiVY869DxuxNd04vmFlVSavyZhWbixGMpnK5724Jc4rMhSRLZ7NKH79nZBJFwsuhCtmtFkgRl5cYLfNNTuUXB+3XBaT3IsoTLbWHvviqaWnxcujDGu2/fytN7zGZ1zn86wgMHqu/qZyLLEnaHiV27c9bcN65P8cbr3UsWFCH3e7x4fpQH9lWtKd43YsMZCF3Xmbz1EXOTPYbbS2r2UNH6SNGck9z+NsoaDhqPRcsw0fs+aYPKmJWwuiqoLFAGnEnFGO16k3Sy8APSWsklfc4abjPbvFR3PLqhtqeJ3g+Ym+w13O6r3Yu/5aHizX9FG6X1xpblWja9oflfjfKmI1S2nyxK+5mrrAlXeYvhNl3LEg70bfoc29wdPF5L4RWFUGJVsd0FopEUk+P5vda+Ujs2q4rXa8PuyD/PbChBsIA48HJi0TShoPEqR3m5A+sq+jThcJKL50cLrjAJSbBzVwXtO8qL2oIkyxI7d/nZuavwg0ginusTXt46ttU4XWaeeLqNquri9yXfLYQA0xqCKV3PtTv9+IeXV2x3sttNPPZEKw+fbNpUkgbgX517la+/+ueG/7756l/wB+/9kEuBYR70N/B80wPbiZoious6ifAUkZkhIjNDRIMjhvdVXcuSiEyTjIXQtAzJWJBoaIRYaJRUfBbdSDzf4FzpRJhocHj+NffBMvY9QpbldVWAmEwmdu7cidO5uQrGrWbv3r3YbDbeeustxsfHicfjJBIJIpEIExMThMO3WxdramqorKzk7NmzdHV1EY1GSSQSxGIxZmZmljg17d+/n2QyyVtvvbXYXrVw3LGxMaJR41jwzu9Yoe+bz+ejo6OD/v5+zp49SzweZ//+/Us+H7vdzr59+5ienubdd98lGAySSCSIx+OEw2HGxsZIpdYWB3zeiMfTjI+G82IGSRLs2Omn3L9yFe9KpDMakUhhS+W1I/B6rYbtT+FwktHRuXt+PfJ4LDic+Q/+sWiKocHQPR2fr9RuGDvOhhJMTxf3OexeI4TA5bJw7KEGnn1uh+F3Zno6WhTdpI0ghMDhMLP/YA1f+WqnYYV5KBhnaChfnmStbLiiJpuOM9V3mnTCOJFR0frwupMPK6FaHHgqdzDa9ZahaG40NEwsNIzb377mY0qySkXLcXo++s9kDBIyU/1niYfGMFVsXOVa17IEhi4Sm81voQBw+hooWYcQ8gLZVIyp/jPGyREhtmD+nXgqdzDe857x/M8MEQuNFm0FUEgKle0ni2Y9rVpc2D3VBEcu523TdY1kpPBD0Db3F1arittjYShfX5xUKktwJk55gRWHOwnOxIkaWFKXlTuQFQm7XcXttuSJ18biaWamo6ueQ9d1YrEUcwYrWwClZXbM5sIP6wslzDOBwjawVqvK3n1VW7KCoigSD+yv5vLFsfySznlGR2aZGI9sWixtPbR3lNHYVHJXtHG2CkkI1FUs3m8LQq7c7mSxKjxyqokjR+sxmTb/PXigtJZC+gACsCkmOkuqeKKug1rn3fvcvyhcfuPfLd5nVYuDXY//PnW7n12yTzoZ4eKr/xqT1Y2/+Sh9535EaOwaQlYoqd5N+0N/H09lx4qLHMlogK53/5zJvk/Y9djvU9H68JoF9bf5bFBXV8fJkyf55S9/yV/91V9RW1uLoiiEQiHGxsZ44YUX2LUrZwTh8Xh47LHH+NnPfsZf//Vf09TUhMPhIBqNMjU1xdNPP83evXsBaGtr48iRI5w+fZpAIEBNTQ0AMzMzBINBvvnNb9LS0oKu68zOznLz5k3S6TT9/f1kMhl6e3sxmUyYzWYqKyuprLxtOa+qKu3t7Vy+fJkzZ85QUVGxZDvkEmv79++nt7eXN954g+7ubvx+P5lMhkAgQCaT4Tvf+Y5hu9fnnXQqa5hMMZlkKiod69Zyu5Pw3NoXwlYi1/pkpqTURmxw6QNsLJZisD9Ec4sPRbl3lSFWm0q537FEFw8gmczQ3xfcsrhrNYQQuN0WSnw2RoaXzl04kmRkeBa/f/NOQ/cbQkDHznIam0q4tkyvMRHPMLdOI5GtGF9LayntO8o4d2ZkSSIvmcoSCsY3PL4N35UTkWmmBz/FyHZCMdkobzxS1AkTQsLtb0Mx2Q3bb3KrUMO4ytfunCSEwFvVibeqk6m+T/K2x0KjjHa/g8u/fjemBVKJOUavv2Hc9oSguvOpDbkwxCPTBArMv2qyU9Z4eAvmvx3FZDMULo6HJ4mGRnCVtxTlvDaXH1/dPiSpOIGjYrJicZaRe9RYpnOk66Tixloc29x/CCGoqnZx7cpEnqhbMplheipCe0fZqscZGgwZ9hpXVDhRFAm7w2x4M0zMt0y1daxexRKYjhlqy8iyoMzvWPFGn0pl6emeJpHIb21coLHRS03t+kS214oQgppaN7X1Xnq78/vdAWKxNDe6Jqmr82y4/3Y9WG0qhw7X3beCv2tFCIHZUviz1zSd8bEwP//pVW7dLNzuZLWpPPVMOwcfrMG0SuJnrfyD3Y+Q1YwrMgQCVZJRJGk7QbNFdDz8uzTu/xrjPe/T9d5fkEnmJ2p1TSMZDTB241dM9Z3GV/cA7S2/y+xEN4OXXiI2O87Rb/7bZc5Stz+veHiSS6/+ayb7PmH3E/8j/pbjSNtJmjUTj8f54IMP2Lt3L2Vlq99riknuQc1NbW0tZvPK+mBms5mTJ09SW1vLp59+yvj4ONlsFo/Hw7Fjx6irq1vcV5Ik9u3bR3l5OefOnWNwcJBAIIDdbqejo4Pq6urF81utVp577jl27NjB+fPnGR4eRtd1fD4fJ06cWHRnApiYmOCtt94im8255dTU1DA5OcnU1BQmk4nDhw8vScQIIWhtbaW1tZXJyUkOHDiAy7V0wW5hDr71rW9x6dIlurq6GBwcRJZlSktL2b17931f7bRVZLO6YcyhKBI2+8b15HRd52ZPgOQK8ch6cDjN1NZ6GB2eWxLH6TpcuTzG7r2VVFTeu8/QZjNR31BCb/f0kjhR1+FG1yTjY3XrMpUoJk6XmfoGL2OjS+cuk9a4cnGctvYyXPe4dazYCCEwmxXq6r3c6JpaolejaTqJRM7W+16GJapJpr7By+VL40t+J7qmk0ikNzy+Dd+ZI4EBIjP5ls0A9pLaLRFmtbkrkVULGHQdZNMJosFhdC27rlUhk81LZdsjBIYuoGWWZqGz6Tjj3e/QfPAba+4tX87cZC/TA+cMt1mc5VS0HEdsIBkRCQwQDQ4bbnP46otqLb6AzbMw//mJmtz8D6HrWYTYfMBn81Th8DVs+jgLCASq2YGQJHRtueCTTjZTjHLObe4WVfNuScsTNelUdt7WT1uxlD2b1RgZns17vcWizKuz55Ip5X4HiiItuSnoOkyMh0kmMyu2Luk6BcsxrVaVslL7ig+7sWiKgb7ClRSyLGhuLcVWwAGgGFitKs3NPvr7ZsgU6E2/1RsgeTKDTdn6/uC6es988PbZThIICcwFEiu6rjM8GOLln19fUZPG7bZw6vEWHjxci1zExJVFVuGz3+L+mUQIgbO0AYevnnh4atX904kIjY99naaDX0eSTWiZJKrFQe8nf01w9OqSRE1OfFYmEZnm0mv/F4GhC+x58o+o3f2lorVIf1FIJBJ8+OGHNDQ03JNEzcGDB1fUkbkTRVFob2+nra1tcZX3TiHiO+9BsiwvOi/due/y/QAsFgu7du2is7PT8LgLtLW18Yd/+Icrvp/lOBwOfuu3fmtxBbrQ+3Q4HBw7doyjR4+uOIYvEkJguICk6TrZzMasr3OVUQmuXZ0wNEbYCELk3KcuXxrPq1qenIjwyUcDfOm5HSjKvVkUEELQ1l7GmU8G86pq5mYTfPR+P/4XdqGa5Ls+PkkS7NpTwZVLY8zNLZ27WzcDXL3IMHdvAAAgAElEQVQ8zuGj9Z+7qhqgoAC2JMQ9TdIsIISxvcKC1f1G2HB0NzvZi5Y1LoGzuSpQLcXPhKpW14qrPonwpKGw7kqI+TYhi91nuD04coVwYGBD/Yi6rjHe876hrTgIvFU7cZY1behHPjfZY9iCBDntHdWy8T7UQpis7hWTSom5SfTsxm4ESxE4fA3IShHdZIRAkpWCpeB5yZtt7mu8JTYsFuPvYigUL9iqs0AkkjLUmbE7TPNq/7lgr9zvQFXzvzOTExGSyZWvNbqeE4E1wmJVKfGt3JoYCMQMBZMXsNlMa7L33gxCCOoavCtaeIaCcaanCrdnFQtFkait9WCxKPfFDXkzCCEM25QW2p1eealrxXYnh8PE40+1ceBQDYq6tYFiVtOIppNE00ky29fJ+wqLs4yKloeQldw1S1LMeCp2oGVSJGNLK4+FrJBORrj+9v9DYOAce576I2o6n5q/L37Gf1B3GU3TSCaT90SnYiFxIctr+90v3MsWXrOgx1MooWG0r2RQQbeW4y78f2G70T+jJMydx10pGbXe9/ZFQFEkw9gondaYnU1syFEpm9W5fHGsoAvkRhACqmrc1Dd4Dc934fwo169OoN8jK2whoNzvoKk5/9lQ1+HqlQkuXBglW6TE1XqprHLR0laa9/dEIsNHHwwwdh/o/BQbLasxPRkhu+w7kasW25w2XzHQNJ3pqSjp9NI4SZalTQkdb7j0YXbiBnq2wIOKkAhP9xe9lDY2O462QqCYiATQtOy6FwOdpU34W44Z2k8nY0HGbvyKkprdrHcVNxEJMN7zrmG1hqxaqN75BKp5YwmV0ER3wbkQQmzJ/EdDoysmNBLRQHESHkJs3i3M+MArbPt8XdA+7yw4Jhn1S88EYiTi6YLVLrquMxOIGVoZOp1m3O7bJaMVFU7MFpV4fOm1biYQY242gcdT2D0hkcgU1JfxeKwFBZEXGBudW9GS2+4wbUoYcK2UltpwuyxEC/Smx2JpJibC1NZtrR2q2axQ3/D50ESRhMC8LJjWdZ2x0Tl+9tNrKwoHu1xmvvTcDvbuq9qU3sBKpLIZukOT/GLgCldnxphNxtABu5rTp3m6rpMdJRVY70IV1TaFUc32JdWzQghk1YKu6+j60muHrmXp+fCvmBm5gq92L2WNDyJtf34AnDt3jmCwcGJ0OeFwuKBg7jbb3EvMFhVviY3BgaWJ2nQqy82eAPsOVK+rCjedznLx/CjvvHWTbLa4SQmH3cSRY3X035rJ0wuMRlK8/PPrJBIZdu+tXNV4oRC6nmsFS6ezOAzMIVbCbJY5fLSOnu4p5maXPsfF42lef+UG0UiKw0frsFrVDcUmuq6TyWgkEhkcDtOaj2GzqRw91kDfrZm8ip/xsTAv/vgKz3x5x3xb+sbiBF3XSSWzBIMxYrE09Q3eNcccup5LWkQiKcr9Dmy2jc3PnccbHAjR3T2dl7xzOM2UrlKhbnS8YDBOMBCjvMKJ3W7a1KKnrudi9qtXxvMkFWw2FX+Fc8Pvf0NP8rqWJT47XtBZYLznXSb7Pil6cbqua2TThVtUsukErMHtYDmqxUlF6yMMXfkFGQNx3rEb79B67DuY19H+pOs6cxPdBEevGW63e2vwNx1d91hhYf7HCr7X0Ru/Yvzmh/dk/nU2fyEXiGW99dtssxSrVaG01G5YdRAKxonH0+Sv0+TQ9ZyNYTy2NDAQImfJaLpD4NfuMFHis+VZAqZSWcZGw9TVFzrLbZtJIyoqVxZ703WdqcnoimXGJStUFRUTs1mhtNzO6KjxaloqlSUwHUXTdGR565IoFquyYXvD+43lrU8LQc0vXuqib4Ukjc9n47EnW9nzQNWWVVIlsxle6rvEv7/0K4YjQSQhkOcrETVd5+PxPn7Wd4n/rv0w39l5DKu8uQBsm00gJIS8tqWpdCKCkBQa97/A8NVX6fnwP9H20O9gshRHsP+zzHvvvcetW7dQlLVdTzVNI5EwFonfZpt7idksU13t5url8bz4obdnmssXxzhwqBZZLlx1pOu5e1I0muLMx4N8+H5/XotNMRCSoKnZx959VXz0QX9etU9wJs4rP7/O4ECQB4/UzVc4y/NtJPljzyWoc5UXmYzG7FyCwf4Q/X0zmM0KX3m+c33jE4KaWg8HDtXy3ju38tq/5+aSvPl6DxPjYR48UkdllQuTaQ3j0zSyGZ25cIKhgRADAyGyGY0XvrF7fWOrc3PkaD2vv9qdl0Tr7wvyox9c4uCDNezdV4XDaV6xjWxhbNmFuZtNMNgfpO/WDP19MzQ2lVBT615HoianA/nSi9eobyyhucVHc4sPr9eKosrzseLK7UALFUGpVJaB/iBvvt6TF4tDrrqotGz9seHEeJgffP8CNTUe2tpLaWotxVdiQzWtb3zpdJbxsTCvvXKDqcn8HEK530FF5cbvsxuK8jPpOOlEYSssXcuSTW19KfxytGxqQ6VeQgjKGg5h99YyO96Vt31u+hbBkcs5u+t1BKSjN94mmzZqXRD4m49hc1cabFudTCpe0G0L7uH8Z9JsqK5yOYJ1JcW2+eKhqjK+UhuyLPKy18lkhmAwTlW1schuJpNlbGzO0L5yedbbZJLx+x3c6g0sO4Y2f4zCKu7BYCyvEmeByqqVEzXZjMbcbGLFsl9vifWu9CArqoTHW7hyCCAUTJBOZZGtWyfy63SalyTRPsvkXJ9y70XXdWLRNG+83kNvz3TBS6jHa+WZL+9gR2f5loopXwmM8u8uvslMIsavNe7lQX8DVXYPQkAgHuWTiT5eHbzKn115l46SCk5Vr91pcZt7h6xaaDn8G1S2nUCSFHpPfx+zvYTmB7+NJN/7svF7STab5cCBAxw4cGBNMV4oFOLHP/7xXRjZNtusDyEELW0+PvnYSmCZVXMikeGN13pIJrO0d5ThK7UtcVbSdZ10Wpu3Ew5x6fwoN3sDi5W9qirjdJkJzsSKEuovHPP4Iw2Mjswy0B/MO24slubs6WF6uqeprfXQ1OyjrNyOxarOt6ULslmNbFYjHk8TnksyORlhZHiWmUCMSDhFMpmhY8fGdDsVReLI0TomJyI5t6FlMVkqleX8uRFu9gaornbT0lpKud+B1aqgmGQEAk3LJT+SyQxzs0mmpiKMjc4xNRklEk6SSGQMW8BWQ5IEBw/XMjo6x5VLY3mx8ORkhF++1sOli2M0t/iorfPgclswmWRkWULXdbJZnXQ6u+icNDERYWxkjmAwRiScXJQRWGlRshCarhOJpLh6eZzurimcLjPlfgd19R6qqtw4XWZsNhWzRUFRcgmu3Jg0kskssWiKmZkYXdcm6b4xxZxBFbzJJHPgUPWGHLh0HWLRNN03prh1M4DT1U9pqZ36Ri9VVW5cbjM2uwmLWUFRcy2guq6jZXWSyQzxeJqZmRjdXVN035gyrKBXFIn9B6sNbcXXysYSNakYGcMExL1lM/14VpefqvaThomaVCzIWPc7lNYfWLPldSI8xXjPu4bbzHYvVR2nkE0rP/wUIpOKFUgA3VuKUU2TQxTVWnybzx9C5JIqZrNCLLZUq2lB7LdzV4Xha1PJLMND+YLYkiRRucxlwGRSqKh0IsTSHKSm6Ys6NRZL/gVY03QC0zFDHRuTSaZsFWvvZCpLPG6sQbWA22O9K5UMiiwtaQczIhJOks5obKXPgMNpXvNqTjITIxQbx2H2YjO5iaXDRJNBdF3DpFhxWnzIonAliK7rpLJxYqlZUpk4OhqSUDArduwmN7K0uSoSRZUXky3RaIo3f9nLpQujhi5kACUlVp57vpMdO/1bnpz7xcAVpuIR/uCBx/jOjmOYl7XQPtu4m4Pl9fzxmZd58dZFHqlqRRGfjwTalrNwEdH1Vaw69fl9c/+KYTsqhEAx21AtDnY++nvEI1Nce/tPsboqqN7x2BdaUFiSJOrq6ujs7FzTPAcCAazWjcVv22yz1fgrnBw4WM0br/fkGSbMziZ45efX+eiDfsrKHXg8VkwmObdgEMslOgKBGKFgbMn9SFEkjj3cQE2tm5/+6ErBVuiNUFpq57mvdvLqy12GixWaphOciROciXPp4hiqKmG2KIsP51pWJ53RSCbSBe+hm8HjtfKl5zrQNZ2u65N5c6rrMBtKMBvKCS4v6ASpqgxCLFb4JJOZookxw7z4vNPMM892YDLJfHpuJE8zJ53OxbvDQ7MIARaLism8LFGTypJMZvLeVzFJp7PMBGLMBHKJF0kS2GxqLhEyP1cLBiHZ+URINJoiEk4WHJeqyhw6XEt7x+bNczIZbfE71tM9jSQJrFYVu8OU+64puSqbhTlLJjLE4mnCc4mC3zlZkdi7r4pdeyo3FbdtKFGjZTNFEo29fxCSTEXbCXo+/h6ZZH61ykTvB7Qc+U2ca3Ai0nWdwNCFgq5YztImSmr2bjjw0rQ02jpFkz9riC/4Ct82q1NaZsdsyU/UaFqubajQw83sbMKwfNJqU/F4lyYIhci1GJnNSp5N9mwoTiScMkzUpFJZAgFjDQOX24LDYV7x979w41yJzWTo14OQBBaLmpesupNYLFXUAMQIk0lGWuM1sz9wke+d+Z95uPlb1Jc8wId9/5W+6fOkswk8tkoO1T3HkcYXsKr5fcOalmVktouP+35C/8wFgrFRMtk0JsVGmaOOo40vsK/2GVR542LnJpOMkHLVXx99MMC5M0MFb/ZCQHWth6Ym312poBqOBPGa7Zyqac9L0gCoksxDVS00u8sYDAfRPmeChcVE13XC031M3PyQbDpOYOgC2UySketvkowGUS0OSmofwFu5A13XicwMMt7zHtlUjJmRK2QzKUavv0UqNpvbt2YP3qr1le8bYbaXsOux/4HzL/3vXHnzT7C5K/FW7/rCtrDt3buX2traNb9/WZax2Wxf2Pna5v5GUSQOPFhL360ZensCeYvYCwtJgelY7p4imM8N64b3eEWR2Le/mkdONJLVdOx2U1ETNUIIqmvcfPnXdvKLl7ro6Z5aMeGSTmuk08U7/1rGV1pq59mv7ECWBV3XJ0kXcMGE3EO/kX7iVuEtsfLkM+0oisS5M8MFtQ11Paets9oi4N1A03LVNhudJ0WR2HegikdONRsaM2wWTcu1/i3XTlorsizRucvPo4+3bFqiYMMaNcuF6j7rCCHwVHTgrepkqu+TvO2RwABTfafXlKjJJKOM97xrmPABqN7xGCarcVvGWtC1LLp2b5TG7xbbAdA2q+FyW3C5LHlCapAT+82ktcX2kjsZG50jYXCj8vlsWJclP4QQlJTasNlNeYmaUCjB7GwCX2l+wJ5KZQx7VSG3OuNwrCzml8lqecrxy7lb7kcLDkWSJBUUE0wmM2hFFhpcjixLa36/WS1DJBnk7ODLXBh+HUUy0eY/QjwVZmDmEj+99H8STYV4ouO7WNTbvc2aluX6xHv8+MK/YjLch89eS5W7A5NsIZIKEogOE0uHkQq4x60Vk1lG1+HcmWHef6ePRIEWOcgFVz03prh0cYxDh2u3PFljV81YFQXTCg5/iiRjlhUkIWFsRrlNDp3ozCDDV19Fz2bRdY3Suv0kozOMdr2JbLKhmh14K3cAOrHgSP6+seDivrLJhreqE0lWcFd0YHWW5117zDYv5Y2Hl4gMW51llDUcwmzLla8LIXCVtbDnqf+Ja2//GeM97+IsbdgSt87PAidOnFhXzGGz2Xj++eepqDCu2txmm3uJEAKPx8KzX9nBq6/coOdG4cTHalUUDoeJQ4drOf5II06XhUxGo7zcweREYfmFjSBJgopKJ89/fReffDjIhfOjBc0YNnT8TernCSEoLbPza1/bRd25EU5/PMjUVPEExTdzXxdC4HZbePrZDioqnJz+ZIix0bmiVchYbSolJeur4BYiV5GuKFLRF/HcbgsHD9fy0MMN2OxrF2BejqpKqKq8aqy9XuwOEwcP1fDQiUZcLsumn2c3lKgRQqJgxCwEjpI6HCV1mxnXhvBW7dyU05HZXkJl+0lmhi/mhInvIJ2MMnLtDer2fHnVtpxocIjxnvcMt1mc5VS0PbKpMmMhCgtCIaT5+a/d8PE3iqdyx4r23dtsU0xUVaKyymUoKByJJJmbS+SJz2qazujInGG1ir/CYVil4vXacLsteUFDOpVlfDxMY1NJ3uUwHksTMAgyJElQNl8JtBJaNtcHuxIbVfLfCLIskCQoVEiZyWhbXlmx7nudrjES6uLLu36fE63/LTaTC03L0j9zkb/8+A95r/f7NJceYGflI4svmY4O8rNL/4bJ8ABP7vgHHG38dUrs1QghyGppZqKj2OZbnzaDLElcvTLBW7/sWdPqViKR4Zev3cDlNtPWXrZlbk8Axyqa+GC0l765aeqdJXn3Gl3X6Z+bZjgS5L9pe/CuVPl8VhFCorL9JJXtJ9e0r7/lGP6WY6vuq1qc7H3qjwy3ldbv58Rv/+WSv1W0PkxF68NLzydJlNTs4aHf/LNVz/d5R16jIPMCJpOJHTt2bNFottlm8wghqKxy8+vf2MPZM8OcPT1EKBTPE8Qt9FqbTaWm1s3xRxppafGhzLcZSZKgoamEK5fHt2TMXq+NJ55uY88DlVz4dJSu65OEQnGSicy6dHEkSWAyy7icFppbfezZuzFN0OXjc7ktPHKqifad5Vw8P8qN65MEpmMkEul1jU+InFGDw2mmvt7DA/urNz0+q1XlyPF6OnaWc+niGJcvjjE9HSUeW9/YFlq3PF4rLW2ltLaVUlvnXbc2XkuLj699fTfXrkwwMjxLNJYincpuSN/IbJZxuizs2FnOngeq1iVsXIjaWg9f/9Yerl+bZKAvSDSaIpVa3/dsAdUk43SaaesoY8/eShoaS4qmJbixRI2sFHwglySFms6n2HHiH25qYBtBVkzI6sZVEoQQVLQcp/fj7xELjSzbqhMcvUI0OIyrvHXFDNlk3yfE5yaNzoC3qhOnr2FTGTYhKQUTPZIkU7v7S3Q8/LsbPv5GkRXzpuZ/m23WgyxLBe2pY7E04XAyL1GTTGSYno7mXYgVRaKszGF4YZVlQbnfQd+tmbxt46NzaJqGtOz3GAzmAovlKIpEWblj1d+/ruurJj7u5gOyKOBisICmGZdM32u8tir21T6NVc1VCkiSTINvLzsrHuH9m3/LjcmPliRqeqfOMjbXS4NvDydbfwuH+bYduCKZKHc2FGVcgeko7751c13l43OzSd76ZS8Oh5nauq0TW3+kupWPxvv4T10fYVNMtHn9uE0WdCCSStIVHOcvrr1Plc3DM/W7kLYrarb5HJPT7oiRyWQwm82YzSu3rW6zzf2CEOB0mXn4RCOtraXcuDHFYH+Q6eko0UhOZFfXdSQpJ25vt5twuSz4K5y0tJZS3+jF6TQviTWEgOZWH4cO314MtlpzWiPFQpalRSefgw/WMtAfZKB/hkAgxtxsgmgkRSqVna/wFciKQFVkLBYFm92E05Wza66qdlFb58HtsWA2F28RWQiB3+/g1GMtHHywlv6+GQb6cuObDSYWH/gXKklkWUJRZczm3Bw7XRZKSqxU17iprfPg8VhXXbxbz9i8JTaOP9zA7r2VDA2GuNUbYHoqymwoQSSSXJw7IQSKKqEqMjabisNpxuW2UO53UFPrprLShc2uoqryuq95QghsdhP7DlSzo9PPTCDGQH+QyYkwwWCc8FySeDxNMpHJjUfT0LXc90uWJUxmGZvNNG+9baO6xk1DYwmlZfZc63gRNNssVpU9D1TRvqP8jvFFmJmJLY4vEU+TTmfJZnU0TUeIXOxtNitYrCpOpxlfqY3KShdNLTmha7NZKeo9YkPfDFkxIyvGP0pd09B1HbM9fyXus4CztAl/8zH6zv0wb1s0NMLkrY9xlTVDAfHEdCLMaNevyKTyS+IUk5XqHY+jmlcWEl0NWTUjK8b6CDnL9M/u/G+zzVqRJEFZuR1VlfL6heOxNLOhRJ5OTSSaNCzZtVpVKqry9Uogd0GvrfPwyUeDedtGR+dIp7QlzgmQEzPOZPLLT1STTGXV6jZ9QhKrJmK2UvhtObqmryjWLksr2xjeK1wWH775ipgFJCHTWPoA7/Z+j/G5m2S19GKFTH/gApqeod1/DKelZMvGtVGr08GBIK/8/Dq//s09lPi2RiPjw7FbzKbifDh2kwtTw5RaHViV3PwkMxkm42FCyRjN7jL+6IMfkdbyV8j++cGnOVzRWPSxbbPN3SKdTnPt2jXOnDnD2NgY2WwWVVVpamri+PHjVFdXr7sSZ5tttgpNy5JOzGGyuBYXcnUtSzoZRTHbqK33UFPnJpHIEIvmEh2ZjLYYIy08HFssCjabCSGMJQiEEFRXu/n6t/Zu6fvJtVwrlPsdlPsdPHCgggv97/DejR/xWM2v01hyeDEGkiSBJEmoqoTJJGO2qIs22Vs7Phmfz4bPZ2Pf/moSiQyJeHoxSbN8fIoyP8dmBdUkc+HTUX70Xy+tei5JEuw/WMORY/VrHp+iyJSU2CgpsbF7TyWJRJpEPEMymSGb1eaTDrk4U5YFqirnkg8WBXkFG+/1IssSdrsJu91EbZ0HTdNJJTMkkhnS89/BhfHoOovfO0WZ/yzNClabWtDyfCWuXBrj3bf70OalQlwuC88934n3DhfTBdHg6ho31TVudE0nmcqQTGRIp7Ok07fHhw7cMT5VlTFbFKxWdUW7+82yoUSNanYU7GXW9SzJ6Ay6lkVsog3pXqFanFTteIyhK6+QSS5Ltug6w1dfo2Hf84bvX9d15qZuMTN80fDYDl89/paHNlDDv2yMK82/liUZDX5m53+bbdZKrg/bitNpYWZmaZtRTiwvSja7NImSU+bP17SxO0yU+wvrM1RUOlFNMullIm3huSQzMzGqbbc1p3Q95whl1JfrdJrxlqzuFiJLYtWyzq0W772T3GpC4e2yIq1Z6PduIksmFCk/qW035SpSUpk4mTsSNZFkEHTwWP13dZxwuy1OViRGR+YM99F1uNkb4PVXu/nK853YbJtznzLizaHrnJ7ow6qY0NGZiofz9nGbrUwnIkwnjHUKYpm7J6T4eSajZQkm49gUFbu6cfHqLwLZ2BCpmdNYqp5DSJtb3U+n03zwwQe8/PLLWK1WKioqMJvNRCIRLly4QE9PD1/96lfZvXv39oLYNvcFqViI7g//kvaH/j5m2/z9LRGm9+Pv0bDvq9i9NQiReyi1Wu+dWYema8TTYdLZBFbViSKpJDMxMloaVTKT0VJYTS5SmRianiWrZbGZXCiyiQNNpwhnh3DZNWpqPIvujIl0BEVSsZrspDLx+YUjmYyWJp2JY1YdJDNRkpkYZtmGRXWgo5NIh0nNj8Mkb85Fc9HFaI0mD7quMzubYHAgtPqxZUFzi2+TYzNhsxWv6mkzY7FYVSx34TsYiaQYGgwu6jN5S6xkVtGjWTDPMDIJuVdsrPVJkrE4SkFIoOdH78noDJlUDJN19ZXj+w0hBKV1+7B7aw2tumcne5md6Ka0/kD+i+fdnpLRfM0MgPKmo1hdm7cRE5KC2eGjkA1LMhogk45hkj9787/NNuvB6TTjcJryEjUwLyicWZqomZqIGFailJbZV1RmtztMeDyWPIHgRCJNYDpKdc3tRE06nWV2NmHYClRWZsdsWv2yK8vSqv2tCz3bW/2coOs66XR2cVXCiAVrxfsNTc+i6VlksXTOM9lcIkES8hJhYHm+pXdh+93CZJLZvaeSow/Vk05r/OgHl5ieLixUePXyOP4KJw893ICpiCXdAP9wzwm+1XZoU8fo8G6LrBaD7tAkf3z6JR6t6eC7ux5e/QVfYDLhLmI3/wxzxVObTtRMTEzw3nvvsWvXLh599FE8Hs+8mHqWkZERfvKTn/Duu+/S3NyM3W5f/YDbbLPFaNk0seAI+h2OsLqWYW7qJunli873kKlwP2cHXyKVieOxVdBSdpCzgy+RzMRwmL3EU2EO1D3L6YGf4TR7iSSDtJQdYn/tl/KOlcrE+KDvhwRjo8iSyoP1X2F0tgeTbGFX1aMMB6/RP3ORvdVPcGbgZ0RTIUyyjePN3yCViXN24OckMzHc1nIONzyP3bx1LcVG3I8x0zb3HxsUExa4/W1Ikmzo9BENDpGKhz6TiRoAq8tPZdsJw0RNIjzJeO/7lNTsQVpmIZ3NJBi9/ia5+qilmG1eqjpOrSpEvBYW5l9IMno2XwcjEhgkFZvFZPlszv8226wVq02lxGdjaDCUlxiZmormhPPukE0aGZk1TKDU1nlWTIw47GbKyhx5iZpkIsPkRGRepyb3+mg0RXguYXQYKipdmMyrl8svlCCvRCx2d5IJuqYTj68sRme3m4omnFZM4uk5wslAXoXMRLgPgcBtLUe546GuzNkAQjAcuoamZfO0h4qNLAtqaj0cPV5P566KRTeoZ77cwUs/u2boaAY5+/f33r6FySRz9Fh9UYWld3g3L7q4TXFQJQmXyYrTtK39thK6rqNnomjpIEbx13rp7e1F0zSeeOIJKisrl6y0O51OTpw4wSuvvEIgENhO1Gxzz5nqO83ErY+Yneyh9+PvoZhz38nY7Dip+Oym5RaKha7rnB18CUVSaa16kPdv/i0CQTqbpLXsQYaCV6n2tDM6e4PZxCTHGn8ds2Ljl11/Trv/GDbVteRYw7NdhGLjPNnx3zMUvMq5wVfYVXWKi8Ov01r2IP0zlyh3NHB9/H0iySC7q05xbugVusbfJxgbQwhBZ9UJPrj5A8qdjeyqOrl4/GxWY242QTarY7Eq2DfhLlSIB/ZXUV3jIhHPEI2miMXSxGNpgsEYN65PGZpebPPFY8NLcZ6KHUiKCS2b71gRnRkiGhy9J85PxUFQveMxej/56zyLbV3LMtHzAU0Hv4HNvTSgnZ3sYXai2/CILn8rvtoHivZD91buRJJUskaJmuAQsdDoPXF+2mabu4kQgspKF5cvjudZR8/OJkgkMjicuZaBdDrL5ISBdpQiUVnpWnF1w2SWKX0M8LwAACAASURBVPM7kLoml7gx6TpMTkRIJrJYbbmH5Vg0TTicn0TJCQnb15TQMJmUPKvw5eSqduabZreQTFZbVVPF7jAtukLcTwSiI9ycOsvemidRJBVd1wknA1wbeweTYqWl7GDOxXCe9vKjvN/7N1wbf5fe6bM0+vahSLn2Il3XyWppdHQUafNBm82mcuhIHUeO1uEtsS1+/4SAjp3lxONpfvFSF9GocUIuGk3x9pu9lPhsdOwoL9rqnK7rZHSNRCZNRtPQ0Aom6RRJwm3aXMn4NoVpdpfzH058a9N28J81tHSYVOBD0FZ3RFsgFfjIsMJ7I8RiMcxmMw5HvvC7EIKSkhIymQzp9NrHt802W4VitucMCLIZ4uEplPnnFtVsp+OR72J13f1WXiN0dALREcyKlaGZqzT4HsBj8xNOBrCbPNjNXkyKjUgyiFV14rSUYlHtCCGRzESXJGoAIokZnBYfNpMLr62SeDpMia0aScgMBq8yF59kf83TDMxcZi4xxeDMFXz2WsqcDfROnUWWFIZmrlJfsgevbWkV6PR0lB/+7UVi0TQP7K/i1GMtqEWMcRZa993uXBJ+4R6r67m2/dGROZJT24mabTaRqHGWNmBzVzE32ZO3LZtJMtX/Cf7mI5sa3L1CCIGrvBVvVSdTfZ/kbQ9N3GB2sndJokbXsgQGL5CITBses7LtJKq5sAbGenH4GrC5KwlP38rblk3Hmeo/TXnT4aKdb5tt7lf8lU5kWeRZR6dTWWZDcUrLcqtLc7M5xfvlOJxmPF7Lig+bQggqKpyYTDKJ+NKb59R0lEQyjdWmzjuEpIgbVLtYrSrekrUJwMqywO22IkmioGhwaCa+osBvschkNENdnztxuSxFDWKKg0DXs7xx4z8SS81R5WkjlYlzYfh1+gLnaS49SLt/qRVynbeTA3XP8t7N7/ODc/8bD9Z/hRrvTmRJJZmOMjLbRYmtigN1z6LKG69ykCTB7r2VPP5kq6GDgarK7N1XlXOHevvWYo/1cubmkrz5eg8ej4XKKldREiZzqQSvDFzhreEbDEVmSGYyBWsU2j3l/IcT30bdFlXdEiQhMH0Btea0+AhzF/4xenp2ja/Q0bNJZHtDUc5vt9tJJpNEIhGczqUi87quMz09jaIomEz3XvNhm228VZ25ZIyu03Tom5htXiAnUyHJxdcx2ygCQbmzHoe5hEN1z5HMxokkZxgKXp/v4b49zmgyRCg+hjmdS0JZ1PznJ7e1jN6ps0SSQaajQ9hMbiyqnXrfHs4Pv0qFqxmHxUeJPWd9fbz5m6S1FGbZSq+zAati53DD86SycazLkkCjI3OMDs+RyWhEwqliFOoZz4m4vUAz/xckadtLcZvbbDgCsDjLKWs4yNxkL0bf4JFrb9By+DexODYugHQvMdtLqGo/yczwRbLppW0MOWent6hoOb64GpuKzzJx8wM0A20Di7OMyvaTRRWTsLrKKW04QHi6j7z513VGrr9B8+HfwGLfOueSbdaAkChU8ZCrRrsPPY0/Y/h8Nmx2E6nU0mRCOp0lEIjR3JpbrZiZiRnaIXtLrLg9qwv8Vla5sFjUvERNcCZGJJzC67XlzhOIGz5Y2x0mfKVra30UQlBR6URRJVJJY/GzQCBGPJ7B6dzah+RkMsuUgVPWAooi4Su1I8v3WWghoKFkL3XeXbx67U9JawnSmSQ6Gs1lh/ja3n+K11a15CVWk4tnOn8Pu8nDx/0/5pWr/zcaOhICTdcwKVae6Pjupq3IF6wrV7IMNZlkTpxqZnY2wcXzY3kVYwsMD4V4+efX+bXndxW0q18PP+g5y7+58AY2xUSl3U2ZtbCdfInFvtUFXZ8LdF0nnE7yy6FrvD/ay2wyTma++kMgKLM6+G7nw7R5/ei6zkv9l/nJzfNk9Zwd6Jfqd/ON1qW6eIPhGf7thTc57G/ga837liR0Epk0f9NzhmuBMf5g32NU2XPaC+FUgrOTA7wxdJ2JWBi32cLDVa2crG67ryqjdD2Dnp7D2vDbKGtIvujopGfOkg6eLcr5m5ubeeedd3jttdc4deoUXq8XSZLIZDKMjIzwzjvvUFdXh8/32Yxvt/n8YbJ5aDnyG5htJUj3aXJXCMHBuuc4M/AiL135E9zWctrKj+K0+DArNhxmL1bVSVbLIAmJC0Ovk9YS7K5+DElIfNT3I/oC5xmdvUFaS7Kz4mH8rkbe6PoLVNnC4cavYZKt1Hh2cHrgRY76XkASEp2VJ/ik/ye8fOXfY1ZtHGv6BgfrnuXMwM946cqf4LKWcbTxBRxy7nlJ13Vu9gYK3nOLSTarkUhktsQYYJvPBxv+NSsmG/7m4wxeepl0It+hYm6yh7Hut6nf+2v37UVjJYQQVLQ+ws3Tf0NkZqktr65lCAyeJxmdyYkqA9HQKDPDl42OhK/2AZy+huL6qpvs+JuPM3zlNcP5nx2/wXj3u9Tt+fJncv4/L0iyipCMy9Yz6cR8Ym/zukVfZKxWFZ/PRii4PFGjEQrmqk4WEiiJxNJSdSGgrHRlIeEFnC4zXq/V8DzTU1Fq63IuBDOBfGFjAI/Hui7Vff98BU+hRE0smmJ6KorTubVuMKFgnNkVWp8sVpXSsq2xit4Uek4s+Mu7/jG7q07RP3OJTDaF11ZJR8VxPNYKw5YSp9nHUzv/IXuqH2coeJVQfIKsnsGqOPC7mmgq3Y8qb70DjxACq03l0cdbiUXTdF2fNNxP1+FWb4C33ujlua/u3HTAd3F6GIus8seHv8JDVc3IK7TdyEJC+YK15WyEWCbNX17/kL/pPsOxiibavRV0Bcd5d7SHVk85j9fuwG2+nSyusnt4oKyWvrkAL/dfps2T37pQYrEzGg3xdzc/5UR1G5X224Lmk/Ewf9f7KT6LHY/Jhq7rxDNp/t9r7/PD3k+pdXgpszoYjczyL8/8gkvTw/yjPafwWu4fvRUh27DWfgPFtWtN+ydMPtKhT4ty7oqKCk6ePMnLL79MT08P5eXlqKpKLBZjcnKS8vJyHn30UazW1RP822xzN9A1jfjcBLJiWdQHTSfCzE5046nqRFHvD50rn72Gx9r/3rzbooIimah0NyMJhRrPDoSQiCRn6Jk6zUMt38JhLpl3ZJI4UPcs+2qfAkCWVEyylSMNXyOdTSJJMqpsIZ1NMhMbo8rVSqkjZ2dtN3l4pOU3cvsJCZNiRSDxaNvvkNFSyJKMKt/+LcfjacZH5za8ILMQc+acOXVkWUKWJTRNJ5PREIJFV8+pySjXr05w7OEGFEXaFhjeJo8NP8ELIShvOoK7op3p/jN52zOpGL0ffw9v1S48Fe2bGuS9wuGrp6zpSF6iBiA8dZO5qVuY7T6EEEz1nSYZDeTtp5htVLadWBT3KhZCCPzNx3CXtzI9eC5ve27+/wveqp24/W1FPfc2a0cx2ZBlExnytVEyqSix2Qn+f/bOOz6u677y3/va9BlMQe+FBEGCnWIRi0Q1y1azrLilOV4nTuK1nWw2cRLvOnaySRxnY2cdr5PYcYljx5YsWV5bnaJEUZQoib03AASI3tv0mVf2jwFAgABIAASLJJzPhx99NHjlzn1v3rv33PM7R3NcX6f5dxrsDoVQjouG+om/P8Mwx9KX9LRBT3dk0otXUSQKinwzmthqmkx+oZfG8/0TPjcNk86OTISxZVr0902dsJApTZn59woEHGRnu4mE+6f8ezSapr1tiNIy/zV7uVuWxYXGfpKJ6WulPR4buZeJNr+RMC0Du+qmOvfWSWVO00EIgSrbKAnUUhKY2STxWkGITGT3e95XzfBwYtrYbsOwOHaknexsF1tuK7+sUudKqPCFONrbSrHHT5ZtgUSeD7RHB3mi/hDrc8v4q40P4lQ02iKD/NFrj2NZFu8rqyU4QpIIIVibU8LanBKO9bayq/XslMd0qzbuLFrCN4+/wvG+tglEzeGeFlrC/Xx40TqcqoZlWezvbuI/z+7jV6rW8FtLNuFSbcT1FP928jV+Wn+QZcECHqlcc13640oQigsttAWh+hHSzO5lITsR0vxEqsqyzMaNG/H5fBw6dIiuri6i0Sg2m41NmzaxadMmcnNzbz5yegHvWqSTEer2/gdLtn1yHFET4fz+n7J0+6dwB0tvcAszEEKgKQ40LhIj8shUdPS/NsVJvrcKp+bDMa7kya5OnkcpsoYiZxbADFOnofcA9T37WVV0D86RfUff6ZcusGiKHY3JBFZfb4yBgcuXe18OlgUtzQOcPNEFQGVlkKrFIRrq+mio70OSYPGSHLL8Dva+1kh72zCxeJra5XmUlC7MBxYwEVcltbC5g1Su/ygDrccw9Mkrrn0tRzn+4ldZ++Bf4vDmXZOX2qhHw7U4tmp3U1hzFy3HnkFPTZx8peJD9DTtJ1SyGsPQ6ap/HSM9hf9FsIy8RVuvSfvsnhAV6z9Cf/sJzCn6v7f5MMdf/BprHvgSDu+1GVRcy/5/J8DuDqHYXCRjkyPbk5F++luP4ctdNMHQdAGzg6rK5OS4kWVpklQ1PJwkmdQxDJOuzvCkfTVNmRCtfaXzFIyQLeMJH8Ow6O4KYxgmhmHRP01ST2HR7FLYnC6NisrgJGLo4nlN6uv6WLW6EJf72nglJBI6DfV9pNNTq3oASsv8OF3zM0FawGQISVBQ6OV9D9TwxGPHJim6RqHrJq++ch67Q2H9xpI5ewb96uL19CWifOXgC2wvqqbQnYVT0Ziqat6t2liVXYy08Py/LAaTMcKpBFW+bNxqZrKQ4/RQ4PJxvK+NSDoxRtSMh7hCXdlthYv5jzNv8kLzKbYXVaNKMilD54Xmk4QcHrbkVwJgWhbPNB1HkWQ25VUQ01PE9EwZ6OrsEv7j7Fu82lbHBypW3xTvctlZim/tv4A0c+Wa4l2Kq+qziFnsMx2EEGiaxsqVK1m+fDmJRAJd17HZbGja/Ke/LGABVwvL0NFTUeRxyhlJUdH1BHp66hTKmxUO1cOd1f9l1vvJkkJN3hZq8rbM+dymadHRPkwkfPkAhcvBMEyaGgcIhVwsrs7GZlMYHkpw/GgHtSvziEXTHNzfyn0P1rB6TSF2u8p771+y8FxZwJS4KqJGCIn8RdsIlqym+/xbXOq3YZk67adfwu7OpvbOz2L35MzLjThKDhjpBAPtJ9HsXnx5868aEUIiWLwKd6CYwSmiunsa97N408eIh7sY6q5jKr+RvMpbcXiujeO6EDIF1bcTLF5FT+O+See3TJ22Uzuxu0PU3vkH2Nyheex/CyOdZKD9BJojC1/uoqs+7jsRDm8umiOL6EDrpL/pqSgdZ1+hsOZObAteQnOGEIJg0IXNLhOLTiRqotEkqZSBYZhTrpBk+R14vTMb2AsBgaATu0MlHptYQhUOJ0nEdVIpfVJ5FYDNJuMPzE6doCgSZRV+nE6VWGzqdJGWCwN0d0coc/nn/SVvWRY93RFaW6c39JRliapFQeRpyvsWMH+oqAxy2/YKXnyhjtg0SVDxeJo9uxvHkqDmck9YWMhCcKinmQPdF1AlGUlMTRksDeTzH3d//F1peDsbZDs85Dg9HOlpoS8eIcvmpHG4l/qhHnKdXnza3EpoitxZrM4u5mhvK+3RQUrcAZrD/Zzsa2djXgV5IyobE4v6oR46o0P84Z7HkcfdF7qZSfgKp5KYljXhbzcKQkggz65PZGcJsqMQxOzvxVQqhSzLGRPPkYS3UUiShNN59coyy7IyqVRCGmH6rYsGqqNpVSMLNqO/27F2jE+zGtnn0t/26Lhs7Nijv9hLjjmnbce2G9lWiAyJOFUbJmw7HgKEdMl3u6QNYoQOvgnuwbcbxIihe2yoHVdWIQhIRPrQk1FkZe4LOaP3oK6b9PdllCbRSIp02siU5zoU/AEnwaBzLKlytu+d0VKhCd9HzO44Ux0DuKLaePxv3bIy79DmpoEJx7IsC9Oypg12uLTdiiJRvSSHwwdbebM/xvIV+UiyoKc3yvn6fiRJkJNzkZi/UU6VY3Npw6K/Pzbmtzh6be0OBZ/PQSjbicuVuYfmcw6fThv09sYY6IsRj6fRdRNZFtgdKoGAk1C2C02T5+28c2nndOVvs70/rwZXSdQI7J5sam7//Uwk92DbpG1MI835/Y8S7W+matNvkluxEcU2vTnh5WCZBqn4ENGBVnouHKTj7CsMd9exZNsnrwlRA5mJdu6iLVMSNcM99UT6mwn3NU05EdccWeRX3448x0HYlZDp/xyW3vZ77O9vJjbUMWkb00iN+Oy0sGjTb5BTvhHF5rqq/o8MtNLbtJ+Os7sZ7qmn5vZPLRA100C1e/AX1jLQfmLKv3ece4WG/Y9RvfnjE1ZCFjA7ZOe4cDhUYtHJBEoqqRMeTk5JduTle3A4ZqYGyRBCTjwe25RETTicUe9M5SnjDzhxe2a3EiuEoLTMT16+l/MNk8sqASKRFAf2tVBU7Jv31CXDMDl0oG1KA+ZR5Oa5KS71Ixbqqq8phBAoimDtLcWkkgY7d5wjnZ7a6LC/L8bzz5zF67VTUDj7JKgfn9vPo3UHKHL5WZVdhN/mnDYeOt/pe9dFR88FBS4fn1p+G3938Hl+bcf38NudDCXjOBSVTy7bOmeixqlo3FG0hD3tdRzpaaXAlcWB7gsMpxPcUbwEh5x5tlkWpAyDMm+QTy7bileb/K7JcXpuyGB4viCENEY0zBY7d+5E13XuvvtuHA4Hzc3NDA0NUVtbO299ovc20veL/4V7zcPEzuwi3VWPZ+NHsRUtZ+D5r6EPdeK77RO417wfRohPKxkldvoVwvt+it7fjLC5cS69A/fqh1BzKi62zbIwBjuIHH6K2Ikd6MPdCNWGlluFq/Y9OFfcixi9xywLva85s+2plzDCPQjVgZa/GPeqB3DWbIcR1ZeZjBI7tYvY6ZdItZ7ETCdQPNk4a+/Gs+FDSE7/BOIl1XKM4Td+TPLCYcxE+KL0VFawl68j+NAXkEcCRozBDsL7fkrs7KuYkT6UQDGuFffiXv0gwv72vhdvBFSbh7zFt3H8xX8ku3QtkqLR23SQQNGKOcdzW5bF0FCCurO9nDjWQVdnhHg8TSqlYxgZo3NVlbE7VLxeGzXLclmxKp9QyDXmwTITvL6nicMHL84f8/M93HvfEtyz8N+LRlM8+9RpujozwQdCQO2KPG6/o2rK7dNpg2g0RTSSYnAwTm93lI6OYbq7ovT2TAxPOHG8k7bWoRndkw+8fyklpX6ysuxs217J2dPdHD3czoZbS8nJcbNufRE+nx3TtLDZFWRFwtBN9LSJfB09aizLIjyc5Pz5fo4caqOzI5y5tsmL11ZRZex2Ba/XzpKaHJavzCM3zzOra3spTNNioD/GieOdnD3dTW9vjHgsTTptYJoWkiRQVAmnQyUYclGzLIfaFfn4/dfX7N6yLCLhFDuePzuh5FxRJFatKWD9xpLrFqBx1ctgo14pS7f/V46+8L9JTVHiYRppOs7tpufCQXIrb6VgyXaCxatxeHKQFA1JVsZKPzIMloFlGph6Gj0dJz7cyVDXOQbaTzHcXc9g55mx88iKHcu6ds7cQgiKl93L+f2PkU5MLJ1IRvvoaznMYPtpLHOyh4Mvr5pgybWVEgshyF20hZrbP8XxF79KKjY4aRvTSNNxdhe9TfvJrdpMfvV2giWrcbizZ9f/bScY7mkY6f/MeWTVPnG1ZwETIISgcOndNB16cspEsHQizKld30RPRihd/TCurAJk1T6pFGp09ck0dCxTxzTSmEYaIclojqx3/aDG47Xjy3LQ1zvRyDcSTpFM6HR3R0inJhIokiTIL/CizcLPw+uzk5XloPuSFKRIOEU4nCAR10mmJj8LgsGLKxKzgc2msG59ERea+qdMkjJNi5MnOqldkUf1kpx5e8mbpkV9XR/HjrZPu42iSCyrzcPnu/kIRlW24Xfm47WFbnRT5hV2u8KtW8sYHIrz1hvNmNPEdne0D/Pc02d48OFlZOfMjphvCfcTsLn4hy2PsDbn5vA1eLtDlWTKPEFyHV62F1VT7M74/ywLFpDjmPukVAjBprxyyrwhnrtwgo155exoOc3irFzW5ZSMHVcSggKXj9MDcdbnllGVlTOfX++mgB5pINWzG0fpr826/On8+fP4/RdJh6NHj1JfX09NTQ3SPKkFzVSceP2bpLoasBWvQB/upu/JL6LlV6MEirFScfr+319hK1mFlluFmYgwsOPrDL3yb9grbsFedStGuJfBF79B9NAvyP3Ed1BzqhBCYMSH6H3yL4gefz5DzBTVYibCJC8cBsvEsXQ7jBA1RnSAnkf/hETDm7iW34utZAVmbIjkhcPENCeORZsRI0SNEe5j8MWvY1lgK1mBpNhItp6g9/HPow+2E7jvTxG2THxyuqueru//LgiBZ8OHEaqd6OGniJ19law7fg/32oeRbG4sy8IYbKfrh58h1XYSR/U2bPlLSLaeoOfRz5FsPUHwwf+JsF99gt27CbKiUbbqIeyuAL3Nh9ATEcrX/krGI1ObvSIsnTaor+vl5Z31tFwYnFJNYlmQShmkUgbDQwlaW4Y4crCNDZtKuGVDCXaHMqNn2+BAnJbmi3MXSRLos0xcMgyLrs7I2HEkSVy2rP18Qz8v7ThHd1dkWsXyKKKR1GUXrMYjHk9jGibnzvbQ3jaMaVqUlvnx+ewsqg6x781mFEWmuDSLmqU5BAJObHaFl3fWsXxlAQWFsyuRnwt03aTxfB8v7ajnwoUBDH1yX1sWpFMG6ZRBeDhJW+sQhw60smFTCRtvLcUxh9CCRDzNiROd7NndSMc0fnumaZFKGqSSBoODCc439HHkUDtbbytnaW3eVfnvzRSjoSA7nj/H0cPtY/e+zaawbkMxK1YWXBVZNVvMyzeWZY3SVQ8R6W/m7Gvfm3JCCqAnI7SdepHuhr1ozizcwVKcWYXYnP4xR3LDSKMno6QTw8SHu4kNd5JOhDFSMfRUHMua3ivhWsGTXYG/YBnd59+c+H1SMQbaTtLfdmzK/fIWbUXRrn2KgixrlK1+mOhAK+de//60/Z9ORmg9uYOu+tfH+t+VVYjmCqAoIy/mkf5PJYZJjOt/PRXDSMWuKSn2TkWgcDn+gmX0tRye8u/pxDBn9nyH9rO7yK3YRFb+UlSHF1nRsEwT00xjpBOkkxFSsSGS0T4S4V7i4W6y8paw8t7PvevVOLIsyMlxc/4SQ2FdN4nG0vT3xdD1ic8Ou10hlO2aFbkhyxK5eW7qzvVMkESm0wbDQ0kSCZ10auJvRJIEgaBzzoqXqsUhCgp9EwYy4xGLpnnt1Uayc9yEQvPzvOnrjfLaq41EwtMPToIhJ7Ur8m7KlILSwAo+fdv3kKVr491zI2GzKWy7rYKerggN9X3TSnPPN/Txysv13P/gUpyzIAk351dxeqCTpKFjWda7ngSeDyQNnZ0tp4npKT6yeB25jtkrnaaD3+5ka0EVvzh/lDc7Gzk30MWvVq/Hq15U6UhCcGt+JXva63mh+RQlnsCEcrW4nkYW4m1dwmZE6old+AH24g/NmqjRdX2s7OlawkonUXy5hB7+IpGjz9Lz6J8ge3MIffBviZ3cSc9jnyPdfR4tt4pE0yGGXv0+nvUfJHDf5xCaC8tIE37zJ/T+7AtE9v8M/31/CoAR7iVR/yaOxVvI/ug/IFQ7mAZmPDMZkhwXJ3/6UCeJpgM4a+8h9JG/Ryg2MHWM2BBCVhDjvJIUfz7Zv/5PyE4fkt0LQsKI9tH57Y8RPfY8Wdt/F8nmAsskcX4f6Z5Gsn/1a3g2fAiEhK14Bcl/PYXk8GIrW4NQbVh6kvCBJ0k2HSLnN76Bo3orQtYwon30P/Vlwm89hmvlfTirt17Ta/FOhKzaKai5k9yqLYCFrNjmpDLTdZNjRzp46cU6enumDkeYDj09UXbuqCOR0Nl6e8WMFcvXG5Fwks6OMInLBCXMFbIisag6m+JSP7IkcLpUFEWiZmkupaV+TNPC7sg8a11uja23lZNKGtfF688wTM6d6ebZp89MWnC8EgYG4ux6qYF4XGfb9opZJY6mUgZv7L3Aa682Er5MiuilsCxobRnimafOEI2m2bipBGWe1eOXIhxOsnNHHSeOdYyRNIoisW59EdvvrLzunozz81YWAsXmZun2T4OQaNj3kymVNRlYpJMR0snIlOVCNyNsrgD5i2+nr+UIxnhTLsui5eRz6InJDzKbK0jBkjuuzyBXCFS7h2V3fBohBA37HiUVn3pS93bs/7c7HN4cFt36m0SfaSER6Z1yGyMdZ6DtBANtJxBCHlM6WZaZUTcZaSxzMkmpjqxmvdshy9K0KxG9PVH6emOTFClOl0Zu7uxX7YpLsib5GAB0d0UwTWuSobGmyeTlz21iJoTA57Nz69YynvnFKSLTrOo01PXx7FOnee99Swhlz620ETIrCQP9cZ59+gz156a+VyEjd96wqZTsnJtz1VNT7ASUwhvdjGuGQNDJfQ8u5RdPnqCpcep3ra6bHDnUjsdr5657Fs2YKKwNFrAup5S/3Pc0NYF88p2+jJnwFPdUjsPDBypXL3gUXQGyJJHj9NIWHeTjO3+AQ9EQCDyandXZRXyoah15zswzIq6naA4PkDJ0Tg10kDYNOqJDHOlpQZVkAnbXhIQnTVK4vXAxTzYc4bunXkcSgq0FVSjjrokA3lday2vt9Xzn1OvUD3WzIlQEQEt4gMbhXv5w1Z2sHPns7QbLsjCNGFY6wlwcHwKBAI2NjTQ0NJCTk0M8HkfXdfr7+1GU6YfJXq8XVZ35oF3IClpeNbInGy1/CUKxYS9fh+T0IWflI2QVM57xBIsefRozMYyteDnp3gtjx1B8eUg2F9GTL+G/73OAQLK7UQJFpFqOETu1E3vlJhRfLoq9YFIbZKcPxZdPovEAsdOv4KjcgOzJRg1MTu4TsoqWtxgzOoA+2IGVjmMZOoo3l3hPI+boeNgyMWIDIKsogSLESMmdEihCaA70oW4YGb8Y0QEi6TMQ5gAAIABJREFUh36B7Akhe0Kku+pHjmGhZpdjDHWRbDqAY/GWBZJ4FrAsk/hQJx3ndhMPd4+VnSmak7I1j2AfKTm7EkzT4vixDp596jThcYa6qipTWOSlvDJIXr4Hp0Md861paOijtXmQ4ZEJeCKhs/uV85imxe13VGK/CcmaQNDJitUFk5TWum7S1Ng/gUwIZbsoLPLNaFFqVGHscKiTSCpFkfBOoUB2OjXmwQbrirAsi9Mnu3n6l6fo77uoPldUiYICL2UVAQoKfbicKoZh0t8fp6mxnwtNAwwNZn7ryaTO6681kkzq3HtfNU7nlReB0mmDfW828/KLdSTHWQPY7QpFxT6qFmcTDDmx2xSSSZ2+vhj1db20Ng8Rj2fUTsNDCXY8dxZFkVh7S9G8l/rDSDlYOMnTvzjNsSMTlTTrN5Zw13sWYbfPTCU2n5i35RMxjizwhMo4teufifRfYNrlvrcRhJDIr76d8wceI9zbOOFvychU3hGC7PJb8ITKrkv7YLT/vSy787O4g2Wc3v0vRPqauXE2VQsYhRASRcvuJdrfwund/4qeil12e8syMNJxjMurMRcwDkJkfGo0TSZ1yYu3s2OYwcHJRsKBoBOPd/ZKpJxcN3a7Mkku29ExjKZNfqRqNoW8/LnHVwshWFabS3vrEK/vaZpSgmyaFqdOdBGPpbnnvdUUFvlQ1ZmvEFuWhZ42aWkZZNfOes6d7bnso3txdYjVawuvW43uAiZCiEzZ3nvvr+HxR49Ou+qp6yZvvN5EIOBkzbrCGQ1uvnXiVV5qOYNhmTSHBzKmedOkDy0N5PNQxUpkFoia6WBZFmcGOjna28qyQAGlngCqJGNaFt3xMN89tZeW8CB/vfFB7IpKw1Avf7b3SfoSUdKmgSrJvN7RwFtdjdhkhftKl/Nn6+4dO74Qghp/PsuDBRzovsDm/EoW+SYaSQshyHa4+asND/DLxmPsbDnNm52NWECew8u63FJCN1GpiZkOk+x4CtlRgpa9BcsySHY8h5manjxO978FzE3xu3r1ak6fPs33vvc9PB4PkUiEZDLJt771rcs+Qz/2sY9RUlIy8xNJFxUrQsmUDmTULuJiubNlZvxeuuoxY4N0/+SPEdLE361l6Bm/XUMHRUP25hB48PMMPP+PdP/nH6GGynBUb8VzyyNohcuQxilu5ax8gg99gYEXv0H3Dz+DlrcIx6ItuG95BFtBDWLEeNayLMzYIMN7f0Ts5M4RoiYBQkIf7EDSHBfH95KCrWApQpKIHnkaNVSKkFUih36BGRvGXrb64nGTMdI9jRiDHbT/0wcm9o9lIWxOLD09Yrx8bVfO30nQk1FOvfLPpOLDJKN92D3ZpONhbO7grMYBXZ1hXtpRN4Gk8WXZ2bqtnLXri3E41IlezxZsuLWUluZBdu44x/mGfizTIp0yeOP1C/j9Dm7ZWHLTKW/Lyv2UlmVNmiLF4ml+8sPDE4iayqog9z+4FFW98nvuZvXrsyyL3p4oL75wbgJJ43JpbL29nFs2lOByaZN8vDduKqG1dYiXdtRRX9eLYWTGigf3t5Kd42Lz1vLLXlvLsmio62P3roYJJE1evodtt1dQuzwPzaZMOK9lwabNZZw93c3uXQ20tmTI60RCZ9dL9WRl2ameY1jC5drZ3x9j5/N1E0gah0Nly7YytmyruCEkDcwjUQMjZIHNTdnqD+DKKuT07n+lp+kARnruefRXgs0dwO669j4ErkAxobJbJhE1U0Gxucir2nJdyp7GY7T/y9c+gstfxOnd/0rvhYPXtv9dQWwzZOrfzVA0J4s2fYxktJ+GA49hpK7dNXk3QgiBx2PD7bFNeAlBRjY5PDw5nrKgwDsnosHp1AgEncRiE9OQujrCU64ceTy2GSdLTQebTWHTljJamgenVVCYpsX5hj6eePQoK9cUsKw2Y/ymKJcfXOi6QU9PlBPHOjlyqI3enuhlSRq/38HW2ytwzqFGeQHzB0kSlJRmcfsdlTz79Jlpk6AScZ3duxrweGzULLvy4Oaji29he2H1jNqQZXNOUG4sYDLiRprvnHyNpuE+vnzrwxS5/UgjirzhVIKvH32ZfV2N9CYiFLn9VPqy+cZtH8Gc5kc4Gu89Hg5F5UsbHiCaTuJRbdiVyc8hIQT5Lh//ZemtvL9iJXEjDRbYFAWf5sB5Fckw8w0z2UXk9N+iBm5By94ClkG07mukB49Mu49lplDccws1qK6u5kMf+hAnTpxgeHiYdDqNYRgTfGumwuXUNlMhkxRyye9lutIU08iURT3y16iByUonyeEFSRk5roRj0Wa03EXEzrxC9MgzRA48SfTIU/jv+UM8t/460sh9I4SEs/YubMXLiZ3aReTwLwi/9SiRI78k+MD/wL3moQypYuoMv/Fj+p/6Ms5ldxHc/knU7AqErNL/y78mdvqVcd9LYK/cgGfTrzH8+g+IHt+RKXMy0rjXPIRr5X1jbbWwwDSxV24k+ODnp/zqanb5nI2h363Q03ESkV6W3fkHdJx5GV/eElxZhZw/+FMMfWalJumUwcH9rfR0XyyJcTpV7rh7EWvXFY0l8EyAyKiGKyoD3P/gUp58/PhYmXY8nubNN5pZVJ2NP+C8qcK8hJicnAaZ9+qlnwshkCSBdB19SeYbhmFx+GDGNHgUdrvC1tsr2LKtbMpFRsgYCpeW+bnvwaX88ucnqa/LkOWjKpklNTmEst3TXttoNMVbb1xgeOjiGNzns/O+B2qoWhSacnwqRKZttSvycHtsPPHoUfpGxvWDA3HeeP0CRSVZuN1XN64ej3A4yY7nzk0od9I0mVu3lrFlW/mM/ZauBa5JQbKsaORVbSErv4au+r2cP/AY/W0nMuU4V6mwEUJCc/pxB4rJrdpC4dK78OXObFB5NVBtLopq7qbl2NNXVER4gqXkLdp2wy6qrNjIX7QVf/5Suhpep2H/TxloP04qPjR//R8sIa9qCwU1d5GVd+37/+0OIQQ2l58V7/kcvvwlNLz1EwY7T2PqMzMoW8CV4fHaycqyTyJq2tuGpox+LCrJmtMqj9OlkZPrHmP5RzEwEEdModzJK/DMyrB4KgghCIVcvPf+Gp547NiEgdR4WFamRvylHXUc2NdKQYGX/EIvuXkefD7b2Ms4mTKIDCfo6orQ2jJIZ0eYwYH4FR8Pviw797y3mrLywAJJcxNAliVWry0kFk2N1I5PLcPr7YnyzFOncHs0Skr9lz3mxryKa9HUdy2GknHODXZT5g1S4Q1NIlE0ORN/Lo9MTB2KSrl3dotPQgjynFc2oRQjPjR5rulNNm8GSPY8PLV/g2S/mFZj6REcJb+Oln37lPuke18j2bNrTufTNI3Vq1ezatUqTNPkueeeo66ujt/5nd+5LBkjy9dG8SGEQA2VEa9/AzW7HOeS2668jySjZOXj3fhR3GsfJtV2kp6f/DH9z3wFR/VWtHHJqEJSUPyFeDf/Ou51HyDZdoKeH/0BfU99GXv5LajZZVjpBOF9P0UNFhP64N+gBooBsEwda4qJv1BsSJoDW9FyfLf9NrI7gOwOoeZWZXxsRiCpDtRgMZaewF65Ack+d7XpAi5CIJAUDVmxoTp8xIe7CBTWko4Pk46HwZd/xWO0tQ1z/FjHhHHA6rWFrFlbODVJM/78QlBQ6OXOu6v42ePHxxQp7e2ZY27ZWo58hUWjBVw79HRHOHq4fULJ/vKV+WzcVDItSTMKIQS5eW7uumcRvb1RBgcy49zurghHDrdz+x2V06p1G+r6qK+76KUny4JNW0pZXJ19xfG3LEtUVAbYensFzz51mlTKwLKgvq6PurO9rF47u/J2SRJcKg6+WO50iqNHOrBGSBqXS2PztjK23laBpik3lGS8ds5xQmBzBSlZcR95i7bQ07ifnqbMv3BfE0Y6jmVm0oVGE23G7yuQEJKEkGSEpODwZOPLXYwvr5pQyRr8BbVoziwk+fqs6gohESheSVZeDUNd55hcUiTGPitYcgcO7w1OVRACmztIyYr7yVu0le7Gt+hpOkBv037CfRfm0P85+PIW48tdTKhkLf7CZWiOufe/EBKqzYVqG5Vbjx7DQsjqJKnvfEBWNFSbZ7LZspBQ1GsToX4pVJuLirUfIrdyM60nnqezbg+DHadJJ8OZRCfLvCRFS2Suh5Ay/yQZWbHh9OXjyS6nsOYupLexAeR8wm5XCAScNJ7vnzDQmIp8cLk0AoG5FQWrqkROjnssVnE8pjpXbq5n3uppS8v8vO+BJbzw7NkJKyOXwrIyKw+DA3HOnO5GlsXICtLFv1uWNeKpMzPy1u3RuPs9i1m+8uY0EH63QlEk1m8qIRxJsXdP47TXs6c7yo7nzvLIh1eSlWW/7HPbsiwsIJpO0hEbois2jGlZBOwuStwB3KoNaZoVyQVMhEe1UejO4kRfG883n2R1djGKkOiJR3i1vY6dLae5o2gJAfv1VeDezBCyC1vBA5d8qKCFtmAvfP/U+wDJ3t1Xd14hkGUZr9eLzWZDluVZq2bmC87aewjv/xnDe/4dLX8JsisLEBnPukQYodqQ7BlfIzMZw4wPITmzMobAkoyWvwQtv5pUx1msdGbSbFkWViqGmQgjOXyZbRUVW+Ey1Nwq4nV7scaPj0wDEGCR8cgzDZItR0k0HprUXiPSR+TIM9hLV2Ov2nSRgLEsLCOdKfsSAsnlx1l7D4M7v0F4/5O4170fSXUAFpZhYMYHkd3BjMnxAmYMWXPgCZWjJyNk5VZz+tVvMdB+klRiGGUGZY2maXH2TPcE5YPbrbFydcEVSZpRCCEorwhSURnk6OFMYqQ1Upa9Zm3hnErNF3D1yKR49jIwcHEh0elUWbWmAIdzZv5BQgiKSrJYtDjE/rdagMw48vTJzLUNThFkYRgmp050kRqXhBoMuahdnj/jMaQQgpqlORw62EZzU0ZNnk4bHD/WwfKV+VdUjI+HosgTzmtZFgMDcV7aUcfxo51jJI3TpbL9rirWbyi+LilTV8I1bYEQAoSMzRWgcNk95FffTiLaRyLczXBPA5G+ZuLDXaQTw+jpBJZlIEkqiuZEs3uwe7Jx+gtx+4txeHPRHFmods8Nm5g6vDls/Mj/wbiCosbhzUW+ThP/y2F8/xctu5eC6jsy/T/cxXDPeSL9F0b6PzzS/yaSpGT63+HF7g7h8hfh8hdl+t+ZhWqbn/63e3LY8KGvYU4lyRQCd2Dquu/E+X0Ykf4J26o5lWi5VVc8Z8X6j1K47J4pZtMZf6XrAiGQZAVPsJTqrZ+gbM0HiA93MthxhkhfE/HhblLxoQyZJASyYkPRnNhcQeyebFy+AtzBksy1sHtR7Z7JUup3KTKsvwdZltCniBscD3/Agddrm7PBb06eB7tNIXoFRZSqSoSyXfPm5SJJgiU1OaiKzDNPnaKjfXqyZhSmaU3pazMbeDw27nrPYlavnZnPyQKuH4QQOBwq226voK8nyulTXdMqo+rr+njlpXrues/iyyY2pE2Dt7qa+PfTezk70EVUT2bKZGSFcl9orDzKoy0MvK8El2rjt5du5p+P7+YfD+/MEKZkSFNFktlWsIjfq92Gdg0WJ96uyDyXxz8zBVpoM7KzdPr3nexAzFPKW0lJCbIsz1s091zgqN6Kb9vHGdr9XfShTuzl6xCKDb2/JRNh/fAXcS67G4BU5zm6f/gZbMW1aLnVIAlSXfVEjz6Lo3orclbe2HGTrcfp+fF/x1a6emzclOo4S+z0Ltwr70P2ZNRcQtZw1mxn8KV/pu8X/wvH4s3o/a3EzryC7AmiD7RPaK9kd6OGSgnvf4L4uT0gKwghI3tzcK97GM8tH0R2BxCqHe/m3yBe/wZ9T/4FsZM70AqWYqUTpHsaMRNhcj/2Lyj+yUbIC5geiuZk8abfyiSACkH5mg8w0H6S0pUP4vBceeE4Hk/T0jw4gejPzfOQm+eZ1TjJZleoXpLN8aMXS0h6e6J0dIQXiJobhGRCp/nC4IRxcTCUMUiezbVVVYklS3M4uL917Nr298Voax2akqgZHk7S0TE8YTxSWuYnyz+7+bHHa6eyMkDLhYGxY3W2hxnoj80q0ELTpLHgA8uyCA8neeHZsxw/1jEWAmJ3KNxx16KM0ugmIGngGhM14yGEQFZtuLIKcGUVECxedb1OPW8QQsITLL3RzZgTJvV/yeob2h5Z0fBmz15i3//cV4mfeQVLT2MmoyAEwQf+nOD7v3jFfR2ebByebACGE70k0hH8znxU+fqs3FiWxVC8K3Mf2YNII0oxhyebQOHy69KGdzryC7wo6uWJGiEglO3G5Z77oD4vz4PDqRKdxhdkFC6XjWDQOa/KA1mWWFQd4kPuVezcUUfduR5SycmJYPNzLkFpmZ/b7qhkcXU28tu4RvudjNF0sHvvW0IyqXO+YerYbtO0OLCvFVWVufvexWiaPOneTBk6Pz9/hH849CIxPUWOw0OVLwdJCPoTUU70tfPne/8fv1q9nv+28k6c6s3jbXIzQgjBhtxylvjzqBvsZiCZWehxKhr5Lh9Fbj+2BVXkZSGEgnf53192GzVrJe6av0BIVz8ZLCsro6ys7KqPMx5CsaFmlyOPePoJxY6aUzkWnS00B2pOxdj/yw4vgfv+FFvpaiL7nyB6/HksPY3iL8BZczta/pKxYytZeTiqt5JsOki87g3AQvHmknX3Z0YIkouldEqgGHvlBlKtx4mfey3zmS+PwL3/Hc/GjyA5R0ojFY2suzJJrrHTL5No3I+WW4Vv2yeQ3UH6n/nKWLqTmYoTfuunGNF+3GseRAmWICQZS0+RbD1B78++gJWKk3X3ZxGShBoqJffj3yL85k+In3mV8L7HEYqKGirDvfb9SM6see37dwUskBQVWbUhhETx8vdRVHsvRjoxo/FHJJKku/NiSbUkZQzr7fbZJTZJUmbBzO3WxlKgYrEUba1DLFocWlBh3gDEYik62ocnfJZf4MXhmN27WwhBdrYbr88+Vv6USOg0Nw+yfGX+hGtrWRb9fbEJQR6qJo8EXcxuUUJRJAqKfNjt6lh599BQgt6e6KxSTjVNQZJH/OGGEjzz1GmOHu4YKwfzZdnZfmclt2wouakWJG+q0cFoFHGm1GPyAHI+jm8aemZFS7pxxkDvNIymA6Q6zmArqr2mNceB+/4MfeNHMeJDDO78JqnW43M6zu66H3Go5Vk+cevXKcqqmedWTo2kHuWxQ3+JLKl8eM0X8dgXTJjnG/6AA6dTIxHXp91GViRy8zxXtVrqdKkEgs5p03ZG4XKr+LLmfxVptB78oQ8s4/DBNt54/QJDg1f2mJn58TOmyStXF7B5axnBkPOGri4vYGbIyc3Ukf/8Z0m6u6b2MUqnDfa91Uxurpu164sn1V6fG+zm2yf24FBUPrfmHjbkleMdUc4kDJ39XU388/HdPFZ3gK0FVWzNr1p4l14BQgiybE5uyS270U15e2IG95dkz8eWl8ckE4KbBGqojLxP/gdiJIFJy1tEwacfR4yUpdgKa8n/vf9EjPNzETYX7jUP4Vx2F+gpLKzM2FW1Z/6N9IvszSX40Bew0gksUwcrEwUuNCdC0ca2E0KgZOUTeuSvsfQElpEh+IWsINmcIE/cVvbmELj/z/Df81ksy0TIWsZvxjKxl61Bcma8jlKdZxl4/qt41n+QrHv+YOw7Ylnofc10fPPDJBoPYqXjY99P8Rfiv/uz+G77HSwjnTmvrGbaId1UU5O3BVKJYZoOPUn5ul9Bs2fIvnQiQvOxpymsuROHN/ey+8eiaSKRiwp3WRYjk+DZt8XjseF0XSRqDMNioD+OoZsoN9EE+N2CWCw9IcUqQ7jM7do6XSoej22MqDHNzLXVdXMSuREeTpBMXByL2zSZwBxNpf1+B5pNHiNq0mmDgYE4pmnNWLGuqpnSp1gszSsvN3DiWOcYSeN2Z0r7V64uuKlIGrjJiJqB9pOc2Pl/8OUupua230dzXNkcbzaI9F1g38/+DM3pY80DX8KVtSCtnBdYFrHTL9P/9FfI+53vYytcds1OZS9bDWUZNVDs2POkWk/M6ThJPUokOYBhTj+hn2/Ikkq2uxRNcaDMk0R7ARNhd6hkZ7smGQqPh6bKFBX5rsocTFVlCgq9nDvTc9ntAkEnjimSoOYDQgiyshxsva2CqkUhDh9s4+yZbvr6Ypgz9J25FJKUUWYsqg6xak0hJSVZN438cwFXhiQJyisC3PPean7+xHGikemToF56sR5vlp1Fi0MTSLhdrWfpjA3zpQ3380jlaqRLSk3uK1uOR7Pzx689wY7mU9yaV4GyEKO7gBuMyeVSNxeErIypaTL/r46VGQGgqBP+DhfL1+UrjIWFEAjNAdqVSwqEkBA2J9iu7NF2ueOOb6ve14IR7kXNXYTk8I6Vp41OgixTR2h2GFfeJ4QA1YY8RYrZAmYPI51goO04paseHPvMNNL0XjhAqHTtFYma8HBiQom0JAm8vrktMtkd6iRvj0g4SSq9QNTcCETCybHSHsjw3nO+tjYFu2PitY1GUqRSxgSCwzQzJr3jFw8VRcbtmdvcx+2xTSJQhoYSmIbFTD3dNU3G0E1ef62JA/taxpT3kiTYflcVa9YVzcrz5nph3kfglmmQTkaQVQfyLOMehzrP0ln3GtGBNhZt+s15J2r0dIKB9pPY3aGpvVGuIUxTR09GUTQnknxtJm43CpaRInZqF0a4F8u4fsTH2w2qbOMDq/7sRjfjHQ27XaG0zE9P9/RKl0DQSXbO1Rl3KopEaamfYNA5rYpFCK5LOpKiSBSXZFFY5GPTllLON/TT2NBHW8sQkWgKPW2i6yamaY61VZIycZOyIqEqEk6XRmGhj7LKAGVlfnJy3de9zGnUDFpPT1225nLbEPNoYpxKGUQjSWw2Bce8R40L7A5lWsNqWRE4Z2jiN1tIssSy2lzCw0neeL1p2v4EeHNvM4GAc0Kd95mBTvw2J2uzSyeRNACSECwPFFDuDXFmoHPaGOkFLGA+YVkWlhHFSg1imfGpndslG7KzeMG37TpDy12EEixhaNe3EbKCGirHMnXSXfWE9z+Opadwr7ofacEg+Jqgv/U4vc0HifQ303LsmTHz4NhQB8nYAIp2ZVLu0sRAIQR2+9ymiKoqoagTf4OJpD6BLFjA9UM8np6Q9gRMIltmCkWVJhEmqZQ+yW7AMi0Sl9xTkizmbM5rsymTlDOJeHrW4499b7awd08TqdRFuwDLsujrjWEY5ljwxs2EeSdq4uEeTr78DcrXfIBQ6dpZ7Rsqu4XqLZ/Am1OF9g6rUY30NXNmz7dZfOvH33Fx1mYiTPLC5BSABSxgvpHQ07zaXkd/4iIRsyG3nDJvMCPrViQ2bytn3friaY8hy+Kq/GlGsbg6m9/9r5suu439GqlppoIkZeqHAwEnK1bmE4um6O6OMDSQYHAoTjKhZybtIlMrbLcp+LLs+P1OgiEnTqeGZssYaN6I99Sy5XlUVAUnB+qNQLPJM06fmAkuNA3wzC9PUbsin+13Vs6b4TNkSLpVawpZUjONiaPgmqYJyLLELRuKqV2ee9lyOCFNJox0y0SVMpHR0+4nBKokE7uCmfYCFjA/sLDS/UTOfo1U1wsYyamVjKp3KVmbnkAoCwla1xNqTjmBB/6cwR3/RO/jn8fSUyDJSJoTJVBE8OEvZcq3brIJ0DsFeirKUOc54uFuuhr2jhFikqJRuur9M0qhnUqFK89xYUSSxKT3h2lak8iCBVwfTAqTEIyZ6s4WQohJiU2maY0lJo3CAoxLPhOCOSeGStJkAsUwzFmV+7e2DtHQ0DeBpIEM53/4YBv5BR7Wriu66VRf8z5S7Gs5TPPRp8itunXW+3qCpay893Pz3aSbAl0Ne2k98QKlKx+87HaWkabrB5/CSiXI/sjfow92EH7zUZJtJ8EysZWsxL36QezltyCUyZNAS0+RbDtF9OjTJM7vx0xEkD3ZOGtux7nsLtTsCsQUP9DeJ/4HiaZD5PzGN5DdQeLn9hA59EvSvRcQqg1bQQ3eLb+FVrgUIQT6UBfRI0+ROL+fZNtJks1HwbLo/LffQhrH3svebLI/+GW0gppxbUyS6qonUf8G8YZ9pHubwEgjuwPYy2/BWXsPtuLlY0Z1VwPDTNPUf4w3zj9Bd7gRjz3EhrKHMS1z0o/eNA26I00cuPAU5/sOoZtpCryLWFf6IKWBFaiyRkqP8/K5f6d54DgfXP0F/M78Cceo697Hc6f+LxvKPsCGskyMaPvgWX5y8C8wzAyrXRFaw/uWfQaXbTIZaVkWA7EOTnfu4XTX6wzFu1BkGyFXMetLH6QitBZ5pH5bN9Kc7z3IwZZn6BxuQJFUyoIrWVtyP/neqnfkqmLCSPNi82mO97fRG4/QFQvz1S2PUOINICPGEnCuVbnRKIQQqJpMluYgrqeIplME7K7LTm6vF2RZwuGQcDjUKZ34rxaDg4M88cQT9PX1jX1WWlrK/fffj9s9tQN/KpViz549HDhwYOwzp9PJAw88MGbaabMp1zUKUU8bDA0lSMTT8+btM4rR1ci5rkjOBzRNRptBKcSlKHb72dvRQFO4jzLv1D5abZFBLoT7WJdTdlPc8zcTLNPCHIhh9kSxUsYE5YfQZJSyAGLk+WRZFlY8jdkRxoqnQZWQs92ILMcE9ZhlWhjNAyAJ5KIsrME4Rk8UdAPh0pByPEhONXPegThSjhuzM5MIJxdnYRkmRssQQpGQC32IcfelFU9j9ESwwikwTXCoyNluJK99rJLIShsYLYMIh4oUdGF0h7EGEyALpIATKds91l6jK4zZE0Uu9SNdkixm6SZ6Qx/CrmTaMUOZuWVZxJsfJXb+X1Cz1qC5q0h178KWfx+WESc9sB/ZXoir+k8R8kKyzPWGUGy41zyEo2oT+lAnVjqR8Zm0OVG8uUjuwDtyPHKzIKdiI57sCjSHj8oNv4ptxBBayAqyMrN0S2kKBe2lE+2ZwjKtSUqHqSZIzMh8AAAgAElEQVTa8wprgQiaDhlyZFzfW1OQNzOEZTGJlBFi8rUVTCaDrKs471RE32wXFUctEcaXfg0NZuLo4/E0O3fUoaoyq9YU3FSejPM6irQsk56m/eipyxtsvttgmSbd59/EsmYg+7Mski3H0ftbGH79hwzv/RFGpB/J5sBMxoif2U34jR8T+vDf47nlkYtkhmVh6kmGdn+HwRe+jj7UiezyI1QbqfYMcaPl15D94a/gWHIb4pIo0FTHOeJnX81se/wFIvt/lvmDkLCMNInz+7AvuhWtcCkA+lAn0WPPY4R7sMaVkQlJRoxLsBCSPGkVJd3TROe3P0aq/QzC5kSyuRGyQqr9NJEjz6Ds/g45v/Z1XCvfd1UPdsuyONH+Cj878jfIksqS3M2YlsHzp75JQo8hxj24LMuivvcATx75MmkjQWX2OmShcL7vEMc7dnHfss+ysfwDKLJG0FXIi2e+zdmuvWwoe3hsAGJaBgdbnqF18AwPuC+mg3kd2Wyu+Ajx9BAvnvk3OobrMKz0pc3Fsiy6I0385MAXaO4/TrF/GbneCtJ6gub+45T4a6kIZVRqupniYMsz/PLYVwm6iyn0VZPUY+y/8EuOt+/iN9b/HUVZS286Cd/Vwqc5+Mrmh0noOj86+xb/cPjFG9oey7LY1XqO1zrq+R/r3ovrXVBvr2ka5eXluN1uent7OXPmDKqqYhjTJ09JkkReXh6VlZUMDw9z7tw5enp6iMfj0+6zgBuD2woX8fOGI3zj6C58mp1ybwhNVhCAbpo0R/r52pGdDCRjvKekZsryqHcrLMMktbeJ6A8PYjQPYaUNrEgSK5pCuG1oqwrwfP4OlBI/lmmhn+km9uPDpA61ZrZRZeTKIM6Prsa2uQwxurKXNgh/dTfIEs4PrST2o4Po9X1Y8TRSjhvv5+9EW1tEck8jsceOoN1STPLlBsxoEtcn1mMNJoj/4iRYFs7fugXnh1ciZAmjY5jIv7xB+ngH5mAcDAthV1CW5OD+9GaUqhBCEphDCYb/9mWkoBOlKkTypTqMzjCYFnKRD9fvbsK2pQwhS6QOthH+25dwfepWnB9ddfEdZFno5/sY/MzPsd9bjfv3b4WZ+gFYBsmunWjZt+Fb/U2MeCt6+AzupX+B7Cgi1fcGkVNfxEoPzM91tCxM06Szs5O6ujp6enowTROXy0VZWRnV1dWo6kWybXh4mFOnTtHW1oZpmhQUFFBTU4Pf70eSJEzTZN++fWiahsvl4uTJkxQWFrJs2TIaGhqoq6sjPz+fdevWoWka/f397N27l9raWmRZ5vjx40QiEUKhECtWrCAYDE6YSESjURobG2lubmZ4eBhZlsnJyWHZsmUEAoGxbdvb2zl48CDr1q0jkUhw8uRJIpEIHo+H2tpaioqKkGWZeDzO3r17SafTbN++HZvNNqFvGhsbOXDgAGvXrqWyshLIeN8ovjwUXx4LuP6wOf1UbvgoDm/urG0nAByXlMJYFiSTc7MySOsmxiWlMDZNnlfV6qUwLSZEiy/gIuwOdRKhkZjjtdV1g/Ql5dSaJiMrlxA1kphUXmWa1iQ1y0yRSuqTrq/dPvtQIJtNYdnyXDZtLiMeT/Pk48fHjJGHBhO88NxZfFkOKiqvvW3BTHHVRI1lmiQiPcSGOokOtNJ9/q2MgVXTQSzz4sWUJJms/Bo8ofIJ+4f7mhhoPzlhW7s7SKhk7YxMxgw9RXSghehAG3oyAghUuwdnVj6urEJkdWarK5ZlERtqp6/5CEKIKc23LMskNthOuLeJdDKMJGs4fXl4sitRLjmPZRrEh7uIDrYTG2yjv/Uopp6iq+ENEpGLK9GyohEoWonzkpebEe5lYMfXca9+EO+2jyO7gxjD3Qzt+jbhfY8z8Nw/YCtegW2EOLGwiJ99lf6nv4KlJ/Hf+9/wrHsEye5BH2xn6NXvEz7wBH0//xK5v/1dtNxFk/vA0Bna9W3SA234tv8ezmV3INnc6EMdpNpOYy9dPXbj2gqWkPOb/xdMg1RnHZ3f+TiYJqEP/R22ceoZJBnZFZhwHtmXi2PRZly178FRvQU1pxIkGb33Av3P/m9ip19m6JV/w7n0joyR3RyRSEd4/fxPSRkJfnPtX42QHBbnut/iP/d/HnMccZbUY7xy7gcYZppfu+VvKfAtBgQ9kSZ+8NafsKf+P6nJ24rfmUdZcBUeW5Bz3W+ysugeHGom5Wo43sP53kOU+JeS7SkbO7bbFmBj+cOkjQT7mn4xbXsNK81rDY/S3H+cu5b8NpvKfwW76sa0TJLpCHbVgzRi2tkbaeGls9+lMnsdDy7/I9y2IKZlUNf9Fj8+8D95s/FJHlxRjk25cm3y2wlCCAQCp6rhVLUbbh2pmyYHuy9wbrDrXePV4XA42LZtG4Zh0NTUxIULF664jyzLLFmyhKqqKiKRCI8++iiNjY3XobULmC1Whop4oHwFPz63j8/sfozaYAFFbj8CQU8izJGeFtqjQ7ynZCkb8ypu+G/wZoLZFSHy7bcgpeP90t3IOW5S+1uIfHMv2roiPH90G1JeRnVm9kQIf30PZlcE50dXIRdlYfZEiT1xjMjX9yAHnajLxyk2TQvjQj/R7+9HWRTCfu+SjNKlfRg5f8TPzwKjZQij0Ifrt9cTe/QI0e/vR1uej/vTm4n96CDJnedwvHcJwu8AWQJZYL9nMUpVCGSJ9KE2Yj8/Tvzxo3j+6DZwqBkdu2WR3NOI0RXGfm81cnkA/XQ38SeOEf3uW6jLcpFDLtQV+chFPlK7G3A8tAzhykwaLcMifagNK55GW18Cs1KbWZipHmw5dyBpfsxEF1gmmGmEpKAF1qEGbyXR9iS2vHtBnvu4AcA0TY4dO8bTTz9NNBrF4/EghCAej9PQ0EBFRcUYUdPR0cEzzzxDU1MTPp8PIQTHjh3j8OHDPPTQQ5SUlGBZFmfPnqWvrw+7/f+z995Rctz3le/nV6Gr83SciBlMBiYgEokESBAkwSBZYpRsSrItcd9ael575Rz0fGzLfrv2+u3zenftXVtvV9KxLCuaokQxiCLFDBA5DQYTMTmnnuncXeH90YPGNGYGGATKosR7Dg+BRqWu6qr6/e73fu+1MzMzw7FjxxgaGmJkZISFhQWOHj1KUVERLS0tRKNR3nnnHaanp5mfn8c0TXRd5+TJk1y4cIFHHnmEdevW5Y/36NGjvPzyyzgcDhwOB5lMhmPHjtHe3s4TTzxBOBwGYG5ujkOHDjE/P8/IyEieRJqdneX06dP8wi/8ArW1tSiKQiQS4fjx4zQ1NVFVVVUwaTly5AhtbW3s2rXrps7z+7h1kCQFuyvI7NBp0olI7v4gp6oJ1+zGdo00VrdHQ5JEfjJsmhaxVczor4V0SieTLpyQO502FOXdaykxdJNM5n2PzJXgdtsKSDKLnMHwjSCTMZYReA6Husy3RpIEbnfhHN7QTeLxG/tNJRLZZeTfld/rWtA0hQP31rFrTxUutw3DsLjr7lpefqmbxOJxzc0mefmlLp746GYCQedPBFlz00RNJhnhzIt/xfTgSTLxWTLJXFZ7z5F/ovfY1y/vyOZg08HfWkbUzAye4txLf002HcXIptAzCYpr97D34//jqkSNZRpExjvofOt/Mz1wgmR0EiOTBASKzYHdW0Ldzl9g413/9pqSS8syiU5d5OSzn2eq/zhVWz5EqHpHwTKp2Az9p56m78S3ic8NY+hphJDQXAHC1btoPvCrFBU35tuKktFJTjz7eSJj7WQS82RSC2CZdLzxhQI1i+b0s+ORP19G1GDqaBXNBB/7M2RPKPdjKa5DDVZhRKeIn3+Z2MlnsJU2IGQVMxUj8vLfYcZn8T/wmwQ+9DmkRfJILa5FLd0AQuRUOm/9Y+7fryRBTJ3UwClKnvr/cLXeX6CMYcsHCxYVipavnBiJCEKSsRDInjCKv+Kq51t2+gh95C8QNnvBtbEV1yFUO+nBM2TGOtDnRrCV1F91W1fDXGKUgdkz1Id30VC8G1XO/Z4aindRF7qN7qmj+WUnoxfpnT7OxpK9yJLCZLQfyBFgIVclbWOvMZcYxecoIehaR2PJHs6Pvc5UbIAqfyuWZTIwe46Z+DB31H4El20lj6Wr3/ALqWnaRn9EXWgHd9Z9rCC+22UrKli2Y+IQk9EB9lQ/TiKzQCKTu+9cmh+XzUfHxCHuz37mp46ouV6YlsVCJslMKk7a0BGAS9UIOdw4l1SdsqbBSCyCLCTK3UXMpOJ5Hxy/5iTkcCMv+a0m9AxzqQRDsVmOTQ6QMXTaZ8dwqblt2iSFGm8IdYkdvWVZRLMpppNxUkYWmyQTsLvwa4Uvg1g2zUgsQrmrCJusMJ6YJ57NYJNkSpxe3OrapMzvFoQQqKqKqqrY7fY1HYsQAlmWkWUZXdeR12rTfx04f26cE8eHOfhAI9Fomva2CWZnE3i9Go0bwmxsKl4xwcqyYGR4ngvnJxgbXUCSctHnW7dXEAy5CnqqLSsXRdnVOcXFnhlSKR2PV6OppYS6+mBBhScWS/PS850Ewy42bynj3JkxBgcjZNIGwbCT5pYSamqDBSkDlmWh6yb9F2fpuDDF9FQMWZEoK/eyaXMZxSXuG+7xXiu8Ngf/fssBwg433+w5wesj3XkvGrusUOr08qub9vPzDTsI2N/3AlkKfWgOvXcG11M70fbkVJVSiYfUK90YYwugyYjFyUr6lR709gm8n78f7cDliHO5zEvk975P8rkLhUQNoPfN4PmFLTg/uiW/nSv79izdxP7ABrT9dZhzSWJ/fxjt/kYcD2xA754i/dpFzGgKye9ADrvw/sE9YJPz+7ftrETvnyVzcgQrpefbtBa3jutTO9H21SBkCWvPejBMEl8/jdEzjRxyIZd60O6tJ/HVU2TPT2DbuQ4hBOZcgvSrPcg1AdSt5df9DBOSHctIL8ZEO0CyYST6UTwNINScsmbyZSzLuCny8JJi5Dvf+Q5er5dHHnmE8vKcFD6RSGAYBg5HbuyUSCR47rnn6Ovr44knnqCurg5Jkujv7+eZZ57hmWee4amnnsovPzExwcc+9jGKior48pe/zPHjx/nEJz6B1+vli1/8Il1dXWzcuBHItYt2dnby2GOP5T9rb2/n29/+Ni+//DJPPvlkXunS2tpKcXEx4XAYp9NJJpPh+PHjvPDCC7S1tXHgwIH890un07S3t/OBD3yA1tZWhBB0dXXxjW98gyNHjlBRUYHdbmfr1q2cOHGCs2fPUl5eniemZmZm6OjooKmpiZKSqycJvY8fH/Rsis5DX2a86w00lz8/tpZVO77SpmsTNW4Nt0fLt4IYhsnUZAzLsq77Xo1G0wUTckkS+AMOVHWVudgVm7+RFqZ0Wl815fBnHS63DW+RnWQyBiyq9yeiN3Rt4/EM0YVU/u9CEvgCjmX+gUIIinx2HA41b1SdTuvMziRuaL+zs4kCFZAsSwSCzusaDzldKpu2lOFebMlVFMHO3ZXoWYOXX+rOq30u9s7y4vOdfODnNuJfJRDix4mbJmpkm5P1Wz5EacOd6JkEnW/9bxYmu6nb9TGClVvzy0mygq+sedn6pY134Q5UkUkuMHnxMF2HvnzNfVqWxczQaU4++2fMjbbhLCpnXcuDuHwVWJZBfG6Y6HQfLv86rjU5tiyL+fEuzrz4l0wNHKdu15M07f80dnc4v0w2HePC6/+T3qNfxx2opH7PJ7C7w2RTUSb7jjB8/kVSsWlu+/Dn8RbnBlyq3UPtbU+QTcfJphZof/XvyCTnF82SL6tZZEXDV9a07LiEomFv2HuZpLm0vLcY1+YHiZ99gXTfCczEPLInRHask/TQWWRPGPeOR5e568ueIO7tHyZ69Jskzr9C0d2/ghS8wnBVCOy1u3A231tI0rwLkDQnlmli6ikwsjlFlWUibA4kuwcrm8JK31wLXUqPk8gs4HeWFcRha4oTr+OyuZplWUTTsyykpjk1/APax98s2I5uZpGFQtbIvQQkIbGl4n5ODb1A+9ibVPpayBoZzo3+CK89xMaSvTc0kY4kJkhmolRUbEC7ihmiZVnMxAZJ6TG+3/Y3yFKhH0vWSBN0VWCYy9urfpaQMXReG+niWz0n6Y5MEM2mAEHI7mZvWS2fbr2LYkeuUhpJJ/j80e+jSBKP1m7jG93H6YpMoFsm1Z4g/6Z5Lwcrm/I9t68Nd/HVrqP0zk8xnphHIPj0q1/Ny0ur3AG+cM8nKHHmKt2mZXF6aogvXjhE++wo8+kUTlWl0VfCJ5vuYE9JTZ7UOTc9wu8d+hf+z037mUsleH7gHOOJKHZZYV9ZPZ/ZdBfVnuCKv7FLkv1sNruY8mTlSRJVVZf1El9aXtd1DMPAsiwkSUJRFBTl+mWl/5qIRJL0dE1jt6uMjszjcKqoikx31zRtZ8c5cG89d+6vWdaLPz62wMXeGcCiqMjB/HyKnu4Z+vvnePixVoqXJCJNjEf57tPnGR+PEg67cDhURobn6WifZMu2cu45WJ+vIulZk8HBCGNjUS72zDAzHccfzKVanToxQtvZcR7/yGY2NIXz51nXTY4cHuT1V3vRNIVg0EkykeXIoQHa2yZ4+LEWqtb733Wyxq85+ZXWO7m/qpmOuXEmk7lBnV9z0Rosp7YohPJ+y9MyCEXOebWkdSzDBElA1oCsCZJ0uQ3YskgfG8LKGqTf6CN7ejS/DTOSgqyBfnEGy7QKvGqksBttz/rLJA0say0WThXJ5wBJIPkdOT+YMi8IgXDacse1WDW3LLASWbInRzAG5zDnUznPmrEFrNTid1gCucSDbXM54tI9ZJORq/xYWQNzcWImZIF2Zy3Jp9vIvHER2+ZSsKvonVNkL0zi+tTOvMpm7ZBQvM1k589i6TEkWwDJFiI59C0UbyuWmSE7ewQhu7nZiG7TNGlrayMWi/HEE0/Q0tKSbx3y+XIFmEv36/T0NJ2dnWzZsoXNmzcjyznCq7m5mZGREX74wx8yNDREY2MjAF6vl/Xr16NpGsFgkEQiQVVVFbIsEwgEWFhYuBxpbVnU1tbS2tqK0+nEsiy2bt3KsWPH6OnpYX5+nuLi3DgmFAoRCAQwDAPDMLDb7VRXV6OqKnNzcwUTI8uyaGpqYvv27TiduUnIpk2beOWVV5icnCSdTmO321m3bh11dXWcPXuWPXv2EA6HMU2Tnp4eEokEra2t2O3v+wH9pCCbjjE7dIYtD/0+/rJm8veBYE1Jsy63jeISd56oMU2L8bEo2ayBzbb2+YBlWUxPxYnFLis27HaFkjLPquMJ2xVqjGzWuG4vk9mZxA23av20w+GwUVrmZWI8R9Rgwfh4lEzaQLsOZaNlWczNJFlYuHxtNZtMebl3xWvrDzgp8tnzRE0mYzA+toBhmNelrjINk/GxKOnU5evr9thuieLFZpPZs3c9szMJjrwzmPfgOX9uHJdL5cEPbES7gRarW4mbno0rqp2yDXcDkE5EGDj9XRYmuwnX7KRq0wevvjJgdwWxu3LKAVNP03Pkq9dcJ5OM0PnWF5kdPkNJ3R20HvxNiko2LEbQWeiZBJnkPHZXaOWTK3LGSpZlEZsd4PQLf8FU/1Gqtz1Gyz2/hs3pL1hvqu8oF499A3egkp2P/yW+0iYkWcWyDKpnH+Xk9/+M8a436D/1HTbd9xsIxYaqualoPghAcmGS7sNfQc8mKanfS0ndtY2WhaqhBiqXH7+koISqQbGRnRvBzCSQgezMIGZyAbW4DsW/bvngTUgogSpkl5/sdD9mIgLLiBoJW0UT0o/BZ0OPjJHsfYdU33Gy490Y8VmsdAIztYA+O4TsDa/N0+cqsCwLCwtJSAXnUSAhC/mKZU0kIbOz6kNsq3xoxe1V+BqX/HkDpd56OibeZn/9J1hIT9MzdZSNpfuWGQyvFaZlYGEiS8o1DbJMy8AmO/hAy69T6l2uOrLJdtya/4aO46cJY/F5opkUD61vZZ3bRzST4geD7Xyl8wgBu5vPtN6JsvhbSBs6J6dGiaSTtAbLeaCqmcHYLM/3t/EXJ16k1OllSyhXHW4KlPJvmvcylYzy3878CE1W+c2t9+JYVOk4FZUiLVdFtSyLnvlJ/vjI95jPpDhYuZEGXzFj8QV+OHSBPznyLH+66+fYV16PJASmZRLNpPly+2HCDjc/V70Zt6pxamqIZ/vPkjZ0/mjnBwg5Co17Lctibm6OM2fO0NPTw8zMDNlsFofDQUlJCTt27KChoQFFUfLLj46O0tXVxcWLF5mcnETXdZxOJ9XV1WzdupXq6up3Rf3ybkE3THq6pnjw5zZSVxdEkiXGRhZ48bkODh8aoL4xRHlFUcH9NTQY4bad67h973qcLhuppM5rP+rl1IkRLpyfIBx2IYQgmzV47Ue9jI9FuetALVu3V6AqEslkltdf7eXk8WH8fgf79tcUPG+GhyJU1wT46Me34vc7MU2Ls6dG+eFLXRw/NkR9YxBFkbEsi4u9s7z5+kVqagPsv6eOIq8dw7QY6Jvle8+089orvTz20U14ve/uBEkIgSpkGnzFNPiunRjyPnKQq3yom8tI/aALeV0RUtBF5swoev8szic2IxVdvm7mTBx0E719Aq6YqCgbilGqA4tqmSVEjUdD2K8+6RKydNn7RZJAEpe9bgSL7EwupUPvnSH2397EGJpHCjmR3BooElYik1v3ym3bVcQSg2AhxOV9WfkPUdb7cz45b/XheGITcqWP9Jt9oEjY9lRd/6BXSGjF96BHO7CyESR3PVrxPcS7/wv6QhtYJnqsG3fjbyOkm0v0S6fTTE5O4vV6KSsrK/CCufK4Lz1jKyoq8s9VyLV6lpWV5SrXk5PU1+fe0U6nM68svKRIVFUVy7JQFGWZz1cgEMiTIUIINE0jHA7T09NT4O8VjUZpb2+nt7eXqakpMpkM6XSaeDyOaS4fR1VUVBT4zmiahqqqeYIfQFVVtm7dyte+9jU6OzsJhUIkk0na29vx+XzU1ta+p4j8n3YIIVA0N6rdi7RGA+GlcDhUKqt8XOyZybc/TY5HmZ6KU7bKRHwlZDIGvT3TBX4i3iI75eXeVdexX/FMi8ezBZPya8GyLPouzt6iUACxrJ3GNM3VwijfE7DbFarW+zh/bjwfoz0zlWB8fIGq9f41X1vDsOjpni6I4na7NdZVrpzS7PVqiwRRNH9tBvojLCykCVyHUiUez9DfN1tA3gVDLgLBm1f05oIfVPbfU8fUdJyLPTNYVq5oduLYMMUlHnbtqUJR3sNEzb8GIuMdjHe/geYO0nLfbxBaf1thC42jCJujaNX1JVlFSDILk92cfu4/MDN4kvrdH6f5wK+hXRELbpkm/SefxjCyVG9/jEDF5vyPWggFd7CK6m2PMnrhFSZ63qLh9l/EWXRjE/UCCHlFfxYhBEK1I2QbViaBZeYeZmY6hqVnkOzuZUbB+e9tcyAUDTMdx0xFV9opsn31h+mtgGUapPtPMPWtz5HqO47s9GMrbUANViE5irD0DPr8+C3Zl6Y4sStu5pOTGGY2rzzJGili6dn8ckIIXDYfdtWNImtsLLkDRb76YM9rD9FSdjevdn2Z4cgFxhZ6SGZjbC6/D9sN9sd77SE0xcX4Qh8ZI426SnqFEAK/swxB7v8tZXe9n6iwAmyywuN123isbhseW+5cWljcWdHAp3/0VV4d7uT/aN6LsuR+iWXTPFa3jSfqt6NKMrppsjVUye+8/W2+3XuSel8xblWjxhuixhtiODbHl9oP4VRt3F3RmN/PUsT1DF/pOMJQbI7/Z+/j3LNuA4okY1oW91Vu5Fdf+xpfOP8mTYFSwo7L8mTDMvnczodo9pchhOCJ+u1IQvDiwHnuWbeBD9duyS9rmiYXL17kmWeeob+/H7fbTVFREQ6Hg0Qiwblz5ygrK6Oh4bKaz7IsXn/9dU6cOIHb7SYUCqEoCjMzM7z66qucOHGCT37yk/lq8HsBAqhc72fzlvJ8S5GrMciu2Sq+953z9HRPU1rqQV7SbhQIOtl/oA6fP3ffulw2tu+o4MypESbGo/nqz+jIAl2d02xoCrP79iqcztwzwu3R2H+gjqHBCKdOjrB5WzlFSybkQhLcdaCWqqrLxOmWbeWcPjXK5HiMVErH7ZZJpw3OnBrFNCzu3F9bUKVq3VxK27lxujunGRmax9vyfiX7JxFSyIXrV/aw8PmXiH3hCJJbQwQcuH99H/Z76y8TJoDQFKRSD97P349cvsJ4RZEK1DS5lcS1BSNrHE9asTTxL7xD9sJkzox4ewXCa4eMzvyfvkT23ArvYYnlx7QS7Ar2hzaQfqOX9OsX0e5tIHNsENv2ihwBdZ0QQsJWch+qbxuSowIhZJw1T4GkkBr+F5AUXHX/DmftvwVxc8NawzDIZDIoipJv91kNmUwGIQQ22/LxgqIoSJJEJpPJq2RyKSVLikaLCsfVWj0uKXSWLn+J0LlEqMRiMb7xjW9w8eJFWltbuf3223G5XMzNzfHd767siWe325cRUFdO1iRJor6+nnA4zJkzZ9i6dSsTExN0d3dz++234/W+u2PF93F9UGwuvMV1dLz+D5RtPIDNnnt/CEnGX7EJVbv6pFaSBM0tJZw5OcrMYjpOJJLizOkxQmH3staWlWBZFkODETouTBV8vrGpOJ+ysxL8wcIxcyqZZWgwQulVVDhL9zkzk6Crc+qqy60VkpQz312Khfn04v323ilaLYUkCRo3hDl6eJCJiZyqJhpNc/rkKMUlnjWlpFqWxfjYAu1tEwWfN24MEwiuTLrIssTmrWV0XJgglczNVSfGo7S3TXDHvuo1KYMty6K7a5rBgciS7QpaWktuaapmIOjigx9u5tnvnKfvYm5+mE4bvPLDbpzOXMuUvEIy2o8D702iZrQdPZMgWLoRf1nTdU9SZdlGcmGcjtf/gcn+ozTc/stsvOtXViR3MskI85M9YJlERi9w4fX/uWyZ2MxAzmhuYQL9Jtt18rBMrGxq+ceWBXoWTB2h2BCLagZ7KIoAACAASURBVABJtSNkJdcytMpL39IzWIYOQlrdpPddrpCY8Tlmn/srkl1v4d7yQfwP/Ta28uZcq5UkkZ3qJ972AzBuvm3H6whT6q1lYPYsEwsX88qTydgAg3NtBcuG3FVU+DbQOfE2/bNnqA5uzadC6WaWjJHEZfPlE04kIdNUupc3e/6Z9vE3mI4NEXCVU+lfOWlp2TVZ4RL5HCWsD2yia/IIHeNvsaniXuTFQadp6ViWhSrnPEHqwjvwOkIcG/ge1cEt+Byli5u1yBq534BDvfZL7qcdLlXDArKGgYmJZeXaOoqdHqLZFMYVqq2ww8O2cGW+rUORJHaX1FDqLOL01BDRTAr3dSrO5tIJDo9fpMoTYG9ZXZ4YkoSgOVDOltA63hrrYSg6V0DUbA2vo8p92Xneodi4r7KJp3tPc3JqiA/VXCaNFxYWeP755+nr62PHjh3ceeedlJaW5icK4+PjhEKhAnWMEILdu3fT0NBAdXU1brcbIQSxWIynn36a06dPc+LEifcUUSNJguISd4HvixAS4WI3mqYwPRUnqxsFRE1JqQeX27ZkeYGmKag2mWzWxDQsLDkn504kMlRW+ZZVAD1ejdJSL11dU0TmkgVETZHXTjhcOEiWFQmnU2U2lSWbzVXRU8ksE+NRTNOi7ew4Pd3TBevMR1JkdYPZ2cTNn6irYCGTYjoZY53bh22VFtjpZIzZdJwKlw+nYvuZf87koZtkT40g7ApF/+mDyMXuHOFiV2FplVYIlMYw2fYJjMkYysbiZS2Jl5Z7t2CldLIdkyg1AbQ7qhF2ZUlc+MJNbVsIgbqxBKU6QObIIJLPgTmTQPulHddpInwZkuIG5bKKUNiCOXKm+lO5v8sOkG7ev0tRFJxOJ+Pj4ySTybxB8ErweDy51ulood+DZVnE43EMw8Dtdt9w1GsymUTX9TxhZJomiUQCm82WV/AMDg7S3t7O3XffzcGDB/O+YQMDAzd9LrxeL83Nzbz11luMj4/T0dGBYRi0tLTc1Hbfx62HqadJREaIR4bpO/7NAo+aLQ/94TWJGsi9C5tbS3jrjb68AuLUiRHWV/vZ2BS+6u84l36W5u03+vLtU5BT07RuKi14J1+JYNCFw6mSTOTG/dmsQdu5cVo3leJwqqv+ji3LIpnUOfbOIDPTt2buJUtSwfsbYGoqxtxsktKy91Y7+FIEQ05aN5cy+XJP/tqePTNGZZWPLdvKr0pCWFbOWPrtN/sLxh9ut41NW0rRtNUJrPXVfmprg7SfzxE8ufbuAWpqA5SVe69K1liWxfR0gkNv9RcorMLFbjY23VqlrxBQXu7l4IONfPvrZ5idzSkWowtpfvRyDx6PRm39ypYD7zbek0RNcmESy7Kwu0MomvvaK1wBPZuk/dW/Y7z7TVS7h5K629EcvhUvQDoRQc/EMbIpBs58F1YhhYSsYmHddLvOJVh6Gn1udLnpkmWiR0axsmlkb0mecFEClUh2D8bCFEZsGsUbLtyeZaEvTGAmIiiBdcjO1RVH14+1/3AzEz2k+o4he8L4H/xN7PW3Fw5QjSxWJnlLPHJyaUuP8+y5/8LXTvwxW9fdj2mZdE2+A1Dg7eLWAty34d/ynTN/yT8d/UNayvbjdYRJZqKMzHcQcFbw+NbPYVMuP8BLPLXUhW/j5NDz6EaW3TWP4tYKq4WmZTI630UiM08qGyORnUc3M3RNvoPXUYxT9VLirUWVNVTZzoHGTzIS6eRbJ/+c82OvUeypIWOkGJ/voT68kzvrP4Yqa6zzNXFP41O8cP5v+dLh36QhvAtNdRNNzTAcaef2mifYuf7DeaLnZxGWZTGTivP2WC9HJ/oZS0RYSKeI6xn6FqapdPuX8WVuVcNrKzTI9WkOfJqDoegcaeP6e6Aj6QRzqTi1xesLDIwhRwRVefxkhg1G4hG2U5X/t2KHF/UKdVyZK9e2M5ksnEh1dXXR29tLZWUljzzyCD7f5eeZ0+nMeysshRCC2traZRJ2u93Onj17aG9vZ3x8/IaM3/7VIMSyKosQOemvstimZF4R8ehyrUw0CESuRYRct0gymQULHE512eBCUSQcTpVMWidzRZ+83aEs68cWLLZRWORJW103ScQzJJNZzpweRVrhmAIBJ4r67lb1Xh/p4u/OvcZTTXfw0YYdKy5zZKKP/3rmR3y65U4erdv2fvLTIqysgd4/hxlJoXdPY84kQOTUM3KJG6nEk/d3sd/fSOoHnSS+eAzJZUOu9IEQWNE0xtgCSl3wcprTuwFZIPnsmNNx9JF55HIv1nyK5HPt6L2ziKtUwNcC4bOjHagn/o/HsbIGcpkX284V2rnXCMuysLLzmJlpLCO5zEQZQMh2ZHddvoB1I9A0jaqqKs6cOcOFCxcIBoN5xYxlWfnnoRCCcDhMIBCgu7ubu+66C6cz55mQSqXo7u5G0zTKy6/fOPkShoeHmZ+fJxQKYVkWkUiE4eFhwuEwHk+O1L9E5gSDQRwOB0IIDMNgcHCQWCx2w+cBcs+oLVu2cPToUY4fP874+DhVVVWUld0C1fj7uKVQ7R42HfwtTENHz8RzhT2bCyHLaM61tcHbbDI7d1fR3TXN+FhOdR+ZS/L8sxfIZgyaWopRVXnZ79k0LWam47zyw246LkzliWZFkdi2vYLydauTnQBFPjvrKovo7swVJywLerunefutfm7fu37Fd7RlWUTmkrz9Zj/HjgzdsmhuRZUor/Aiy5cTsCJzSQ6/3c/BBzfg8bz71hDvBmRZ4rad6+i4MMXI8DyQIyF+8HwnAC2bSrHZVr62c7MJXn2lh7NnxvLtR0LApi1lrL9G65TbbeP2fesZG11gbjEGe3IixrPPtHPPwXpqawMrjmkM3WRoKMKrr/QwNDif/9zuUNhzx/pVVTw3A0kS1NYFuff+Rp77XjuJReJwYjzKD17o5CNPbiEUcv3Yx8PvyVmcZeUqkDfa7hGdvoiRTRKs3MrsSBvnX/nv2N1hfGVNyy+AZYEFquam+Z5fo6hk9eqyJKs4i8pv6JiuhJVNkew5jBmfQ3JdvhGM+CzxtpdAkrBXb8sTLrbyJmwVLSS73yZ++vvYSuoRSwzEzOQCiXM/wExFcWy4C9kdXnG/NwKh2ECSsbIpzPjcVZc103EsQ0eyOQq+F+TiwRNtP8BMziO7g1fZytogCYld1Y/gsvk4dPGbvNX7ddxakD01jyFLKkf6ns4nQQkhaCm7G5+jlKMDz9A7dZxEdh5NcVFetIGm0n0oV5j22hQnO6o+xMDsOTz2ANvWPbDs96MbGV5s/zuG5y5gmNlcjLoZ5Zmz/xlFUin3beCj2/4Yn7MEIQQ1wa186va/5uTQC3RPHqF3+iQ22U7YvZ7yosZ8PLcq29lX9yRB1zpODj1P29hrZIwUbpufSn8LVf6WvPrnZxUXF6b5j8df4OTUIHeU1nFbeD1hhxvDMvlf599eZS1rRbUTiBvvUc4Xx1d7uC9WYa/Yg7Xsk8tLX5rfX9pib28vhmHQ3NyM3792b6JLg/p0Ok0mk8lL6g3DQAiBruvvLaJmsbf4ShiGiWlZKLK07LusRX4rBPmKoKFby86Jaeb2IUnSMrPi3KTu2ocuRG4wFQy5ePyjm3CtYLgqhMDpurZM+WZwcmqQ/oUZPKupLoEab4j5dJI3Rrt5uHZL/rn0Mw/DQq4swvpRmuhf/mhREWPljH2DLtz/bi/2A3UgBGpLCZ7f2U/8i8eY/9wLSH4HIDCTGTAsij7/wLtK1EheO47HNhP727eY/91nkYs9WKkswmVDu6eezInhm9q+EAJtfy3J77aROT6M+1fvQArfmKeAZZlkpt8k1vFXmMkhLDPLSg9qxbMR3+6vIq5ixn8tSJLE9u3b6ezs5MUXX2R0dJT6+lxIxPz8PPF4nIMHD+J2uwkEAuzfv5+XXnqJb37zm2zZsgVZlmlra8ub8FZUXD0F82rHMT09zfe+9z22bt2KEIITJ04wOzvLgw8+mG89CgaDuN1ujh8/jsfjweFw0Nvby9mzZwt8aG4UJSUltLa2cvz4cWw2Gw888EA+xep9/ARBSICg78S3iYy1Y1kmnlAttTs+UhCOctVNCEFJqZuDDzTy3e+cZ2E+p4yZnIjxL988S+OGMLX1QUpLPTicKrphEplN0ndxlu6u6cUkody2JEnQ3FrCvruqr6qmAXA6VbZuq2BkeJ5E/JKqxuTVl3sY6JtjY1OY8ooi7HaFrG4yH0kxMjJPV8cUoyPzWBb4fHZsmsLkxM2Tk+ur/RSXeBgbzRXEDMPi+NFh5uaSbN5STnFJrhXMMCwyGZ1kIkssmiaV0tmyvRyf7+r3RyqlE4ulSad00ulclHk6rZNa/HNkLlGQmmWZFhcvzvLqKz1omoKmyWiags2moNlzf7fZFLxF9lXPtRCCYMjF/Q818uwz7UxP5RRIc3NJvvPtc5w7O05dXZCyCg9Opw3DMInMpRgYmKO7c4qx0YX8tRWSoKEhxP576q5ZOBJCUFcf4u5763nh+xdIpXQsCy72zjA5EaVxYzENjSECQSd2u0ImYzA3m6CnZ4auC5NElqizZFli954qtt1W8a61IUmSYOv2cmKxNK/9qJdkIotlQX/fHC8+18mHHm6myLe2tNNbhfckUWNz+kEIMskIpp5GVq+v8qPavWy+/3cJVG7m3A/+M8PtL9H+2v9g+4f+BLu70IBYtbtzMeFCwhOsoaLpvlv9dVZFqvsQC2//I969v4Tk9GEm54m+/U8kL7yGUlSKs/k+WPRSkRxevHd8nFTPYebf+BJqST2u1gcQNjtmfI7oO18neuQbKL4yPDseRdivX4m0GmRXANkdRp8dIX7mObSqLUjOolw1OptCKFpeIaP6yxaVPxMkO95ALa5DKBpWJkmi/WXm3/gylr48Yu+qcX3Wyv8uhECVNTZX3EdD8W50M4MsFBw2L6ap01x6J84lsdeyJFPpb6bEW0NaT2CaRq43XrZjUxxI0pVVcUFT6T5+88A/I4RUYN5r6nGycydQfdv4+e1/gm6urMSQJaUgylsIiXW+Zko8tdzT+El0I4kROY3m2YjTXVMwIVJlGy3FO6my5qH5M6B4kSQZm+xAUxw/8741Pxy6wFujPXyq+Q4+03oXTsWGIknMpRN8vet4PnJ4KeLZDNFsumAiHsumiWZS+DUHtqsY6672Cy3SHHg1B1PJKBnTQFuiFjMti7HEPJIQFDsK4zNnknEM0wAuT8xnUnFMyyKguQom/9Forvp1PSTNJfPhtrY2+vr6mJycJJlM5o0ol5pVvldgWRbzkeSyNoRYNE0mreMpsiPfoCmct8iOokrMzSXQdRN1yQAlk9aJzCVxOlVcN0ik2GwyRT4701NxNE0hFP7xV24AJhILaLLCes/qXiIBu4sizcFofB7z1jg4vudhGSbJp8+R/mEXzo9vR20uyRntmhb64ByJr58m8bVT+TYjocjY721AaQiROTSAMRQB00IqcaO2lKI0L4k+lgXavhrMuSTCufrvS672Y39oI1LQCSJnbuz4YPMiCQRKUwn2jJHzolEkHA9uQPLYyJwahYyBXO1H21uDFU8jFbsRi+o0YVfQ7qrF0o1lAlql0ofjkVbkiuWkkhR0oTaXYE7Hse1Yt8w0+TpOLone/4kR70Er/QCyo2JFdbOkhRHSzROZfr+fhx9+mJdffpmuri7OnDkD5NQ2l0gbyHnI7Nq1CyEEhw4doqOjA8i1RN1xxx3s378/7ymzkg/M1e7vS+lRiqLwzDPPkEql0DSNu+++m927d+fbUCoqKti/fz+HDh3iq1/9KjabjeLiYvbv38/bby8vSKx0HFc7HpvNRnNzM0ePHkXTNBobG987xP3PEAw9Td+Jb7Ew1UNp434kSWFq4Bhdh77MpoO/jc2xNtJXCMGGpmLuWUjxyss9RBcTflIpnXNnx+jomERVZSSRK14Zukkmoy9TtNQ3BLn3/oaretMs3WdTczH9fbMcPzqUJwR03aSrc4r+vllU2+I+LStHkGQNjMWijM0mc9eBOuZmE0xPxa87MepKFPkcbN1ezvRUjGzWvHwsHVP0982hKrmCT05ta2GaFqZhoaoStfXBaxI1HRcm+eGLnaSSOuaisXtuO5e3t7TgZFkw0DfH8OA8Qsq1zef8hxb/LAmKiuw8+YlthItXn9sJIahvCHHwgQae/35HvkUtnTZobxunu3Mqd22lxWtrmGTSBsYV6X81NX4OPtiI3782wlaWBdtuKycyl+Dw2wOkFtuYYrEMp06M0N42jqxI+eurL+536XWUZEHr5lL23VVzS71pVoKq5pRlkbkkRw4P5o+j48IkgYCDe+9vfNePYSlu6Z6WvgDMW+Axshr85S3IisbC1EXmJ7rxV7Re14tDc/oJVm3FHaxm0wO/S2JhgpHzL2F3h9jy4O8tpkctLusO4QnVEp3uY+LiYSqa71tT1F0BhMj9Z1lrPi+Sowhn8z3MvfRfWXjrH5FcfszkPJmJboSQ8H/w97DX78l/byHJuG97lMxED/OvfoGJL30aW7gWYXdjxGbITvUh2T0EH/0THI133tIXreTw4t37CaaGzxF59R9ItP8I2R3EzKaRnUWEP/432IprAVCC1Xj3PMns83/FzHf+lOjxp5HdQYz5MbLT/Tga96H4y8lOdBfuxNBJ9hwi1X0II7WAmYqR7DuGZWSJnX4WIz6LZHcj2T04mg5gr74NZAWBQJaU5QlIkopNWdmsWVOcaMq1ZXWXiCCfs2TZv1lGnOzMYRRPIx576dpP5uJ2bYoDm+LA1OMkkwPY3LVIYrkskew81uA/42n9v1FWOI6fZYzF58mYBpuD6/BpuetpWiZnpocZjs0RsC+vuk4kopyeHqK2KIQqZAzL5NjkAGPxeT5Q3YrnClJYFhKarBDPpoln03hXMBMOaE72ldXxXH8b74xfZF9ZPbIkYVoWXZEJTk8N0RQopdpbqCI7OT3IUGyOjf5ShBCkDZ2Xhy7gUGzcVlyV91ACCkiJtcCyLMbHx/nnf/5nhoeHKS0tpba2Np8yMjc3x0svvbSmbf0kwTQtBvojzM4k8tGNiUQ2b25Ytd5XQLCsFUIIKiuLKCnx0H5+guaWEioW5dymadHfN8vw8Dy1dcEbTiJwumw0bAgz0D/HmVOjeItqcS725+cGpyaplI7TaXtX47kzpoFNUpa13S2FLAR2WSWlv3vv+fcazJkEyWfbUVtKcP3yDsQSg0Y1XoHRN0vm6BBmPI18iQBRZdS6EGpd6KrbFoqM88lt1zwG25ZybFsuq3ptm8uwbb7cpmK/qxb7XbWXV3Co2O9rxH7fcqWw2nL5vSV5NFy/vHIbnNpaitq68jvOXEih98+htJSiNhXf1LjDMlJopQ/haf3znF/NuwghBOvWrePJJ58kEomQSuUmNKqq4vV687HWkGstvfPOO9m0aROxWAzLsnC5XPh8vryPjCRJPPTQQxiGkW9PevTRR7EsC5vNhmVZPP7441wyC4acH43P5+OBBx4oSPALBAIFJseqqnLfffexbds2kskksizj9XrxeDzU1NQUpFHV1NTw2c9+lkBgOQn75JNPYllWvqVq6bnwer3YbDZaW1tXXPd9/OtDT0WZHT5Ly73/nqKSDQghKK7dzenn/yPJ6OSaiRpYbIHaU4XP7+SHP+hajFS2sCzIpA0yaWPVdV0uGy2bSrnnvnr8Acea73mX28bBBxrJZg3OnxvPEySQS5LKZFbep9/v4PZ91ezaU8WZU6PYbHKeCLhRSJJg9+1VxOMZjh0ZynvnWBY5Fcyqa65tSp1O68zPp656Hq+EaVqY5urLC1hT+5eqymzeWo7TZeOHL3YxOrKAruf8G692niHXdtTcUsK99zdcVwvQpWSlA/c1EAy5eOO1i0xNxhYDCK1rXq8in50duyq5/Y71ayL+bgVcLpV7729gfj7FhfMTWBZkMwbvHB7E7dHYe2fNNZVitwq3lKiRVTuqowgQzA6dpbL1IaRL6TmWlevVvgVVfn95C+H1OxjrfoMLr/89rfd9FlegClm2YZEjQ/R0HCFJV+3NFELgDdey9QOf48R3/5iLx76By19B/a6PoyxO7CRJpmb744z3vMnQuecIV++kbMN+FJsTgYRp6ph6mnRibrH1aXnvrqq5UDUXMT3N7PA5SmrvuOzBYpkgxPLzIiu4dz6B5/aPET30T2TGu8CycLU+gHvH47i3fxjpikmjpLkIfPAPcNTfTvToN0n3n8SYmUVyBym661O4tz+Co+GOgpao/O48wbzPzfVCyArevb+IUDRiJ79LZrwLc7oPyVGEUtGMtERCL2lOfA/8BpI7QOzkd9FnBjEioyjhGgI/9we4dzzBwqGvEDv6rVxL1SIsI0PiwqssvPmlgn0r/nKM6BSxk89cPh7Vjla1FdAxM3OAiZAdCNWHEBJmJgKSiqXHwdKRbH6Q7FhGHCsbzS2veBCKGyEkLMvE0qNYegyQEKoX6SrSaktPgJHBsf4XkWy5AbhlGVjZBRBSbr9CRrIFFhMqcr33lpEAJCSbDyQ7WFmsbAR7+cNIWvGSybiJlV3AMuKY2fl8hdOyLCwjgZWdz21f9SHk92Y/7UqwLIv5TJKFTM5nZjg2h2FZDERn6Zgdz/vLFGlOJCFoCZThVjX+qfMIkhC4VBvts+O8ONCGuooHkipJfKXjHYYXCZLh2BxP957Cpdp4rG7rMiPhIpuD5mA5T/ec5L+ffZXbS2vz/iP3rNuIQ1FxqRof37CbYxMD/Pmx5/lwzWbqi8JMJKI813+OlKHzVNPeAiNhgGgmxX84/gIPrW/Ba3NwamqI7108w77yOvaW1RUse2nwPD4+jmma1zSv1HWdY8eO0dPTw759+3j44Ydxuy9Pfjo6OnjllVfWeml+YiAkQSqV5Zmn29iwsRi7XaGne4b2tnHqG0PU14dueLLo8dq560Atzz7TztPfOseWbeW43RozM3FOHh/B67Vz5/6aNaVjrARZlth2WwUjQ/McfnuA8bEo62v8aJpCMpllciKG3a5w/0MbVmyLulXwa07ieprZ1OrmjLFsmkg6QaUnUEAY/kzDMMEwsWIZzGgaSZFynjNZA713huz5CaQSD5Lnpzuxy9INMCysrEHq+QsY/XN4/q97rxkrflUIGVfDZ4l3/TWJnr9F9d+GUNxcKe8RigvF23xTHjVLoWkaJSXXLoBIkkQgEFiVxLjkZ7MUV253tf3Y7fZrtk8pirLi+ld+5nQ6Wb9+/YrbWM13JpvN0t7ejmmabNq06ZpJWO/jXwsCEJiLPnrWYmE41yJ9/c9oVZVpbi2htMzDuTNjnDs3xvRkPK9kuVQTkmWBoso4HCq1dQG23VZBbW0Q9Trfg0IIfH4Hjz6+ibr6IGdPjzE6upBXdFxSNUiSQFUl7HaVuoYge+5YT2WVD1mWKC3zEAq7iEbTSJJYU5rRanA6bdz/4AbWr/dz5PDg4rHo6LpZ4NMiSQJFkVCUnCJ2Le9/zSZTVOQgk7k5QmkpPB5tWaz4apBliQ0bi/OFp9MnR5iciJHNGnnSJrecQFFk7A6FmpoAm7eV09gYwqbdGHVgtyvs3F3J+mo/J44P03Vhirm5JJmsgWnk9ps7pxKqTcLj0airD7J9x7r8Nb4e5FTKjrwiyOu1r7nIlSOo7Tz0wY0Yusn4+OWk5FMnRqis9FFdG3hXi2aXcEuJGkm2EarcxljnawyefRbN5ccTqslVA7MpgpVbKSq5HA+rZ5IkFyYwskn0bIr5yW5MUyebWmBm8DQObzGyakfR3Di8xUhS7nDtriANt/8S0Zl+htt/QHxumNKGfTh9FViWQXJ+nMjYBcI1u2ja/5lrHnewcgvNB/4dJ773J3S9/SWcReVUtj6Yj7kurttD9bbH6DvxLU4/9x+Y6H0bX+lGJEUjk5gnNtNHZKyDul1PUrfrF5ZtX1YdBKu2MzN4iovHv4Gs2HD612GZOqaepbhuDy7fFS/iRVNi9/YP49xwJ2YmZ54naS4kp29Vs13JZsfZchB73W7MZBRMAxQV2eFFaK5VibLgo58n8MHfR3KtvXWiYL+aC+8dH8e19eewMokcMScrSDZnrg1q6flwFlF096/g2fWRxWQrgbA5kJ0+kFWK7noKz84nUIouDzKEzYH/4K/j3ftL1zwW2eVHyDLJga+QnT0CWEiOdbgbfwsUF4mevwXZhpmewTKSONZ/AtV/G6nhfyE7exTLiCPZy3E1fBbZXoI+f47kwFcwsxGEpGGveBit5P5V96/He0n0fREj3kvR9n9AdpRhZReIdf5VLs1Lj2LpcRzrfxFb8QGMxCCJnr/NETWWiaPq46ihvZiZWRK9f096+g2KtvwNqj9XUTWTI8Q6/zOWEUMonhzxBFiZWRJ9/xs91gUItOJ7sa97DCG9e5O6HydMLP6+7Q2+e/EMhmUSy6ZJG1m+fOEw3+w5gSIkDlY18fvbH8ClatxdsYHOuQmeG2jjDw9/B7usUur08kjtVobjEV4b7ly2jypPgIOVTbw60sXXu46TNXXCDg+f3XIP20JVyyb5DkXl5+tvYywe4fn+Np7rP4cmK2wJVbK3rA6HklNENPiK+aOdH+Dv297ga13HSBlZVEmmzFnE722/nwPrGpGvuDcPVjZhWRb/6/zbRDIJBILdpbX8+uZ7CDsKK8q1tbW8+eabdHZ2Mj09TTgcviohYRgGs7OzyLLM+vXrcbkuE4+madLf3082+95TS8iSYMvWchYWUhx6q59kIossC2rqAtx3fyN2x8298pqbS0indE4eH+bN1y5imBaKkjMfvGNfNZVVy02brwder8YDH9iA06XS2zPDQP8chmmiyBJuj8aWrVdPZ7gVaPQV8z3T5PWRLm4rriqIr4dcu96R8T6mUzHuWbfh/TaIRUhBF7bdVaSeu0D0/3091/okC4yJGJnDA1jzSTyf3FEQ0f3TiOzpUTLHhzEmY6Rf68W2QKEUggAAIABJREFUsxLbrsqb3KpAyA7M9CSxjr/MJTytYJSveJvx3/H0TXnUvI/cO+BSalV/fz/Hjh2jpqaGysobN4N+H+8uFM2Ft6SBrre/RFnjfoQsM9l7GLsriN19dcXe1eAPONh7ZzWbt5YxMrLAxFg0pwbJGEiywO2yESp2UVbmJRhy4nCsntK0FjicKjt2VdLUXML4WJTR0QUW5lOLqgsLu10lFHZRXuGluMRdsL+yci+/+KkdmKaJIJfeeDNQVYmWTSWsr/YzMRFbNMRNkE4ZWKaJassRVEU+B6GQi0DIec22J4CNzSVUVfvXrIBeCyRJum6j4yKfnV17qmhuKWF0ZIGJ8WiOOMkYSJLA5bIRDDkpq/ASDrmwO5YHKVwvhMglc953sIFdu6sYGZ5nbGyBWCyDnjVRVAm3y0ZxiZvydUX4iuxo9htL22puLaG6JpB3e5QlCY/3+s5RuNjNR5/cSiZ7mVQT5LwCf1yPwlve+lS9/VGS0QkGzzxL28t/k/tcUtBcAbZ98I8KiJqZwZOc/P6fkUkuYBoZ9EwSI5MkMt7FO9/6bWRFQ5JVfGUb2fnoX+DwFi9uT6Jsw93ssru58PrfExk9T8cbX8DQMwghkFU7dk8xJfV713TckqxS0XyQdHyW0y/8BWde/Evs7hDhmlzvsc1RxKb7f4ui4gZ6j32NwTPf5+Kxb2KZBpKiomoePKHq/PGtdF4ab/9lEpFRJvuOcPrF/7TYJibj8q/DHaxaTtQAYCEkBdkT5nqGdkKSkJ2+HPGxRiwlRW4UQrEtS5taDZKqIRWtLJde6diFkJDdwTWbDJt6jPT4C9grfx6bfwcWJsi5B6ge70PSgjjrfhUh23PKGSS08N1oxfdiWTrRc58jO3cMEdpPvPfvUDwbcDX+NmAh5Ku3RSneVlx1n2Hh7O/CovE1loG+cAFbaC+Oht8gM/UayaFvYgvegR45jZmZw9Xw2ZxaR/UBEpJWgrP+19DjPVjmZUOt1PC3EIoT94bfITt/luzModznI9/BSAzgbvqjHJnT8Z9Q/dtQPBvWdM5+0iEh+Ej9beyvWN3QO2h3oS0qxoqdHn53+/18tOE25jNJZCFR7PRS7ixiOhXjQ9WbcFyhLpOE4CMNt/F4/XYmEgsIBGGHh3JXEfIKKhUhBFtC6/jrfR9hKDaXI2CETNDuKmiTkoXE3rI6WgLljCYixLMZNFmh1Okl7PCsmPATtLt5qvkOxhMLLGRS2GWFKk+AIttyOXFDQwObN2/mxIkTfOUrX2Hv3r1UVFTk47lHRkZwu920tLSgqiqyLBMKhTAMg46OjjxZk8lk6Ozs5PDhwysOIizLQtd1dF3HMAzi8TimaaLrOtFoFEVRctUQVS2Q3BuGQTabxTAMYrEY2Ww2PxmIRqPIsoyiKKjqzQ3yIBeVfc/BeuZmk6RSOpom4/M7lg0gq6r9/PJTO1asRIXCLn7pqR3Y7UpBq5Rqk/ODyEgkia6b2Gwy/oATh6NwMOH22Hji53MR6kvjvwE0u8JDH9qInjVxLxlcCSEIhV186OFmIvMp4rEMppEbvLhc2lXNAm8V7ixv4Gtdx/hq11ECdhd3VzTi1xbbyPQMRyf6+e9nX0UgOFjVhPz+xA0AYZNxf3oPyoYwmbf6Sb2YI4KlgAP7vQ1oe6tRmoqvJyTxPQlzLknm+DBkdZyPb/r/2bvvODnu+vD/r8+07bfXu3RN0qpY3ZaMJcvGxr2bxDhxCAkQIHzzTUhC2jeVJL8v6SQkXyAJpBkwGEwCBldwr5ItS7JkadX79b59Z+bz+2NPJ53uJFvNOsnvJw8b387szGdu92Z33vP+vN+l+jWVZ9ihQ7ukt/8dfmGAyKz/jRmbizIn34Aw7PKL5sbE+ZTJZHj44YfZtWsXmUyGqqoqbr75ZoLBizsb7EJm2kHmXPER9rz2XfZt+gHa96lpWU7r0ruwT2Ha0/GUKmXMVFSGqagMc8nCU5vKfzpM06AsHqQsHmTO3Hfe+MSyjHdcN+WdOFLO48hYZs85/YDXsYJB612tcXIipamWpUym8ooQ8y95d8onKKVwAhbVNaVafIuXnp0mPMcLBm2CZ5LJSSljqhTcOX+zE876OyUYq2XRDb9N8yU3MdK7C7+Yw7RDhOMNVDRdMmHdSEUzHSt+9m3rtgSjVeNTkY5Qhklt20oqGucz3LWdVP9eirlRUAaBSAVlNbOI1bRNeE6orI7FN/42ph0iEJmYomqYNq3L7sYJxcmletHHFX8NhCuZ/b4P0zjvWoY6t5Ib7cH3iliBCOF4I+X1cwmcJBslUjmDFXf/BQOHN5Pq31t6rh0mUtlMef3ckx6/OHXKDBNs/mnyXY9SHFxHsOE2zHCp9bEyHOyK5ZjhlqPTiXwXL9eJO7wJvziMn+8uTS8qDuJnDxOY/WuYoXfWklIpBYbDpLRsI4BTvRojWI8Z7UB3/hAAu3IFhYG1pHd9Gbt8McHmnxqfPqMMZ9KdQze9G6f6SoxQM5b2MMZq4BSHNuBl9pHd919oL4Of78LP98Opz2ablpRSdMRr6Ii/8w/uoGWTqJj8xaIuXEZdePKXF02pW1hjpIzm6DvLLlNKURmMTFnz5vj1KoJhKoLv7KJFowlaNnOnGP/xIpEIt956K5ZlsXHjxvGikoZhUCwW0Vpz3XXXMX/+fKCUKr9s2TK2bNnCpk2b2L17N7FYjHy+NPt61apVvP7665P2k8/nee6559i9ezf5fJ5UKkUmk+Hw4cN885vfJBwO4zgOCxYsYNWqo4HyzZs38/rrr5PJZMhms3R2dpLL5XjkkUd48cUXxwtgXn/99ZNqJJwqrUsf0A2NJ/+AjkQcIm1TT1UIBCxaWqd+/Y98cL/dnRnLMmmeMXWw3DQNGk7S0ceyTaqrI1RXv/uZAe1l1Xzqkqv4q/WP8/nXHuM/t71Mc7QCQyn6s2l2jfTiGBb3JVawtGbm22/wPUSVhwjdcQmh2+bDkRILCjAUGCcu4noxCVw7i8DVY1Mzx477rNx6NCyCDbcRmfMbKPvYLN0jffAunt9tZWUlt91222l3jDpTjuOwZMkSGhsbCYVCtLe3U119di5Sxblj2SHmrPoF5qz6hfHHSlOhLq6/DyHeS856oEYpheWEqG1bQW3bipOuG61qYc4VHznt/QA4wTJqWi+lpnXqQnfHCkYqmf2+qafOKKWwAxFaltx+4v0pk2jlDKKVp57Gq5TCCcepn7UK3mGmjzh9CkWw6U7syssoDrxKeucXKQvPxAzPKHWLMCbeXfdSO0nv+HuCjbfjxBdSHFgLaFA2KBtdOHnb8XfEsEBNTuEzg41E5/4ubmon2X1fJ3fgW4TbPgEnqi9jBEt1cNDgF9FuqTuPssswQ03YFcsBhVN9FVbsxNkn4uJxpAbC3XffzaJFi9i9ezcDAwP4vk8oFKKpqYlFixaN1xdQSlFfX899993Hhg0b6OrqKrVvrKpiwYIFNDY2YhjGeDepYx0J/DiOM2VdBt/3J02bOpKFY5om0WiU2bNnc7wj2xXnl2Na3Nq6kIBp8Y3kq+we6WNt91601oTtAHMr6rmzfQm3ty0mbEn2wrFK3xOAkxRivtgpw4CznfSlTEIz7iWz56tkDzyAFZuLMgJMWaMmfgmcUg7y9FNWVsaaNWvO2/6PdHo6EtgX059bSLN3/fdomHsN0YpmALIjPezf9DCtS++adHNaCHFhOP+5V0KcA36hn+yhhzCsONpLjwVcTvztUesi2suhtY87sg3fLWVnGYEanJo1pHf/K25qNyiFFenAqb7iBNvx8DL7KQ6sw8/3URh4BdtbiOFMPWVLa49C3/O4I1tLRY1R4xk0Xq6b4uB6/FwXxcH1KDOMFZtLoO4DZPf8G+DjZfaj3dLFdLDxdjJ7voqXPYxhRdB+4aTHLC4uSimi0ShLlixhyZIlb7u+YRg0NzfT3Nw85fIPfOADkx4LBoPccsstpzy25cuXs3z58lN+njg/wrbD7W2LWNM4i8PpYYYLWXytCVsOTdFyakOx90R2iJgmtEe+8xHckbco9L+EMsNTBmqs2FzKL39AatSI9xy3kKVn9yvUz75ywuMDBzdRP3uNBGqEuEBJoGa6MUziV30MPzVA4LipYuKdU2YYw6nBy+xFmSGic34TI1iauhRouBkzMnFanBVLEO74JN7ojrHCw5/FCDWiDItw28co9L2AN7odrAjKOcmUGN/FG92Bl9lHoP5GvPQeAIL1NxNsuhszVJqLaYaaCDbdhTKcsYLFm/Gyh3Gq3keg7lowbPzsQdyRLTg1V6HdFMXB1zEjrQSqrwLt4aV2YleswC5fghGoxox2EDGDFPpfwc/3Y8XmlIouirelUAQtm7DlnPWbwafKNAwitoNjWpKsfApMy8AJWO+484E4udJUvQgVbzOlT4hzThkEm+7EqTl5lomyK6RGjXiP0qX/6dI/pUD6kZbOkqkqxIVKvU2qufx1C3Ec7bsUh9ajx7otHcuMzsKMtJ6VNvRn2YV+9XpOz0Wu73EoPYTr+8yMVWKfx6kL6WKeg6khKoJhqoPRKQsNi8nSqQKjozmisQDR6MXTlv4idKG/oeV7kRAXhwv9XARj56NibpQNj36eSMWMsa61Ft07X+Bw8hmW3/45wido3iGEmDamPB9JoEaIU6T9IvnOH+HluictcyovwypfjFLTbo78hf6FRM5FQlwc5FwkhJgOLvRzEYydj7T2Ge7azptP/i3FfBplGChlkFj9MepnrUa9h+tmCXGBkECNEGeF1qV231P97SgDmJbdPabdgE6RnIuEuDjIuUgIMR1c6OciOOZ8pH2ffLqf0f69+J5LrKqVYKwGw5QqF0JcACRQI8R72IX+hUTORUJcHORcJISYDi70cxHI+UiIi8WU56NpV0hDCCGEEEIIIYQQ4r3q7TJqhBBCCCGEEEIIIcS7RDJqhBBCCCGEEEIIIaYJCdQIIYQQQgghhBBCTBMSqBFCCCGEEEIIIYSYJiRQI4QQQgghhBBCCDFNSKBGCCGEEEIIIYQQYpqQQI0QQgghhBBCCCHENCGBGiGEEEIIIYQQQohpQgI1QgghhBBCCCGEENOEBGqEEEIIIYQQQgghpgkJ1AghhBBCCCGEEEJMExKoEUIIIYQQQgghhJgmJFAjhBBCCCGEEEIIMU1IoEYIIYQQQgghhBBimpBAjRBCCCGEEEIIIcQ0IYEaIYQQQgghhBBCiGlCAjVCCCGEEEIIIYQQ04QEaoQQQgghhBBCCCGmCQnUCCGEEEIIIYQQQkwTEqgRQgghhBBCCCGEmCYkUCOEEEIIIYQQQggxTUigRgghhBBCCCGEEGKakECNEEIIIYQQQgghxDQhgRohhBBCCCGEEEKIaUICNUIIIYQQQgghhBDThARqhBBCCCGEEEIIIaYJCdQIIYQQQgghhBBCTBMSqBFCCCGEEEIIIYSYJiRQI4QQQgghhBBCCDFNSKBGCCGEEEIIIYQQYpqQQI0QQgghhBBCCCHENCGBGiGEEEIIIYQQQohpQgI1YlwikfhKIpH4w/M9DiHEe4uce4QQQgghhDhKaa3P9xjEaUgkEqljfgwDecAb+/mTyWTyG+dw303Al4ArgQzw58lk8ivnan9CiOnjPJ977gE+AywB1iaTyauPW74E+BowD9gKfCyZTG44V+MRQgghhBDiXJBAzUUgkUjsBT6eTCZ//C7t72lgI/BbwHzgaeCDyWTy6Xdj/0KI6eE8nHs+AFQCc4Frjg3UJBIJB9gB/D2lQPIngd8EZieTycK7MT4hhBBCCCHOBut8D0CcXYlEIgD8JXDP2EMPAr+TTCbziUTiauDrlC5ifgNIAb9/5A54IpH4D+BgMpn8g7Gf7wA+B7QDvcD/Al4ArgbuSSaTRWBjIpH4LvBRSgEbIcR70Lk+9ySTyceOBIQSicTHpxjC1ZQ+0/4+mUxq4IuJROKzwDXAY2f9gIUQQgghhDhHpEbNxef3gcspTQ1YDKwA/uCY5fVANdAEfAT4l0QikTh+I4lEYgXwX5SyZsqBNcBeQI2too5ZXQGXnM2DEEJccM71ueftLAA2jQVpjtg09rgQQgghhBAXDMmoufjcB/zvZDLZA5BIJD4H/DNwbKHOP0wmk3ng2UQi8SNKd8D/7LjtfAz4t2Qy+eTYz4eOLEgkEi8Cf5hIJI5MffogpbveQoj3rnN+7nkbUWD4uMeGgdg7PwQhhBBCCCHOP8moufg0AvuO+Xnf2GNHDCaTyfRJlh8xA9h1gn3cB7QBB4AvU5rScPB0ByyEuCi8G+eek0kBZcc9VgaMnsa2hBBCCCGEOG8kUHPxOQy0HPPzzLHHjqhIJBKRkyw/4gDQMdUOksnkvmQyeWsymaxJJpMrKU1nWHtmwxZCXODO+bnnbWwBFiUSiWOnZS4ae1wIIYQQQogLhkx9uvg8APxBIpFYB2jgjyhlvBzrc4lE4v8AK4FbgT+eYjtfA55IJBI/pFQkuAGIJZPJbYlEYh6lDJo8pakL11NqhyuEeO96N849JmBT+uwyEolEEPDGCps/Q6lN+K8mEomvAL80tr2nzuIxCiGEEEIIcc5JRs3F58+B1ygV0XwTWD/22BFdwCClO9nfAD6VTCa3Hb+RZDK5FvhF4AuU6jw8y9G75TcAu8e28yngxmQyKTVqhHhvezfOPR8GspSmXF459t//Ova8AnAn8PPAEKVOdHdKa24hhBBCCHGhUVrrt19LXBSOtMhNJpPN53ssQoj3Djn3CCGEEEII8c5JRo0QQgghhBBCCCHENCGBGiGEEEIIIYQQQohpQqY+CSGEEEIIIYQQQkwTklEjhBBCCCGEEEIIMU28XXtuSbcR4uKgzvcAzpCci8R5N5A5jIFBPFSLUnKf4zRd6OciIYQQQohz7u0CNUKcE1s2d7Fh/WHWXN3OjJnl7/h5nufz3DO72bN7gFtvn09tXfQcjvLdl8vl6O7uxvd9ACzLora2lkAgcJ5HJo6X6t/Hhkc/T0XjAhKrP4blhM/rePr70jzyw22MjuSmXB6JBrjjrgWUV4Te5ZFdHLTWPLblS9SVtXHVrA9jmc75HtK7QmuNHsmjQjbKMc/3cIQQQggh3hPOWqBGa40e+39DKZR6926aFQcOMPrSNwgl1hDsWIky5MvkdLd7Vz/JbT3Mml11SoEaraG/L8OB/UPkC+5ZHZPWmmKxiGmamOb5eQ91dXXxb//2b2SzWXK5HNFolE996lO0tLScl/GIE3OLWQYObsJyImjfO9/DoVDwOHhgiMGB7JTL4/EgxeL5H+eFKlUYZFffa8RDted7KO8uT5P51gaCNyawWirO92iEEEIIId4TzkqgZqSQIznYxaH0EL7WXF7fRmOknLznUvBcwpaDaZy7NPHc7nUMPvZ3eKl+AjMXowKRc7YvcXbMm18HGlrbKs/3UMZls1mef/555s+fz4wZM87LGBobG/n0pz9NJpPhhz/8IYcOHTov4xBiOtBak3fTdI3sYjjXi9YeAStCZbiRykgjthnE9z0ODW9jKNNNe/VSIoGjwQTf99jdv55scZTZNSsI2kcz8Ipent7UPvrTB3G9PJYZIB6spSY6k6AdQymF1pqhbDf96QPs7d/IYKaTw8PbWX/wUUxV+vgsD9XRXr18ws0J3/foTe2nN7UP188TdsppiicIO/Hx9TKFYfYPbKYxPodUYZD+9EHqYu1UR2fQM7qXntG9xEM1NJfPxzQmflQPZbroGtlFzk0RsMLUxTooD9djHDcdqy91gO7R3bRXLcMyHTqHdzCY6UQpg4pwA/VlHdhmAJ0rUkz24vdnUAELq7UCo6EMv2uE4pZu8s/uQgUt3PoYVnsV5qwqALy9g7h7B1C2iTW/DqMihM4UcXf2YVSF8XYPoIIW1txajLLg2X1zCCGEEEJcxM4oUONrzY6hbv56/ZOs7dnLYC5DVTDCF678aRoj5WzqO8gXNz7NJy+5klUNHecsy8ap7TiaTWO9N9LRL3SzZlcza3b1+R7GBP39/Tz//PM0NDSct0CN4zjU19fj+z5lZWUSqLkQqPF/XfBye9eTeuNhKm/+LMZ5Dnh7vsu27pd4Zvt/cmBoC57volBoNJXhBn562R8xq+YyXL/Ai7seZMOhx/nEqi/TfkygxvULPPbWlzk0tJVfe//XqR8L1Izm+nlkyz+ypfM5in4OtEZrH8OwWNh4Dbcv+iwRJ47WPi/seoAtnc8ynO0hUxhha9fz7BvYxJHXfF79atqql6HGfh7NDfD8rm+ybt/3yRXTpYEoqI/N4trELzKv/kpMw6IvdYAH13+OufWrOTi0lUNDW6mNtXP17A/zwq5v0T26G9sI8DOX/jnzG9ZgKIOil+fNQz/hyW3/ynCuB40GrYkFq7lq1s+xsvWuCVOytnW/yCNb/pF7lv0xO3vX8ubhp8kVR3H9IvVlHXz8in+kItxA5oENFDd3YbZUoIez+IsaCN46H384h7tvEH8kh9+XAq0xaiOYvqaw7gCZ+1/HnFmOzrnwo61Efvl94GpG//JprEQNRlkQd1c/5sxyov9rFUZEPp+FEEIIId6JMwrUDObS/M0bT7Kh7wDXNs/FUPCTA8nx5bWhGIfTQzx1cBtXNLSPf5E925zmhdR/8n6UaYNMe3pXua5HT3eK/fuGGBnJoxREowEam8poaIjhBI6+xVKpPK+tPUguWwTAtAwWLqqnvqHspNvetbOffN6lvDxEx6yqs/ou0lrjui6e57Fr1y7S6TT5fJ5MJjO+juM4mKZ53B1zf/x5WmtM08S2bYwpMse01nieh+u6+L6PUgrbtidtU7w9z83TmXyGfHqAmYtuY6hrK33738AtpAlFa6mbdQWRyhkYYxkImeEu9r7x35TXz6Vu1irMYwK5o/172ffG/1A5YwmNiasZ6d1F986XqJ+9msHDW0gNHKB+9pWU1XTQtfMFhru2UV4/l/rZazCO2Y7CIJfq5eBbj5MePIhlh6hpW0F5/VxMe2IWgfZ9cqleena/Sqp/LyhFWc0salovIxCtnFCgtpAdZs/r36W8YR5VM5cy1LmNvn2v4+bTBCKV1M9eTbSq9ay+h7xUP/kDG9He2Z1WeKq01hwY3MK3X/9j8m6Gy9vupq1qKZZhM5TtZjTXT0209bS3v6XzWV7e8xBLm2/gstY7CFgRMvlBDgxtpSLcQMAq1RtSyuDKjp9hRcsd7OnfwLde/2Mub72b1R33Yho2AAE7Mv7Z5vkuz+28n6eS/86CxvezouV2QnaMrpFdPLX93/nOG3/GR9/398ysWAhA1k2xu2891yY+Ss/oXh7f+hUef+srrO74EGXBGh7a8Hk2Hfoxs2ouI2CF2dL5HN/b+BfURFu5bt4vEQ/VMZju5NmdX+fhN79AZaSJRN0VEzJrssVRfrztq0QCcW6Y9ynKgjVkCkPkiiligbHMmEPDmA0xwncvRJUHUY4FhsJK1KLKghTWHiB42wKs9iowFDqVJ/vQmwSu7iB0+wK06zP6l0+T/8lOnCvbQCkCa9oJrGrD3d7LyP/9Cd7BIYzEe2zamBBCCCHEaTqjQM3rvfvZ0HeQX1n0fu7qWMLmvkMTAjUxJ8jMWCXbh3rQmrN601l7Lvn9G3BHuscfc+oT2DVtoKYO1vj5NMXunbijveC5KCeEFa/Dqm5FWYEJFzxa+3hDnRT79uFnR8AwMUJl2NUtmGVHO364o73k92/ErmrBrm0fr4+jtcYb6SG/7w3sug6cutkTxuJlRyh278Qb7UOZFlZlM3ZNO8q8cOo7+75m/WuHeO6Z3biuj+OY+L4mn3cJhWxuuX0eiblHv5h7nqa3J8XgQJa+vjTZTIG6+uiUgRrP89mw/jDPPb2bTKZAeOxO7Fubu3Fd/6wdQzqd5plnnmHv3r3s37+fbDbL9773PR555JHxdW677TaWLl06/rPruiSTSV5//XU6OzvRWlNfX8/y5cuZO3cutm1P2MfQ0BDr1q1j+/btDA8PE4lEmDVrFitXrqS6ulqCNafAd4sc3vY0vXvXkhnp5uCbjwKlAE4+M0D8jTksvul3qG65FKUU2dEetr/478xcfBu17SuBowGW9MABtj73L8xaeR+NiasZ7dvL9pf+ncFDmxnu2c5o314Ob3uK5vnXs3/TD8mOdAFw+T1/R23HFePbyY50s+GRzzPavxeAQmaInWsfILH6Y7Rfes94cEhrTd/+9bz19D8x1JXEDkTR+BRzKapnLmXhdb9OvC4xvt1CdoSdr36Duo5VDB1+i92vPYjnFvC9Am4+jR2MEq1sgYvw/eNrl1f2fI+RXC+3Lfx11sy6D9ssBb201nh+cdJ0oFMxlC29lom6K5hXt3r8b3B+w1Vo7WONBWGUUpSH68ee042hTCKBCmpjbVMWE+5LHWDtvh9QH5/NbQs/Q020VFuqrXopASvMA6//ES/veYiZFZeUjsX3aKlcxKKmDzCY6eTlPd8hYIdZ2fZBHDPAi7sfpC99ANcvoF3NK3u+i+cXuW3hZ2irWlqanlXlE3Ji/Mcrv8nafd+no3o5jnW0YHTBzaKU4o5Fv0VD2ezxY/V8F2PsszJ010IyD21i9O+exV7UQPC6OZiNZWAolKFAgTIVyip97vl5F69zBGtWNTgmxth0Ke/QMORdVMjGmlGOckyM2igqYKGHpi5yLYQQQgghJjujqMCu4V6iVoArG2cRd0KTLhhMwyAeCLFnuO+s99bVboGRF+8nvfkJ/OwI3kgPVXf9CRU3fXZSMWGtNe7AAfr/+0/I7ngRXcyB74NSqECU8g/8L+JXfRxllzrraN8jte4hBh//QikQ5LlorVGGidM4n5p7/4pAc+mLdn7fG3T9y0cov+ZTVNzyOxP2ndu9ls4v3Uvlbb9H1e1/MD6W/J51DDzyN+T3b0AX86DACJVRturnia/5KGa06iz/ts6NkeEcLz6/l1DI5oabElRWhfF9zchIjsGBLE06yjveAAAgAElEQVTN8Qnrx+NBfupDi3Bdn588uYOXX9g75Xa11nR3pXjyse04AZO771lEXX2MQt5l3asHWPvKfuyz1H3EMAwqKysJhUJ4nkc6nWb+/Pk0NjaOr1NfXz/+34VCgZdffpkf/ehHVFRU0N7ejlKKPXv2cP/993PjjTeyevVqHMdBa83g4CDf/OY32bdvHx0dHcyfP5/BwUFefPFFkskk99xzD83NzRKsOUWjfXs4tOVx5q75BNUty/A9l0NvPcGWp/6Rna98nfL6edjBU+8IVsgMkc8Osez2P6F3zzo2Pvp5irkUS27+PTw3z2v/8/scTj5DTfvl48/p3fcabcvu5pIPfAY7EGW0fy+bHvtLtvzkHyivT1DTehkA6cGDvPHDP6WYT7Ps1j+kvGE+Wvt07XiOLU/9E28++QVW/tRfYwdjE8Z0aOuPKa9PMO/qX6a8fi5a+2SGu6hoXHDaQRo/nyaz7Rkybz0Nbh6zvIH4mo8BoAtZRl7+BsWuHRhOiNgV9+E0zMPPjTD68gMUenaCWyTQtpzY8rvQvsfws1/Frmkjt+d1dCFDaM5qosvuANOmcPgtUq99D2+0F3e4G6u8gbIrfo7AzMVkk8+T3vJjdD5NYOZiosvuxIxWki2OsrN3HTXRVpbNuHk8SAOl4MmZdlyaVXMZYecbPPrW/2Mo28WChquoiswgZMdQpxkA0lrTPbqLvtQBls24iarI0emThjKZVXMZtbFWdvSsJVMYOXI0VITrsc0gjhkk4lRQFqwhbJfh6SIhO8ZIvg+tfYazXewbeJOKcCNKGXSN7BzfvmOGcKwQ+wfepODlJgRqNJrFTddRG2ubcJ4ZD3RpjTW/lrKO9+PuGyD7nU2k/2Md0c+sKU1VMkrP0cfEx5VpoCIO/liHMe1r/OEcKuKAZYDr4acKoEHnXXTBheCFcxNCCCGEEOJ8O+NvTkqBoUp1A47n+T6jhRxRJ3jWJz0pJ0T1B/+Mips/S+bNJ+h98HdOuK5284y++m1SbzxM/MpfIDT3KpTl4A4eIr9/I07txEwWd/AQA4/8FRgWlbf8DnZtBzqfptC9E2+kG7Ps9NK3SwGjg/R+5//gDh2mbM1HCbYsxc+Nknrteww+9ncoy6H82k+XpnFNc57n43k+gWCAquow8fIQSkFVdZjWVl26E3uc0rQfE8syOGGKlYZdO/tIpwusvGIWc+fVopRCKbj8ihZ2bO8llSqclWMIhUKsXLkSgNHRUXbt2sXChQtZuHDhhDEfcejQIZ566inq6+u59957qa4u1dkZHBzkoYce4qmnnmLGjBnMmjWLYrHIK6+8wq5du7j11ltZuXIlgUAA13XZsmUL3/72t3n22Wf54Ac/SCgkLZNPhVIGMxfdxszFt2JaAbTWWIEw+zY9zEjPTgq54dMK1GjtU9u2koqG+ShlYAdjxKpbqW1bQSE7QjjeSHa4s9R+bEy4rJ7Zl3+Ysro5KKWIVDaT6t/Hxkc/T2fymfFATfeulxju2cmC9/8KzQtuKGXlKUUwWkXfvvV07Xie4Z6dVM1Ycsx7TuMVc8y54heom716fEpXecP8sd/DqZ9ZtdakNvyI4We/SuyyD2LF6/EL2fFzYLF/H97gYUJz15BNPs/QE1+k+kN/iXYLoBShWVfgZ0cYfekb2JXNOI3zybz1FIYTIrriHvzMEENP/zNOw1zs+jkMPvFFnIYE0cQaBn74F5gtS3Hq55Dft4HBH/8TkQXXYUarGF33XXQhS/zaT5MpjJB309THZ+OYZ/9vo6VyET+19Pd5ec9D/GTb13hh17eYVXMZl7XczuyaFdhm8JR/txqfVH4IpRTRQOWkwr6W6VAWrObw0HYyxbFAjQLLcMamTimUMko/KwValT5gx95reTdLujDESK6XLz338QlTiTU+2eIoTrSFojcxc0WhiAWrx4sfTxq355N/djcqYKHCTikAM5ABv7RfFXFQpqLw6n50Oo9ZG8OoDhNY007ukW0oy0CnixS39RD58HKUbeKP5sk9kSwVKV5/CCMWxKyPTbl/IYQQQggx2RkFalpilaSLBbYMdDIzOrF7j9aancM9vDXQyZ3tS856dr5SChUqwwiVYVXOOPldULdAsWc3RjBK7PKfIdCydLyjB14RUBMyYbyRHryRHqLL7yJ2+c9ghsrGj0kXsyj7NC8cPJf0hofJ799I9U/9f8Sv/EWUZaO1JjBzKfl/+ilGXryf6LI7saunfzvmeHmQ2XOq2bD+MA8+sJGly5uY2VJOVXUE2z79jBetNYcPjhAIWLS0VmIcE/ApiweorYuRSvWfjUNAKTXeivtIfRnDMKZsz6215q233qK/v5+bbrqJ+vr68efU1tayatUqvva1r/Hmm2/S0dFBKpVi48aNVFVVsXLlSqLRUuDAtm0WL17MK6+8wubNm7n66qtpbm4+K8fzXuGEyqmauQTTKmXBKaVwQuUEwhVkh7vwz6DGSihWizIsTCuIFYgQjFZjWAGUYWI5ITw3D8cEpstqOwjGasYv7JUyqG5ZhumEGDi8uZSNpxR9e9ehlIFhOfTseXX8+aXlBvnMAJnhw1TNWDJhPOHyRqpbLh0P0hw53tOl82kymx8nPO/qUibhcRmIVlk9ZWt+EbumHauiib4Hfw9dyGKW1RJZcgvecDdeehAViFDo2oHTOB9lWkQW30xs5YfQhQzpzU9QHNiPWV6PN3iIyLWfJjBzMZmtT5fO3XaQ1MZHUKaNXVOaempVNJLe8mPiV328FORQCt93J/yuT+gEvw5fe3h+cdLjthlgafONzKm9nP0Dm9l46Em2db/Etu4XuWr2h7l2zkcnZKW8MwrTsNBa4+vJbdBLU7a80ntgfHrukQDN0QM40WurUBjKoC6eYHXHvcds46iQEyNkT55KaijjxO8ZpfD70hQ3d4EGoy5K+OeWlbJjABV2CP/sMnJPbsfd3kvwprk4DTFCdyxAmYrcY0mwDML3LsG5bAbeoRGMWACzNkr+8e1gGUQ+eTlGzakHToUQQggh3qvOKFCzoq6NeZUN/M36J9k30o9tmrjaY+9oP9/duZ5/3/YSpmFwc+sl56yQ8DuhnDChxJWkXv9v+r79O8Quv5fw/PdjxhtQ9uQ7p3ZtB4GZi0m99j207xJb+SECjfMxIuUYTvi0x+EX0qU7z8EoTm07xf79RxdqD6usluyOF3GHuy6IQI1lmVx3wxwam+JseOMQj/1oG4GgRXtHFSvfN5Om5jimeept2TWQyRYxTUU4PDGzyLIMgucphd7zPHp6erAsi9ra2gmFg5VSVFVVEQ6H6e3tJZ/Pk0qlGBwcpL29fTxIc4Rt2zQ0NLBz5056e3slUHOKTDuAEyqf8NiRDBWt9YSMlxOZcg2lUJZdOicohVImxpGfx5848ZlWIDIpA84KRDGtIMXcaGnOiDLJjvZSzKfY8tQXJwVHAAKRSrTvl7Z/zP4sJ4x1FjswaTePn0thVTRNOQ4jHMeMVpUCKkeKJmufzNanGX7mqzj1szGCMfzMENofC4gZFlbVzFIA3DBRpgOeixGMYVU0kXrjB7jDXRS7d1J2xc+BaeONdOMNdZHe/GRpX4ZJZMG1aDSRQCWxQBW9qX0MZXsmtNyeTGEaNp7vUXCPFgHXWpMuDDOS65v6WcogGqhkfsMa5tavpntkF//56m/x7I6vs6TpBhrisybtp7Rdf8oMUoWiMtyAYwboGd1L0ctjm4Hx5ZnCMH2p/cSC1cQCVaTzgyc5psnCTpzycAO26bC0+QZiwbNT30qZBuEPLYEPnWC5oQisbiOwum3i49EA4XuXTv0kxyJw9Sys1pO9bkIIIYQQ4kTO6Iq3MhjhVxZdzZ+8+jD/uOlpDKVIFfL87fon8bWmIhjmU5dcxdzy+vNbg8MwiSy+BXfoMKMvfYPeB38Xp7aDyOKbiS6/A6d54YRuK0a4nKo7/5jBR/+W9BsPk37jYUKzVxFZciuRJbdghOKndzxeEXeoE3fwMJ3/8pFJF0leagDtu+hc6kyP+F0Tjjgsu7SJxNwa9u4ZYNvWXrZt7aGrc5Tb7pxPa1vl229kCpZpoHVpetWxtC4VMT4ffN/H8zwMw5iyu9ORx490dzrSEcqypv4zO/K4657fDjsXqjM9p3iF7JQBnVPdqu8VSzWvjqE9F98vYpg2jJ1bTDuIE4yx8AO/TrRq6kBsecO8yXVn1Jkf64TNOWHMSCWFziTacycXMFelLI/jpTf8EKdxLhXX/xq6kCW78+Xjnnf830Qp0BNKrGF03XfQvkd0+V2E5q4pTYGsaUcX81Te9FmM0NEsEGUFcLTF3PpVPLn1X3hp93e45ZJfJewczWzMu2kMZeJYIQzDJB6sJVcc5cDQW8yuXVnKbEGzq+81elN7iTgTg3qDmS6igYrxQIqhDKqjM6kIN9CX2o+vJ/9NOlYQy7AZyByeFIQp/doUdWXtNJYn2NHzKgcH36KtuhTIcL0CGw49yWC2k8tabp/03HciHqphVvWlvH7gR2zufJqVrXdhKnv8d5IpDqO1JuKUS80rIYQQQogL3BkFagylWF4zky9d/bO81LmLtd176c2OErBsFlQ2cv2Mecwpr8OeYhrJu0kphRmOU3H9Z4hd+kFye9Yx+up3GH72q4y88i1q7vk8kcW3jF+wKKUItl1K3S/+M4XuHaQ3/IjUhodJf/M3iGx6lJoP/RVWRePb7JVS0eKJIwGlMGM1VFz/v1GByangShnY9XPOxmG/a0zToCweZOHiRubNr2PDG4f4n4e2sHlTFy2tFad80aCUoromzM4dffR0p2hqPhoYy+Vchgaz5+Iw3pZlWUQiEYrFIrlcbnxKC4xdPObz5HI5IpEItm0TCoVwHIfR0VF8358Q3NFaMzIyUqpnEZUpAeeKYVoow6CYHZ4wHUprzUjPDvQUU1ROVXrgAMV8Cid8tHj2SO8uvEKWsur28fdIReN8une+iB2M0ZB4/3m7mFZ2kNjlP8Pgo39N7wO/iVlWh/YKxFd/5KTPcxrnk97wQ4af+zf89CB+ZmiK4MxxNBS6dxBoWkDkkutQVhA/O4KygkQvvZv+//kc/d//U6yqFvzsMMH2FcQuvRsDk1Xt97C3fwMv7v42+wY20lq1GFOV2nMPZbu45ZJfZU7t5ZjKIlF3Oc/uqObJrf9Cz+heqqMz6Evt5+DgVuKhWlxv4vSnx976El0jO2kqn0tFuAHPdzk0tJXtPS+zoOH9xEN1kw6lLtZGQ3w2Gw4+jq89msrnUvRyVEVmsLL1TgBigWpumPfLPLTh//Jfa3+bhY3XEg1UcGgoyZbOZ5lVfRnva/vgqb1gY2wzyLWJjzKc7ea/N/4VGw/9mPpYOyjFQPowXSO7uH7eJ1k+82YU5+8zVwVNrLZKVOD8fu4LIYQQQlzIzkIxYcWMaAUfmn0pH5p96ZTLpwtlWljVrUSrW4kuvYPM1qfpuf9XGHzii4QSazAjE9O0jVAZgZZlBFqWEb/q4ww+8fcMPfUVwvOvIX7lL5amRhgWKAM/l57YFgMo9uyaOADLwa6bjTt4mPCC6wm0TKxFcaEZHckzNJSloiKEZZsYqtSC2zQNDANMc+Jrr8eyF7Sv0X6pG4nvl/4pvU1KBYOVgtlzanjlpf2sf+0gM1sqiJUF8H1NcmsPhw+PTKhbc7YcqUuTyWSmXK6UoqOjg3Xr1rFt2zba29txnNLUENd12bFjB57n0draim3bxGIx2tvb2blzJwcOHGDmzJnjtZEGBgbYt28ftbW11NaeXnFq8fZCsVqccAV9+9czeHgLlU0LAc1o/14ObH4U7Z95oGakdxcHNj9G2/IPYpg2+cwgu19/EK01DXPfP75e07wPsOe177D95f8kWt1GWU0HyjDRvksxN0putI+KpkvG23mfK0opQnNWY1fPJLd7HbqYwyxvwCyrxRkrZm44pfosduUMKm76TYxwOWVX3Idd3YI30oM9ZzXRFT+NYQcwwnHKr/00TuO80vZNi/L3fwK7tgN36DB+ehAvPcDIi1/Hz6cBTfXdf4Zd00bNvX9Nfs9ruKN9mDMXEWxZNj7GynATP3fZX7D+wCNs7nyGjQefRKOJBippr15Geah+fN0ZFQu4d/nneGnPd0l2v0yy+yXqyzq4acGvcGhoG5s7n55QTHdO7eUMZjvZ1v0i2WIKU5lUhBu4bu4nWdFyx6QMHICQXcbdS36PH2/7KvsGNrGj51UigXKWz7xtwu92QcPVxIJVvLT7QTZ3Pk3ezVAequO6eb/EpTNvG+vaVJquFQ/WELRL09oMZRILVk3Yd9QpR2tvPOOzvmwW9634PK/u+R6bO59l/YFH8fGJB2tpr15Kc/lcFEeDZwErREW4/pwUZD4Ro6GM2O++/+1XFEIIIYQQJ3RGgZruzAgFz2VG7OTTW1zfoz+XxlCKikAEa4ppI+eS9ly80V7MWM3RNH87QKBlKWa8Dj83MiHI4mWGAY0ZPppCbsbrCLSWLiJKFxslRrQaZQfJH3wTPz1UqmGjNd5oL+nNT04Yh+GEicy/hvQbPyC17jvYNa0TgkN+IYOfHcWMVcMUhSKnm76+NA89uImyeJDq6giOY5JK5dmze4Cq6ghz59dOCNTt2T3A4ECWQsFl/75BXNcnubWXbNYl4JjU1EaZMbMcUDTNiHPJono2bezku9/eSGNTnEymyEB/mtraKAMDUwdTzkRNTQ2GYbBx40aampoIBAIUi0Xi8TjRaBSlFHPmzGH27NmsXbuWyspKZs2ahVKKvXv38sILLzBz5kzmz59fuhgOhVixYgXbtm3j8ccf58orr6SqqorR0VHWrl1Lf38/N998M2VlR6d9aK3xPI9CoYDrltrC53I5CoUCtm1Pq8DnhSAQrqB5/nVsffYrvP6DP6Km5TK09hg8/BbBaA2ms/eMtq+UQbwuwf6N36f/wHqC0RpGenbQt/8NmhfcQE3L0eB1vHY2c9d8gm3P/yuvfPszVDRegh2MUsgMk+rfS6RyBu/70D+c80ANgDIM7OpW7OrWCY8bgQh2RdP4z2a0iujim8d/jiy8YcrtRS657phtW4TnX4PWmtGXv4n2itTe9w9gmLhDnfR967co9u/HrmnFKqvFOmb7E8aoFBXhBq6e/fNc1nLHWDcjjWnYBO0oAeto3R5DmSxouJrWqqXk3dL5OWCFiTjldNQsZ2XrnZSFjgZElzRfx5zalRS8HL52USgsM0DEiWMZgSn/zo4NCOXcFL72MZVFyJ7Yzcg0TForF1MfaydTHMXXHrYRIBIoP9rRCaiNtfKJ1V8aL/4bC1bxs5f++XjbbFNZ3HrJZ/C1R3hsHaUU5aE6rkl8lJVtd+N6BTQa23DGfyfHjv2SxmtorVpCLFA95e/4XJBzlBBCCCHEmTujQM0P9mxi+1A3f7rydlLFHIZSxJ0Q1ljtFa01h9PD/MPGp9jQewAULKpq4pcWrGZ2eR3GGXyhc4e7cAcO4mdHyO1+Fe3mKXRuI/PWjzEjlZjRKuyaNpRp42eG6P3Wb6HdPIEZizFjVfi5NNmdL1Ho3E7F9b+KOqZIcHb78ww+9gWcpgXYNW0YdpBi3x7Smx7Hrm4lNOt943UknNo2wnOvZnTdd+j+j08RmnsVupgju/2F0tSnY+o/KNMisvQ2YttfYPj5/yC3Zx3BjstRdhBvtJf8wS0EW5dRddefoJzp3665tjbCZStnsH/fEJ2HR/B9n1DIYdnyJhYtaaTuuHasb27sZO+eQY6Uca2ri9LVOUJXZ2kK0PwFdcyYWY5SEArZ3HjLXGa2VLDlzS4OHhiiqjrCjbfMZWQ4xxvrD+GcQWepqSQSCZYvX87GjRv58pe/jG3bWJbFnXfeOd6uOx6Pc/fdd/P973+fRx99FMuyUEpRLBZpaGjgzjvvHG/ZbRgG8+bN4+677+aJJ57g/vvvx7ZtXNdFKcX111/PqlWrsO1SnYlcLsd3v/tdOjs7xwsX53I5HnjgAcLhMMFgkMsvv5wVK1ac1eO+kCjDIFzeRLwugWkHJy5TilhVG7YTPRrsUAaJ1R8nGK2ha8fzDHZuIRitof3Sn6amdQWbf/IPhOOlzAwnGKO8fh52sHRRbFoB4nVzCMcbADAMk1h1G5YdKk1htIJUNi+iZcmdBCIV7F73IAOHNmE7UZbc9Ls0L7iRQORoENuwHDpW3Etl82IOvPkIA4feJD10CCdYRt2sVTTOvRbzmL9703Ioq51DIDw5u+NCYZbV4A4eYuTlb6Ash8LhrZixauzatrd/MqXX1DId4qGat13XMExiwUpiTLxxEHHKJ2XImIZNLFj1zg/kyD6UQSRQTiRw8tdEKUXIKSPkTO7AdIRtBqiKHC0ibhoWFeGGCdsoO8Fx22aA8immZx0vZMcmBZKEEEIIIcT0p/TJu6OcdOEX3vgx39u9gVUNHewZ6cMyTK5smMXdHUupCUXJukX+YeNPuD/5KpfVtuKYJq/37GdRdTN/8b47qY/ET7b5kxr68f9j4LG/Ba9Y6pTiuWCYYJilGjMdK6n9yJewYjX4uRTDz/wrqfXfxx06jC7mSu1gq1uIXHI98TUfxRjrcgKQP7iZgUf+ivz+TfjZYfB9jEgFgeYFxNd8lFDiqvHMHK01xZ7dDD76N2R3voSfGcYsqyU89yrCC28odZm64j4qb/yN8fX9VB8jr3yL9KZHKXbtwHfzmKE4TuNcYivvJbrsjskFPqchrfV4cd8j7yM1VvjUMNSkO6uu63Oy95thqAldoo5u3x9rhKMwTTX+mGmepOXsaR5PJpNh165d9PX1obUmFosxZ84cysvLJ6yXzWbZs2cPvb29aK2pqqqira1tPPPmWL7v093dzYEDBxgdHSUUCtHU1ERTUxOmaY6vXywWWbduHanU1MWkDcOgvb2d9vb20zm8C/02t4ax94TvorWPYdoTioBrrUuFfdETlpW6QPn4vjfWgcnAMMzSlEWvWGqXbFpo38P33LG6NiZa+8cst8e3r2Csy5MurT+2Le27pXORotRK+wQtkUvH4JXq44x1eFLKQBnWhPVL+ysA6h1l2XQeHuE/vraOwYGpazjF40E+8enLqal992oiabdAbs9r5A9tAa+IGa8jNOsKzHjdhNdOvKdc6OciIYQQQohz7owDNV/Y8BPigRCNkTiu79OfS/OziRX82uJrGMpn+PhT91MVjPCXV9yNbZh8b9cbfPnNZ/ncytu4tW3RaQ/cHe3FG+094QgNJ4RVOQNlWqULo2IOL9WPLmTQvocyTIxABCNajWFP7MChfR8/M1RqP+sVSkVjrQBmuBwjUj7pAkNrjZ8dwUv1g1tA2UHMWDXKtCkOHMAIx7FiE++MareAlx7Az46UxmM5mKE4Rrj8ggjSiAvOhX5xdH5afV1ApmOgRogpXOjnIiGEEEKIc+6MIwLlgRB/tOJWVjV04Poe9ydf5cn9b/HTs5bhGBb92RTvq2+nJhTFUAY3tSzgB3s28VrP/jMK1FixmknBjxNRSqGcEEZl89uvTGl6hRmtxIy+s9bSR7pKmeHJGUJO3aypn2M5WPF6GJt2IYQQQgghhBBCCHFmuedK0VZWzXUz5lEfKWNGrJLb2xaTKuYZLeRKXX0A2zA5chMtagepD5fRnR0589ELIYQQQgghhBBCXETOKKMmaFoYSqHRqLFAjK81Rd8j5xUpeF5p2hGa0swFhWkYOKZFzi2eheELIcS7Q2tNoeCRzRTJ5YoUij5u0SvVaPJ1KXPPUFiWgWUZOI5JMGQTCllnvZ7SueT7mmymSDZb+sctenh+qV6UMXZ8TsAkFLKJhB0s22Q6H1qx6JHJFMlmiuTzLp7n43saFJimwrZNgkGbUNgmFLIxjGl8MEIIIYQQ4j3hjAI17WXV9GRT/PeuDby/OYHre3xrxzqyboF/3/oyDeE4w4UsXekRPF9jmJApFhjIpWk4g0LC7xXa90q1b9KDeEOdFHp24Q4cKNW2yQyhi3m076KUibJsVCCGGSnHjNVgVTZhV7diRqowQjGMUBkcV6z0fNJao908fmYId6iTYtcOiv37cAcO4edT6EK2VGTVDmKEy7Erm7GqZuI0zsOMVpdap1v2+T6M06Z9Hz87jDvSjduzm0JnEnfwEH5udLz9u3LCpSl18Trs6jbsug7MWA1mKI4KhKUY6zmmtSaXdRkZybF/3yAH9g8zMJAhNZonky6QL3gUCx6eVyqmrdRYIMM2cRyTQMAiHLaJRgOUV4Sob4jR1BwnVhYgHHaw7Xc5eHOCXWmtcV2focEs+/YOsnfPID3do6TTBdLpwoRjNAwDyzYIBS3CEYd4PEhjc5z29krqGmJEo4HzGujQWuP7mtHRPD1dKfbsGeDwoWFGR/KkU4VS4Mn18Tx/vDi541iEIzaRSIDauigzZpbT2lZBeUUIxzHP+DXyfZ+hoRye609apgxFLBYgEDi9j2KtNcPDOYoF74TrmJZBPB6cUKj9VLiuz8hwDs+bPP4z3bYQQgghhJjaGQVqltbMZG5FHX/zxpPcn3wFT/sM5DLc2HIJg7k039qxjhnRCrYPdfPEgbeYU17Hq9172DHUwzXNiUnb01pTOPwW2W3PnXCfdk0r4YU3nLOLVC89SOqNH6DzmSmXG6EyIotvxoxUnJP9a63BK5I/vJXc7rXktr9Ibt96vJFedDFXKm7se+CPdYw5UmNVKVAmyjDBtFCmXSpqXFZLoHE+gZmLcRrnEWhZghVvKHXHOvK8d5HWGl3IkNvzGtltz5Ld+TKFQ2/h50ZLx+YWS515tA+o0vgMs3Q8loMZqSAwYzHBOasIz7uGQNN8MO137YLXL+bJbnuaYs+eScvMsloiS27BOK5t9LG09vGGushse4bM5ifJ7noFb7Rv7LUtgn/k2Jl07EYggl3TTqB1OcGOFQRbl2NXt453OhNnh9aafM5l165+trzZxd49g4yO5CmOZc+c+HngeRrPc8nnXBSo99AAACAASURBVEbJjy8rBXAMAgGLqqowre2VtLZW0DSjnFgsMN4t7Vw6vqsalLJn+nrTvLmpkzc3djLQn6FQOPFxel4pyJHP/f/svWeYXOd93v17zjnTy87Mzuxsw6L3DrCJpFhUWCRKpGyLcpETJ3kdJ65xYr12nChxnNiXHccpTi7nVeLYVizZ0qXQjmSJYqdIkCABEr13YBdbZ6f3M6e8HwaACE7ZMrsgQDy/69oPu3PmPKfN7Hnu8//ft0EmU2FsNMeZ09Ps2X2JwaEQ23cOsHZtDI/3xn0m4YcJcelUiRPHpzh6ZILJiTzVioHRRCC5+h7LsqnV6oJUgiKXLqU5dGCMrpCbdet72LApztDSUEcVUbpu8cw3DzMxnm94zelS+fRnN7BxU3xe66/pJv/3/xxlZDjTcplIt5cv/NQ2olHfnNcPMDVZ4FvfOEQuW2l4Ld7r54s/sxOvd+ZUMolEIpFIJBLJ7OlIqIl5/PyrOz/N10/v5eD0CA5F4++vv49PL9uMaVtczCXp9Qb56sm3+PLb38GtOsjVymzpHuQTS9Y3rtC2KZ9+k6m/+MWWY/q2fxbvxk/CIj3BM7MTTH/rNzGzE01fd8RW4Fq6Y1GEGqtSoHLhXXJv/m9KJ17FyE6Aoc/uzbYNtoFtGWBUr0XkmNkJ9JHD5Pd+E8UdRAsP4F6+E+/mR/GsvActMnglanjxMYtpSsdfIffW16mcfQszP/1DUaIp9pXZr4Vt1rD1ElYpQy1xgcLBv0WLLMG7/mGC9/007pV3o2iuRReebL1E9gd/QmHf3zS85hzcXN+OJqbV9Vj2JPm93yL3xlepjh3HvlI503qwxn030qOUT+9CuHxooX66n/wygbu/ADIprGNs26ZWszhzOsHet4a5cCFFpWwsyLoty0avmuhVk3yuysULadxujXDYw5r1PWze0kv/QBeatniVCU6neq3axbZtqlWTfe9c5u3dl0hMFdqKUO0wDItCQefk8SkunEuxfEWEBz+2kmXLwzek0sK2bQr5Ku/uvcyB/aMkpopNqz9mtS7Lplo1mJoskJgqcGD/KOs3xLn/geXEenzz2p+rLXD5fLXxxTwkJgvYG+Pz+upKp8tMTOSbr/sKes0kOV2ku9s7LzEomSwynShSrTZ+FoaWhXA65XePRCKRSCQSyULT0R2WEIKlwW5+847HsWwbwfVPhePeIAC/vPVjrAnFOZebpscT4JEl6xkKzC5R6XbAtkz08VOkn/tDCvu/g1VMLcIgNlY5i17Ooo8dJ7f7L3H2ryVw948T+sQvNk2sWiisWpXq8EHSz/4BxcPPYdeaxwfPbaUmxvRFcrv+jOLB7xK8/+/Q9dDP4oitRCgfTBm+VcljlTLwPqHGNg3K594m/f0/pHj4OTBnKb61wa4WMZLDKN4QKGrH67sVsG27LuxdqaazzBq2ZaA63B1X2Nm2TS5b4Y1dF9mz+xKVysIINO2oVAzGx/OMj+dJThf5sae3oGmLV5ngdGoIRWDbNqlkiddePc+774xg1OYnajSjWjU4eWKK8bEcj316HZu39OKcZ1vPbDAMi7Nnptn1g/OcO5uct9jUDNuGfK7K3reHuXg+xd33DnHHXUtwu+fWQioEDAwGOXJovOnr09NFdN3A7Z6bYG7bNtPTxaaVLu+lWjFITBZYtTqKqs5NqLFMi+R0qalIAzAw2CU9fSQSiUQikUgWgQW7g1ba3LiGXF5+bNVOdMvAIVQ05dYx1lxsbMukcvZtpv/mX1M+/QaYN8hk2TbRR49TS1xYVK8Tq1Yhv+ebZJ7/z1RHj9VbthYYM58g89Ifo48eJ/Lkl/GsuOuGt3QB2JUC1vvTzGyb8qnXSXzjS1QvH1nQ/de6h3DGV7WyHvnQUasWmL74DrFld4IQXNz/1xRSI6y88wsEYis7+k7JZiu8+NxpDh0YQ2/j97EYaJrCsmVh3J7FrWxzOlUUAYWCzovPn+bIofEFFWneSzZb4YXnTiEEbN3evyiVNaZpcfjgGC+/eIbpRLHeCbpITE0VeOn505RLNT760Ao8czxX8Xig5WupVAm9as5ZqDFNm8RUoWVr13uZmChQq5lzPg96zSQ13bryLx4P3NRG0hKJRCKRSCS3Kh0LNbZtU6hVyeplapZJs3tll6LR7+vCu4hPi28oC3RjatsWpaMvkPjGl9DHTkLTo7d4KL4Ivq2fRrj9i7J+q1Ig/fx/Jv38f6pXmiwidq1M8fD3qSWHif3Ef8S7/sEb1tJ1FbOSxyxlrhjLCmzToHTiVaa+9svUJk4v8GgC1+AmtOjSD0SU+iAoZca4sO//EO7fSOLSu0ycfZNA91LO7v0rtjz6JbQ23kCtsG2oVGq88OwpDuwfxTRv7GcQ6h4i6zb0LHplgsulUTMsfvDyWQ4dGFv0fU2nyjz37ClCIQ8rVnUv6Lr1qsH+faM8/+wpisXOK9RmQ7ls8INXzlEq1Xjo4ysJhTyzfm844sXnczbd1uR0iUqlRrBrbtdvrWYyMpyd1bJjo1mq8xCDqlWTqalC09e8PieRbu+c1ieRSCQSiUQimR0dCTWmZbEvcYk/P/EW57IJSobe9KnmukgvX3nop1BvkwnlbKgbJ59k+lv/YtYijdCcoDkRinadgaxt22CZ2KYBpl43pZ3F42XXks141ty3KNVNZjFF5qU/JvXsH2BXm9/oX4eiIjRXfR+v7ptdF7Nss4Zdq8yq2kgfPUbiL/8J0ad/H9+Wx+rmyjcKo3rNd8dGUDrxKolvfGl2Io2iXWnZEthXzZTbVN8IpxvP2o8iNNfCbf9NjmXoaC4/CIWJ07tYtv1zdPWs4tgr/7V+zc9DqLFMi4P7Rzl0cGbhoh7jrNEd9RKJePH5nbjdDjRNwQYMw6RSNigUqqTTZbKZCpVyjVrNbLvuNWtjhCOzn/Datk3VNFCFgkOdw/Ut4PDBcQ7sa76vQtSrbvwBF/HeAKGQB6/Pgaap2JZNuVwjnS6TmCqQTpXRdWPGr5lMusyrL58l3hfA51sYod4wLN7ZO8LLL5yZlUjjdKn4fE7i8QCRbi8erwOHQ8Gy6j49uWzl2j5VKrW258owLPa+PYxeNfjUZ9fj8zln/P4UQuDzOwlHPE23t1KukUqV6WlTddOMUklncqLRoLgZuWyFdKpE1xzFoHKpRjLZ3Fg/HPbg98+8/xKJRCKRSCSSudORUHO5kOb39z3PkeQYK4JRBv1hlCblJn2L6H9yq2LrJbKv/Um9HaadSKOoOKLLcfavw7VkM46eVWjBOIq3C+FwXVlXBbOUwcxOUEucp5a4SG36IrXEBcx8ooVhr1i09Crb0Mm98VUyL/23GUUa4fTiGtyEa3AzzsFNOHpWoPrCCIcbLBOzksdIjaJfPkr18hGql/bXxZA26OOnSH373+KILsU1uGkhd21GzNxk3T8nfZnUd34HffRY8wUVFS08gKN7CDUYRwv1obj9oDqwq0Wscg4jM46RHsXIjF05jz+8ThRPF+4Vd99WkyTV6cGoFrh87Hn0cpbo0HaqpQyWOX8/mUymzLt7L1Nr0wKkqIKhoRCbtvSxbHmYri43DqeKpimoinLVMgfLqkcxG4ZFTTepVAwSUwWGhzNMjOeZnMiTSVfqwuoVXC6Vdet75mQibNoWzw0fY1mgm22xJbN+38hwhsvDmaZ+I263xqrVUdZv7GHpsjBenxOHQ0VVFZQrvjamaVOrmZTLNS5dSHNg/ygXz6dmbBW7eCHF2TPTbN7StyBVQxfOJ3nt1fMUCu1FGqdTZfmKCJu39jG0NITP78LpvLpP9Y9TPfXJpFoxSCZLHDsywamTCZLTrVupDMPi4MExYnE/H31wOZo2s1jm9ToIhT1cHmmsgDFNi+lEEZr467cjMVWkNMtqoqpuMjGRZ9nyuXnDXW3LakYo5Ma7QOKbRCKRSCQSieR6OhJq3p68wKnMFL+89WE+t2I7IZenqVeNQLT1sLnlWICOgcqFdym8+0zr1COh4Igtp+vhn8O/7dNo3UMoztk9dbdNA7OYwkgOo0+eo3ziFcrn3sZIj2IVM4CN1j2Eb9OjoCys0adtWxSPPE/qe/++Li60QPEE8W74OIF7v4hn5d2owZ621S+2bWNX8lRGDpPf/TUK+79TF0WaLmxRufAOyf/7b4n//a+gekOd7tasMdJjmIUUqb/9Pcpn3miobFK74njWPIB/66dwLd2OFu5H8YYa9t22bWyjiplPYGanqA4fpHT8FSqX9mMkh3Et3YYjtvyG7dfNgD88SPeSbUyceZ3lOz+P2x+lkBwmEF2OMo82N9u2OXF8qmls8rUx/U7uuW8p99y7lGCwfTVC3cNawekEvNAFxHsDbNzcS61mkU6VGL2c49zZaS6cT5HNVBhcEmJwSdd1gptt2yTKBWotKqpqlsmx5BjRObYs5nONyUCKIli6LMz9DyxnzdoYTlerqHeBqtbFD5/PSXe3j3XrezhyeJyXXzxDNtPa0PZqutSKld0EAvOvALNtm3SqzPPPniKTbm1ILgQMLglx3wPLWbc+1jY6WlXrlVJer5NwxMvyFRHuubfI3reHeWfPSEtTaaNm8foPzhPp9rJ5cy/KDN4vmqbSE/ejqkpDIpVp2kxN5K+1TM4G27YZu5xt2D6HU8Xvd5JOXX989KrB+GgOy7LnJJZNjuepGY3Xoaoq9MQDsxKpJBKJRCKRSCRzp6NZeqKcJ+zy8MiSDfT7um6rp/udYJs1SkdfxMg0jwAHcC/fSfeP/ju8ax8A1TG3lBFVQwv2oAZiuJbuwL/jSczcBJUL71I69hKlU6/jXnE3jt7VC3rObNvGmL5UF2lyUy2X08IDhD/1JYL3/ASKLzKrlCYhBMITxLP6PtxLtuJd/zDTz3yZ2tS5lu8pHnmOwjvPELzvp+stVTeAWvIS+T3fIP/uM9eJNMLpxbPmfsKf/CU8az6KcHnbClNCCITDjRJZgiM8iGvpNgL3/Di16UuUjr6AFupflGqomxlFc7H63p9h1T1fvBLFrhAe3ESob1399zlSrRpcupimVmsuiKiq4N77l3H/g8txdZBcJITA6VSJ9waI9fjZvLWXVLLE+XNJ/H4XHu/1IlPNMvndfd9nrJhtWqFoYXM5n+bBgTXz3qb6dsHmLb188rG1RGO+OU3ghQCvz8Gddy9BVQXPfvckxTYVLqMjWcZGs6xd1zPv7dV1k717hptWpVxFUQQrV3XzxJMbiMf9Mwoo76cuQPh55LG1hMIeXnvlPLlccxGqWNDZ9doFensDxHvbty0JURftnE6Vcvl6ocaybFKpMrWahdM5O+HDqFlMTuQbjIQDfiebtvbx9u5L11XC2DYkEkUqlVpb4eq92HbdrNhsYlbscCj09kkjYYlEIpFIJJLFoiOhxqs5camaTHGaI2YpQ+XSAbCaP61VvF2EH/8S3nUPIdTOJogIgXC6UaLLcHQvxbf5MYz0KCgqyjw8Pdph62Wyb/5vKhffbbmMFl1K9HP/hsBdT9fFkzleN3XBJoD/jh8F1UHir/4ZRnK4+fZUC2Rf/1M8az+Ks7ezSe1sKZ96ncq5vdeZJyueIKFP/hJdD/wDtO4lc0/ZEgIhVITLh2tgA86+tXX/mhtslvzBU684UBx1E9daJY9ZK+PyR+f1/VMuG/WWkxZEur1s3zmAyzW3OOZ2KIpAUeqiTU/cj201VlFYto1uGvzjTQ8QcjUa1tYsi78+d6Cj7RACVqzq5tFPraM76p3X/gkhUFXBlm39TE4WePP1Cy39XUqlGhfOpVizNjbvYzlyKcOBd0fbRnAvGQrxqc+svyIizG8cIQQut8bd9wyhKgrPPXuyZWXN6EiWvW8P86kn1qPO0L7W0+PH6VIplxu9tvL5KqWijtM5O4PiYkkn0eTa9QdcrFzVzaH9Yw0tS8npIsWiPmuhplIxSGfKTVvAnC6NnvjimNBLJBKJRCKRSKCjzNRtsSUoKOxLDFPtwCfilqPDOZtVylJLnG/5urNvHb5Nn+xIpGmKEChuP86+tTjjqxZ23UDl4rvkdv05GM2frCu+CN1P/RaBu79Q99fpYPIrVA3/tieIPP5rKJ5gy+WqwwfJv/VX2IsQC94Mq5jGzI5f+124A3Q/9VtEPvObOKJLFyQKXSgqQrv9TDwr+QTHf/DHVArTlDKjHPjub7P3mV9n/OQrWPM4v7pukG9RLQEQjfoIR+YnYswGIUTTig9VUfj4knXc07uc7bGhJj9L2BIdwNXB90Osx8+jj9craTrdP5erLmq0M8M1TYvRy1mqLQSPmahWDfbuGSaTad3yFIl4efTxtfQPBBfknDldGnfcvYQ7717S8quqHhE+zthY7jrvoWYEgi4iLUyj87kK+Xxja1or8rlqU6Gmty9Ib18Qn79RjMlmKm1bxt5PoVBt2dIWiXg6amOTSCQSiUQikbSno1nj2lAvn1q2if91/E3+7Pib7Jm4wMn0BKfSk9f9XMonZ7yJvZ2wjWrbuGotNIBwzy0B5IPGNnTye76JkRlvuYx/2xME7vjcgrUhCc2J/84fxb3yntbbVatQPPI8Znbyhl+DwuEmeN9PE/zo313w6qXbkUohSW7qHALB2KlXUTU3g5seY+zkq1jG7Ce5V7FMu62JsMPZyq9lcdGEwhPLtuBuUTGlCYVHlmxgXbh3XutXNYU77hxkYHDhTN5DYQ9r1kbbLpNJlymVZk5uez+2bTM1VeDM6em2KVPbdw6wdFl4Qc+Zw6Fw1z1DRKO+lstksxWOHh6fMTXM6VRbVqGUSjUK+eqsv6OmJgvoTUyhe+J+PB6NaKxxey3LbuvH9F5s26ZY0FuKRz3xwKzbtCQSiUQikUgkc6ejko3vXzrKdy4c5nw2we+nJwm7vLhUraHgZH2kj//x8BdlPPdVrHrkdCtsy+i0aOeGYts2+uQZioefbxmhrQbjdD38DxGuhS2XVwMxgvf+FKUTr7YcuzJ8gMrIIXyhvgUdeyY8a+4n/Oiv3lAz4w8ztm2iOjyYRpXpi/tYcecX8AbjTJ59c14VU0KItr4shYKOaVpzSmRaCIQQ11XLWLZNtlqiaOhY75nI+x3zq2joifnYur0fh2PhJtqaprByVTdv7rrY4JtylWy20rTtZzacPD7V1gOnu9vL1u39aI6FPVdCCGI99eP1g1fPYbQQ9k4cn+Kue4bobiPoOBxqSy8by7JJJIqssWxUdeZv/5HhTINopaqCnh4fDodK/0CQwwcbRfPLw9lZmxanU+WWFVDxXr8UaiQSiUQikUgWkY6EmqDTzY7YEnbMEBG7xB/uuF3ow4RQNRSnF6uYbvq6kRrBLCRRA+2fUN80WCblEz/ASF5s/rpQ8G78OK6hbQteoSAUFffKe3D2rEQfP9l8IUOndOQFfJsf5UZdiIo3ROgTv4gjuvSGjHc74PJGqFVyHHnxP6I63EQGt5BLXDGTnsd15XAoeH0Oii0ijpOJIuNjuYZUphuJbdvsGjvDX5zcQ0YvYdtgY+NSHfz23Z9hdWju5rwbNvfSFZqdF8psEUIQjngJdrlJJUtNl6lUDKoVY07pRgDlUo2Tx1ubkyuKYPXaKD3xztu4mq9fYfPWPg4dHCMx1dzTKDld4vTpae7pbt0qp6oKsZgPl1trKoBMjuexLBt1Bv1D103GRhsNlf0BF10hD4oi6OsLoiiiwc9ncjJPpWLg8bT3t6pX3+SavuZ2a8R65m7ULJFIJBKJRCKZPR0JNQ8OrOGe3hUzLqcK0TS95HZFOL2ogVjd1LcJtcQFymd249v26bbJQDcLdq1C8eiLDVHUV1HcfrzrH0YsUvuPFh7E0bOitVADVC7uw65VELOMOO8U15LNeNbcf0ucv1sFTzDOsu2fIzV6mMGNj6E5PQgh6Fl5L4o693Y6l0sjFPK0nHznchXefecykYi3qefHjcDG5nsXj7AjtoSqZeJQFLrdfo4mR5saDc+Ew1GvfFkM3cnrdeD1OkglWy8zn9anqalCW28ah0Nl9ZoYyizS4+ZLKOxh2bJIy2ulVjO5PJxB3zGAy93632pX2IPX62gq1ExPFzFNa8ZKp2ym3DRqPRBwXbtOg11ufD5nQ+tSqaiTTpdnJdS02leP10E4vLBCn0QikUgkEonkejq6s3WpGkGne8Yfn8N12xmftkPxhXH2r2/5ulXKkPru71E++9YNM8HthFriAvro0Zavq8E47tX3Lto1oDjdOPs3tE1BMjNjGNPN06EWfoNU/NufvO3isxcbRdUY3PgImz/5T+mKrwYbwn0bWHHH0yjzSMDyeB0sGQq1bH+ybdi3d4Rnv3uC5HTxA/HZsoGKUeOhwbWs7ooR8wT4zPIt+BwuhvPNK/LaEevxE40uTuWJy6XNGGOu63MzE7Ysm9HLubZtT5GIh/6B1obiC4HLpbF8VaRtW9LwpTSFQnuvpEi4tQlvLlehkG+9n3AlMjtRbOodEwp78PvqJuOBoIuuUKMwXijqTE/NfC1XKwbJ6eZCTSDgIhyRQo1EIpFIJBLJYtLxI0jTtshUS0yUsowWMk1/pkr5D5eZcIe7orgD9WoLV2s/g8r5vUz+6c+S3/11zGIa22ptevpBYts2lUv7MXKJlsu4Bjeh+Re3jcvRswLRTqgppqm1as1aYBRvCM/aB27IWLcTtm2RmTzNsZf/iIPP/i6F9AjFzCjp0SNgz/3zoSiCNetiBLtaV3rpusk7e0b4y784wDt7Rsiky5imdcO+zwSCsNvHdLlA3Bvk0PRlzmQmmSzNnDLUjGjMh3+R0npUTZnRz6eVf00rdN1gYjzXNpK7b6ALr29xK56EgN54AF+bcTLpMskWbV9XcThVYj3NfbraiSNXMU2byfE8un69gK+qgp64H3FFdPT5nE0TpoyaxeREbsbzkEqVWlY/9cT9C+pvJJFIJBKJRCJppKPWJ9O22Dt5kT89/iZnMwl0q/nT0vXhPr7y8E9JM+ErCCHwrnsIZ89KqiOHWyxlU5s4TeIbX6J0/GX8d30ez9oHUNyBm6s6yTKoTZzBrraeYDjiqxa95Uj1R6FN64NVLWHmk/UyiUU+fs6elahd8UUd43ZEL2U5+fr/ANuikBxGL2WwbZPhQ39LV3wtmnNuT/mFEPQPBFmzNsbet9tXW40MZ5hOFDkwMMqOOwZYtTp6zQ9kMRHAJ4fWE3C4WR7sBmx++51nWR7oZigQmdO6VFUQ6fbOyqx2XtsqxIzfTXMVl3TdZHoG8aI76l10Y1shBKGwB4/XSa5J2xHURZTEVIE1a2Nt19PKULhaNUjPEJ+t6ybjTbxjVFWhp8d/7firqkKsx4+qKpjm9aLM5EQBXTfbii3pVJlqk1QpqEeASyQSiUQikUgWl46Emgu5JL+997tcLmRY2RVDEYJjyTF29iylaFQ5n51mQ6SPL6y+4+YSF24CHD0r6Xr4H5L4q1/DrlVaLmcWpsnt/hqFA3+Le+VdBO56Gs+aj+KIDoHq/MCPq1XJo0+dpV2ZkaN7KWKeCTWzRfEEEEJpvRWmjplPYNsWQizupM7Rs1K2PS0CpewYVq3K9ie+zKHnfg8Ap6eLSiGJ3UIkngmXS+O+jy7j0sU0kxPto4vL5Rrnzia5eCFNrMfHylXdbN7aRzzux+N1LopoI4Tg/r5V137/f3c8ymQpT8zjJ+JuXZHXDE1TiURam93ejOhVs6U5MdT9acJhD+oNMLb1+Z34A04mJ5q/bprWjNcQQP9Ac6PfWs0iecWnptX+lMs1xkYbhRqnszFRqn8giOZoFGrGx/OUy7WW1UGWZTM9XWwq1CiKoL9fCjUSiUQikUgki01HQs2BxDBjxSy/svVjfH7VTg4nL/Mv3vo2v/uRpwi5PDxz7gDfu3iEfl/Xh8tKeCF2RtUI3Pl5Sideo7D//7aMlr6KVc5SOvoS5VO7cMRX4dvyOL5Nj+Aa2ori6QJF/UAmYFalgDF9qfUCQlA88n1qqcX1hzGmh7Fr7f0hrEoeLAMW0+BXCLSuXsQcqzsks0AIEKLu22TbYFtUC0kUVQMxv4m6EILevgCfeGQ13//eybaiwFVM02JiPM/kRJ6D+0cZWhpm1eooa9bFCIU9OJ2L91kMubwEnG4OJkbI6xWWBrtn/V5VrXuX3EoUi3pDm897cTrVlp4vC40QglCbtCzbhmy2imXZbUW7ri43/oCLXLZRoE8mS1SrBl5vcxElMVlomlIWCnsa2r9iPX7cTRKmSld8aqItosR13SCZKDb1hg8EXW1bBSUSiUQikUgkC0NHQk2ilCfo9PDAwGqCLjdu1YEqFGxsQi4vn12+lbcnLvCdC4dYH+lFfLjkmo4QQqD6u+l+8l9iVwsUj70I5kxVATZ2rYJ++Sj62Enyu7+Oc8kW/DuexLPqHhy9a1AWKVmp5RbVKpj56TYL2BQPfo/iwe/duI1qtSm1KrZlLe5VqDpQ/N2IeQoHktZ4g31oDg8n3/gTCqkRRk+8RH76AvFV96Nq85+sCyHYuCmOEPDyi2cYH5u5KgLqE/NiscaJ41OcPTPN229dYtnyCOs39DC0NEwguDgm6qZVbznd3D0wJ6FGUQXeGdJ+bjYKhSqW2bpaT9MU3Ddwn2ZK/6pUatR0s23yk9frJBLxNBVq0qky1UproWZ8LIfepNIlGvXhfp+Rs8froLvbSzZz/Ti6bjA+nmPdhubR7tWq2dJrJxz24vU6bqmqLIlEIpFIJJJbkY6EGhtwKApORUMgcKkOVEUhUc6zPBjF73CxuivGvsQwlg2LbOdw6yEEzoGN9PzdPyb9/H8h9+ZXsYqzTHKxDIzMGEZmjNKxF9HCg7hX3Engjh/BvfJutNAAQlv8CYxVLWLOdps/YGyz1jJCfKEQiobSxiRaMn9cvjAbPvYLjBx9DncgSjEzSt/ah1my+VP1qpoO0Bwqm7f20RP384NXznHqRKJp5UIrajWLxFSRxFSRg/tH6e0Lsmp1lE1beonH/TjmUGVjf6eZPwAAIABJREFUWCbPnN3Pjp4hVnb18OcndjNWzF573bQtDiZG2Nw9MKd9VITA2UZAuBkpl2ptjYRVTcF9A/eplYBylZpuoutGW6HG43UQjfm4eKHxezOdrpv4hpvYD9VqJmNjOWq1RiPgnrgfl+v6SkG3WyPeG+D8udT71mMxPpZr2WJVLukkk819gaIxLx7vrSX2SSQSiUQikdyKdHSH2+3xUzZqJCsFlgYiBJ1unIrKoelRdsaWUrMM0tUStVsgYnpOLOBcXwiBFllC91P/CtfgJrKv/QmVS/vBmP0kEcvESF6ikBqhdPRFnAMb8O94Ev+Opxbdy8aq5OftD3LjuQFJPUK5IQLZ7Yht23i7+llz789g3f2TgEBRHQhFwbbtjq/xq0avn3lqI2vXJdjz1jDDl9JzTiqq1SxGhjOMjWY5eGCUjZt62bApztDSMA6HMovtFGiKinKlOnHX2FmWBrrxX/F5MmwLbT7te0LcEC+XhcQwLOw2n1tFCNQZkqYWEoej/VimaWO2EZag3oIWjfnQNKXh2qrpFqlkiYHBrob3lYo604lGAcXpUumO+q4lPv1wW+sJU838cFLJEqWiTiDYWIGZulLV834cDuXa+iQSiUQikUgki0tHQs2GcC+KEBxNjrE1OkiPJ8BQIMJfnt6LS9XI6WVevnySB/vXLHbQzi2NEALV20Xw/p/Gs/4h8m9/g/zur6FPnZvRu+Y6bAurnKVy9i0qF/eRe/Nr+LZ+iuBHfhJn/3pEh1UHTYfUy4tepXJLIZi3X4qkPZV8gtETLzK05QmcnvpENjt5htTlwwxt/Qyq1nlEsxACn8/Jth39LF8Z4diRSY4cGufySKatV0ozTNMmnSrz5q4LHDo4xoaNce66Z4i+/gCa1lpoUYXgR1ZuB8DGZm04zs9teoCwq56cppsG/+v4m3PfN0C9xSbZpmG111cFN1Q4mEnosiyrbasWXBEE4wFcLg3jfYK8ZVlMTRYa3mPbNvm83tRDyet1EuvxNQiAiiKI9fhwezRKxev/j6RSJfL5Kv5AY3ve1EQes8k+OJ0avb03WeqgRCKRSCQSyYeUjmaUq0P1CcSm7gEEAq/DyRfX3o1T0fg3e7/Lfz74Mn6Hiy+svgNF+tPMiFA0nLHlRJ74dfp/5W+I/cQf4l5xN8LtZ84OxoaOPnqU9LP/nrE/+hGS3/l36GMnF7z6xTZ0bkiliuS2p5KfYur8Hqz3eDnZtsXE2V1Y5hwq0GbBVePYe+9fyt/5ezt5+ie2smlzL11d7jkLA7YN+VyVPW8N8xd/vo/vf+8Uyeliy6jqqzHXQggEgr+//j6Czh9WPmiKyoMDa1jRFe1oH28JZjjUt+p/lZ64H7enUTi3LJvJyXzTa2Nyop7W9H6CQRfdLYyBe3r8TdOdCnmd5HSj6GPbNhMThYakKKi3bMXi/qbjSCQSiUQikUgWlo5KLNyqxhdW34FDUVGuPGW7K76M3/3IU+waO4OmKNwVX8622OCH6yncIu+KEAqO+GpC0WX4tjxO8eB3KR55jvLpN7GrjU9bZ6KWOE/6+39I6djLRJ74dXybHgH1RhtC3gzn/2bYBsl8sW0b8Z50s/rvSl24WaSqLiEEXp+TTVv6WLGqm/HRHEcOT3D2zDSpZKmtf0ozMukyu9+4yNRknk88soYlQ10oSnu9POa5fnIsgHXh3rnuyi2JqiptP7b18K8bJxQ3EzDei6IosxLyPF4H4bC3QSyxbchlK+i6iet95sBjo1maEe8N4HA0r9DyB1x0hTwkphpbpibG82zc3Htdtauum2Qz5aYfp+5u7w31A5JIJBKJRCK5nenorksIget97TROVWNnzxA7e4Y62rAPCttavEnfXBBCgObE2bMCxyd/keC9X6Q6cojCu39N6dQualNn621Hs8TWS1TO7mbyT/8hoY//PF0P/xxaMNb5djpctJtJKd4Q3Z/7LVyDmzseq1O07iVXtldyK+LyhdFLGSbOvkls2Z1YVo2xE6/g8oYR6uL6AimKwO93sXptjOUru0mnSgxfynD40Dhjo1nyueqsRRvTsDh1IkEqWeKRx9ayaUtvy5YaG3jm3H52xIZY2VX/vNYrbW4PHI72JsyWZTc1110sZhpLVQWqOvPZcTpU+voDnD3TmJhXKOgU8tXrhBrLshkbzTVd19DSUEtxSFUVBge7OHu6cZzLl7NXKnd++N5Cvko+X226rr7+IE6nFGokEolEIpFIbgQd33XZto1uGZSNGmYLgUMTCkGn+5aoqrGNGjdbK48QCqo/gnf9w3jWPYiRGad88nWKR56nfHoXZmbsSgvSzJi5SVLf/V2M1GWin/8dFF+ko/OiOL0IIVofMSFw9m/Au/6heY8hkQB4uvpYuv1Jzr79NS68+y0sy0BRHWx97Nc7iueeK5pWN1WN9fjZur2fyYk8585Oc+TQBJOTBSpN2lOakZgq8rffPo7bo7F6TazpZNvG5vXRM6wN3R4VNO/H63O0rVAxTItqk7jqxaI0QxKYw6HimIWYoTlUevuCCNH4XOCqWPLedqZctkK2SZy3y1VPdmr1FS4EDC5pNCYGSE4XKRZ0gl31trq6D05zoUZRBPG+wIxmyhKJRCKRSCSShaGzeG7b5nIhw7cvHOR4apx8rdq0t35FMMq/vusJ1FtBqNFLYN+4J7RzRQgFR3gA7e6n8W15FH3iTL3K5thLVEePzcp82K5Vyb39lzgH1hP62D+GDkxYFXew7fttQ68fU4mkQxRFZcmmx4kMbCafOI+iOQnGVuHt6v3ARGBNU+gfCBLvDbBpcx/nzyU5cnic82dTsxIQctkKr796np54gHDY0/C6QBD3Bika1QVJtrrV8PtdbQ2QTcOatTC2EMwU2e5yazidMydyCQHhiAeXW6NSvv46qVQMCgX9uvOdTpWb+tN0hdwEmhgCv5dwpB6pXS5d//5yuUYqWbom1AAUCtWmx9Pt1giHPLfd9SeRSCQSiUTyQdGRUDNZyvHlPd/mjbFzdLt9+BxOmhXlv9cI82bHLKaxb4E4caGoqL4InpV3416+E+PjP0/p1C5yu/6M6qUDWOXmfgZXsatF0i/8F1yDm/Gsf3jeN+DC5UX1R7EKyebj6GXMwvRtOcmULAK2jWXomIYOCKy5pKItEkIINE0Q6fYSjnjYuLmXSxfS7N93mdMnE5RK7bfxwvkU+94Z4aGPrUJ7X9S0AHb2LOUbp99lOJeixxu49h27NTpI2O1drN26KfD6HLg9DgqF5gKJrhvkWrTqLDSWZZNJt243FaJu7DsbjxohBOGwh4Df1SDUWJZ9zf9IVQW2bTM9XWwQWgC6oz6CTSK23ztOMOiiu9vL5dL1/xNKxRqJRIGly8MIUY/wnk6Umnb++gMuwt0f7mtNIpFIJBKJ5GaiI6Hm7ckL7Jsa5sfX3MEXVt9B3BNsWjWjvsds+GbHzE1hmzeulH4hEIqG1j1E8N6fxLflUUrHXiL76lcon327bYWNkRwm+8ZXcS3bgeoNzWtsxelFC/VRmzjVfAHbwkiOYBtVhOPWEewkNx+moXPunW9y+dhzOD0hLFPHNKps/NgvEVt2J+ImiEUXQuDxOFi7PsbylRFOnpji1ZfOMjGeb+lhYxgWhw+Os237ANHY9ek9NnAsNUahVuHFkePXiZ1xb+BDL9S4nBrRqI/pRKMZLtQ9YzLpMqZpzRid3Smlkk6xhWAEoKj1lrjZEuxyEwi6STTZt1SyeG2fajWTqalCw/Wjqgq9fQG0GdqRfH4XkW4vl0euF2pM02JqqohhWDgcKqZpk5xufpyDXW6CQenvJZFIJBKJRHKj6EioGStmrsVvb4r0fygqJoz0KMwU9XtzWdgAV8yHEWiBGIG7nsa97A5Sz/4B+T3fbJ0UZduUT/yA2tR51GU75jWu4g7giC2jfLL1MvrE6Xr7kxRqJB1QyowxefZNNjz8C4R612NbBmOnfsClg98hMrAFzdnYOvRBIYTA5dLYvKWPri43z33vJOfPpVoun0qWGBvNNgg1Avh/NtyHYTW2Y95KlYrzxelU68fkROtlkokium7i8SyuUJNJlymVWv9vUBVBzxyEGk1TiMZ8XDifbKhiSSXLmGb9j7pukphq/A53OBT6+4Mz/t9VVUFP3I+mKRjG9dfRdKKIXjVxOFQsyyKVbN6m2tPjX3QhTCKRSCQSiUTyQzq683IoGj6HE7+jfY/8rBHM/FTcNhfNQ8Y2DfTJM7M25r1ZEYqKs3c1sad/j/Cjv9K2ksXMJyif3jX/sdw+nH3rQW2t+VWHD2EWWk9SJZLZUKvk0Vw+wn0bcfu78QTjRId2oJez9bS2mxBFESxdFubTn91ApE3riGFYXLyYbvi7EIKA003VNLiQm6Zi1gi5PKiKgnoTVBAtNg6nysBgsKEl7L2MjubaVrosBJZlMzGRb+tREwi4GoS2dgghGBhsLrSk0yVqer0Ft1yuMTXZWOni9Tro7QvMcpyupt45ickClUq96rJaMZoaFgsBAy0MiSUSiUQikUgki0NHd/prQ3FM2+Z8dhqzyRPfeTGDsa1dqy6akGIW09SmL94U8dwLgeILE/r4z+NecWfLZWyzRnXkcFMT6NkghIJrcBOqN9xyGSM7TvXSgXmPIZEAONwBapU8qdEj1CoFqqU0iQt76vHcys0bG3x1orxxU7zlMld9Sd7/GbFtmyPTo/zG7r/h1958hucuHSOrV/jzE7uZKDWPa/4wIYSgrz+IP9C67SabKTMxkV/U7dB1g+GLmWtVLs3oHwzi88/NmD3eG2haqVKtmtfSl9LJMuVy4/+8WI8fr29248V6/Hi8jRH2hUKVbKYuzmSzFfQmBtgOhzqnSiGJRCKRSCQSSefMaXaTrpaomT802h0MhNkZG+Irx3ahmwbrIr14tUZDYU1RCLu8s6i6ESiu9k8krXIOq1pAcS/sjaNt2xipEWqT52Ze+Bbp8BJCoHX14t/5I5RPtaiasS2MzDhYZtuqmHa4hraiRQYx84mmr1vlHMWjL+Df8WRHCVOS2xtvqJ/e1R/l5OtfAeqfWc3pZcPDv4DquLn9MxRFsGpNjF2vXWi5jF41ME0LTfth5YMN/PX5A3xscC0lQ6dmmTgUhUSpwHgpy4B/ft5StxLRmJ9Yj6+lka+um5w6McX6DT2L1p6TSVc4f665YTrU24uWDIVxuxvFkHYEgi6CXS6S09e3HBk1k1yuwgBdJKYKGLXGByF9/UHcrtl9Z3s9DmI9/sZxDIupqQIrVnXXhRq90Ui/K+TBP0cBSiKRSCQSiUTSGXOamf/B/hc4PH35PX8R6JbBmcwUBxLD9HtD+J2uBh1jdSjOf7jvR2cVz60GukFR68JBE4zsBGZ+Gq2rdy6bPjO2Rfnsbszc5MKu9ybAvXxn22NqG1Vss4aYp1Cj+iN4N36C6qUDzRewTEpHX6Q6ehzX0NYPhZeR5Majak5W3f1T9K66j0L6MqrqIBBbgSf4wcVzzwW/34mqirZVGe/3v7KxSVdKPL1qGcdT4yQrBa4qxQtWxXiT43AobNnaz9nT002LHS3L5szpaRJTBeK9gQW/FizL5ujhcdKp5v4tAKGQhzVro7NKfHovXq+TaMzXIKDoukkmXcG2baYmCw3eMpqm0Ns/s5HwVVxujYGBLk4en7ru74ZhMTVZwLZtsplyU6EmFvPNunJHIpFIJBKJRLIwzOnxoyIEqlDe8yPwqA62dA+wIdxHyOVBu+71+s9sE5+EECjuIIon2HIZMztBbfrSgrfRWJU8xYPfW9B13iwIzQVtWkOEUBFKo3/BrFGd+DY/itImOcpIXya/55ttU6gkknbUqgUyEyfxRZbQv/Yh4qvuw9vVd0uINAC1mtky+QlA01QU9f3x3IK4N8ieyQtk9RJV0+DQ9AiJSp6o5/ZpR1m+IkI40trjJ50qcfTIBKa5sOKVbdcjuY8emaDWpKrlKkNLw0Sjs/enuYrbrdHd3fg+w7DI5yrUaibpTLnhuvH6HESjvllf+5qmEIs3GgJblk0qVcIwLHK5aoMgJAREur24Zlm5I5FIJBKJRCJZGOZ09/VPt30CfR7R1Y45xHOrvjBaqB+92GisCWAbOqWjL+Dd+PEFi3u2r1R8VM7vneUbFmTYG4aRnWyTZCXqwpg6t5L969YgBK6l23Gv+gilI8819/ixbfJvfR3v+ofwbvxEZ8KQ5LakkBrhzFv/m62P/waqdnO3OjVj9HK2pf2VEPUI5PdXZAjg86t28keHXuF8LoFumrw7dYlPLdvE0kBk8Tf6JkAIQXfUy+Ytvby562KDmAD1r5x3915m2bIIK1d3L5h4ZxgWe94eZnystQeO262x444BHE3MemdCURRiPT4cTvWaeTDUBZR8vkouVyXXxODX75+7cXG9MsZBPle97rVctkI2U2n4O4DTqRHv9c+5UkgikUgkEolE0hlzEmoi7rk/MZwrarAHR2wF+uixlssUDz1L8L6fxrVsZ+c35LaNPn6S9At/hFXKdLauWQ33w5najagEsC2T0rEXWhskqyqO+KqOt0X1hgg99LNUL+7DzE01XcZIjzL9zL+kx+XDveojN0SsuXq8b5WqC0lrBFdT4TpXSi3LpljQcblUHE51Ua8P27Yp5HUOHxxvuYyqKvQPNFYSCiFYG47zOx95kvPZacqGzmAgwqAvhKp8+FOfrqKqCnfctYRzZ5NcHsk2XSaVLPH8c6f4Ef9mevs6b4Gq1UwOHRhjz+7WFZxCwJp1MZatiMxrPCHqhsJut3adUANQyFfJpMtNk5h6+wJz9sPpjvoIBFwNgkw+XyWdLjUVhNxujXjvzMlSEolEIpFIJJKFpaM7/ZplkqwUW97EVowak6UcVdOYdauScHpxLdlcb9dpNW5ymOzrf4ZV7jD1xLYxS2nSz/0nqhf3dbau2WIalE++hjF9EbuFZ8xCYds2+ugxioefa7mMUB24hrYtyHieNffh2/wYtIkNrg4fIvGtf3ElBWrxPDZs26aWGqF8/GVsvbW3hOTWwdvVjycYJ3lpP9ViilolT61SwNAb05JmwjBMnnv2JC+9cIazZ5JUK7P/jpor1YrBnrcvMTbaXGCA+oR4cLAxAtm2bS4X0ng1Jzt6hrivfxWD/hDJSpGKcXu1EXZHfdx591DbypWRSxme//6ppglac8E0LY4dmeCVl85SKrU+zl0hN3fevaRp9PVsiXR78XgaRZdiUSedKlNuMn7/QBdz1YU8Ho1Ik/axUrFGLlulUGisqPH6HITDnrkNJJFIJBKJRCLpmI4az4+nxvn9fc/z99bfy8cG1zY84b2QT/Jbe/6Wp1ffwedWbJtVWJIQAt+mR8i98VWM9GjzhSyD/FtfRw1GiTz2awi3f85PM23LpDZ1jtT3fp/8W3+FbTTepC4GtqmT/M7vYGbH8ax9AP/Oz+HsX4/WFUd00H7UOI5B5cK7JP/mt6hNtU6ycsRW4F62c0HGVHzdhB//Z1SGD6KPHG6+kGVSOfMGE//zZwg98iv4t38GNRhfkMoo29AxcpN1ceroi5SOv4Li9NL/S9+aMU1McvOjV7IkRw5y+fgLuP1RlCsVWb7wINs+9ZtoztYeJs1ITBV450KavXuGiccDrF4TZeWqbrqjdfNUTeusYsU0LRJTRXa9dp7Dh8bbepysXB0l2tN4jVrY/M9jb/CPNj1An68u5FQNg2+ceYcHB9awNTrY0TbeSmiawvad/Zw/l+TQgbGmy1iWzYljkxQLOh99aAWr10SbiiCtsCybTKbMvncus3vXRYrFVi2jdZPjj9y3jBUrO2u18nocRGM+piYL1/09n68yejnT4E+jqgoDTUS9mRBCMDgU4uiRiev+XquZTE7kyWUb/wfGewPSn0YikUgkEonkA6CjO7ATqXGOp8ZbetBEXF6qpsFro6d5avlWZvsI0DmwEc/6h8jv/nrLZaxKnvRz/wkzP03ooZ/D0bsa4XC3vWG2r0zmrWKSwsFnyb72P6leOgjWe313RL3Hot3T2E41BaOCPnYCfewkud1fwzWwEfeKu/CsfQDXki2owRjC4UFojiutHrNZqY2Nja2XMfMJCvu/Tebl/14XaVq2PTnw73gSrXtJZzt0BSEEzv4NdD/xz5n8i1/EKrSOs9XHTpD4+q9S2PstAnd/Ac/aB1C74igON6iOlufRtm2wTGyzhm3o2HqJWvIS1YsHqA4fpHJxP/rYCexaBbBxLdm6IPsm+eBx+SJsfPgXGhqfNKcHpYPY91KxxoXzKS5eSPHaqyq9fUHivQH6B4P09QUJhz04XSqqqqAoAkUR77s+bSwLLMvCNG2qFYOxsRznzyY5cXySxFSx7fiBoIsddww0CAq6aaBbBslKgUKtSqlWFw3ytQqjhQzl26yiBsDl0vjko6tJJUtcHsm0ssPi0sU0k984xJq1MTZv62PJkhBerwNVU647f7ZtY5oWRs0im61w4vgkx45MMjaabZvOJQRs2dbPXfcMdSzoqZpCX3+Q40evTxzMZaucPjXdsHw47KGra37+bIOD9Uqc9x+3E8enmlYO9fUH0RzST0wikUgkEonkRtORUJOulvBoDmKe5hUtLlWj1xtkspSbk6uE4u0icNfTFA9+r61vjF0tknv9Tymf2Y1/+2fxrnsALbIE1d+NcHrrd9NmDatSwCxlMJLDVC7tp3TsFaoX92GVG1sRnIObwDbRR4/PYYvni41dLVI5v5fKxX3k3v4rVH8U1+BGXEu34+xZhRbqQwlEUdwBFLcfoTlBqIBd3ze9glXOYhaSGKkRKufepnzqDarjJ7ErrQ0wAZx9awnc+fm2bWZzRgh82z5NaPQYmRf+CKvSuj3NrpUpHX+ZyoV30CKDuJfuwLV0e/0c+sIIh6seK25b2KaBXavUz2VuCiMzRm3yLPrkGczsFGY5g10twSK2U0k+WBwuP7Hld2HbNpZZQwgFoSycv4xtQ7VqculimksX07hcKi63A49HIxzxEg578Pmd+LxOHE71msFqzbCoVmrkczqZdInpRJFcvkqlXGsfxc2VCf/WPlasaKzKOJgY4ZXRUxxNjvHfj7yG31n/nOb0CpOlHD2e2887RAhBNObnE4+s5tnvnmByotBy2UrF4Mjhcc6emSbY5aavP0g05sPnq58/27KpVg2ymQqTkwUSU4UrSUvtv0OEgMGhEA8+vBKvt7WoPFtUVaGnx98goNRqJtOJRpEv0l2/DuczblfITSDgIvc+n5qpyXyDeKOqgmjMh6pKfy+JRCKRSCSSG01HQo1l21cMPlvfyKlCmXNSlFBUvBs+jv+OHyH3+p/RzjzUNnT0kcOkRg6TebELNdiD4g3VKzOEqE/w9RJWJYeRncKutr6xd0SX0fOTf0j59BskR397TtvcMZaJVUhiFZLUJk5RePevQVFRvF2o3jDC6UVxeevtUVeqbGzTwDaqWJUCVimDWUzNOv5a8UWIPPEbOAc3LKiRqhAC4fIRfuxXURxuUt//DzOaNFvlHPro8bo4tvtr9f12+X4oStkWtmXUK2hqFVhkbx/JzYltmSQvH+LSwW9TTF9GKCqh3nWsvOsn8SxE+9z7qFZNqlWTXJa2gsB8URTBmnUxHvzYSpyuxqqFZcEo95oG+xPDrOiKEnZ5AYFHc7A2FL9tUp/ej6II1q6L4XCofPuvjzI52frc2DaUSjVKpRoT4+2F69kgBKxaE+XxT68j3jv3lttmKIog0u3F63W2bbW6uuxV8+H5UE+L8jcINc0qk/x+F5GIVxqxSyQSiUQikXwAdCTUxDx+ykaNkUKadeHehvannF7hUj7JEn94zt1CitND+LFfpTp8kOqlA+1bka5glbNNq2RmNZ6/m/Djv4Zn7YMYmXGE5rphvjUtsUysQgqrkFrQ1Sq+MOFHfwX/9ievVOcsPIqni9Ajvwyqg/Szf4BZSDLrtB7L7NwoWvKho5yf4tgr/5VAdAVDWz6DaVSZOrebM7u/yqZP/pNbKrJb1RTWr+/hkcfX0tXVvGWzxxsg6vFxKZ/kE0vWX6ugEQIE72+/ur1QVIUVq7r57Oc28vz3T3F5JNvg5bLgYyqC9RvjPPbpdfT0+Bb0+Ae73ASCrhmFGqdTpa8/OO+xPR6NaMzLhfPJGf+l+gOuebdYSSQSiUQikUg6o6Pm+o2RfvxOF988/Q5nMlOYV9pObNsmWy3zrbP7OJed5q748nndWDp71xL90X+3YKlErVADMSKP/irB+76IUDW0yCCKpzEq98OA2tVL9xP/nNDHf6FeobNIkz0hBMLpJfTxnyf64/8e19DsPYokkmZUCtNoTi/rHvhZlm1/ihV3PM3a+/8BhdQlrFvIr8Xt1rjr7iV85qkNM1ZlCARPrdhGzBNAVRRURUERym0t0lxFUQQrV0f53I9tZuu2PhyL6KXi9zu5+yNDfOapDQsu0gAEAk6CwZlFEZdbo69//v+bFFUh3huY1bEKhdx4ffP3fpJIJBKJRCKRzJ+OKmpWh3r4yTV38UeHXuEf/eDr7IgNEfcGKRs6x1PjHJq+zNboII8u3TAv/12hqHg3foJ4IMb0t/455VO7FrbKRag4e1cTefLL+Ld/FsVVT41xdC9D8YYw84nm7+vkwa1QUAMxUJ1gtn96upAIlw/3sp1EnvgNvOsfrrcVLfaYQiBcXoL3fhHPyntIv/TfKLzzDGZ+alYVUp0NrqD6u3EtvwPhkPGyHwac7i5c3gi1cg7DEwLLolpM4w31Y9sWpqHXrzlFm3EirWkqd94zhGXZTE0VqJTn1p45H9wejeXLI+y8cwnrNvTgcMxOcDFsixdHjjNezGFdEcNVofDY0o3XkqBuVxRF0D8Q5HOf38yKVVH2vj3MxHieWm1h2iPdbo2ly8J89MEVLFsR6SiGux2aphLv9XP2zHTbyqBo1EewwyqXgYEuXC4NXW99jBRF0DcQvObDJJFIJBKJRCK5sXQk1DiLdNMnAAAgAElEQVQUlZ9Ycye6afCdC4f57oV6JLMNeDUnjy/dyM+s+wi93q55P4EUiopr6TZ6/u5/J/vq/0f+nWcwUiOd+ZQIgeIJ4tvyOF0P/xyeVR8B5YeHQu2Ko/q7qU2emf8YrYZ2uOl+6l/j7FtH6eiL6GPHsQ19cUxwhQDVgWtwE4F7fgL/jidxRJfNPklqoTZDUXH0riH6Y7+Db+Mnyb/7fygdeaHuqbOQfjNCQWhOHD0r8ay+F9/WT+NZcx+KN7RwY0g+MBSHi1JmlIPP/i5d8TWYRpXU5cN4u/o58fpXEAhc/ggr7/zxGaO6FUWwY+f/z957x9l1nvW+33e13ffsPb0XaaRRL5Z7L3HiVEIaCSQQOCRADoR2gXOAcziUy7lwgQuck1wIEEggkBCHFNux49ixE1tukWT1MtJoep/ZM7uXVd7zxx5tzdYU7RnJlpys7+cjW1p7rfWWtWbNfn/reX5PCxu7a+jvi9F7ZprR4ThzcxlsW16VNBohiu2EQh5a2yNs39HI5i11BAJGxQtgCXzp7AGeHzuHBFQhcKREEYIH27decR9/EBBC4PXq3HhzKxu7azh+bILjR8eZmEhiFuw1a8KKIvD5dDo3VLNtez1bttYTCHpec9GisTGEoohV772m5vAVi0XRGj/BkIdkcuWXHooiaGz6wYwqdXFxcXFxcXF5I3BFQo0QgojHz8/vvId3b9jDUCpGLJfBo2q0BqO0h6oJ6Z4rDhMXQsGo30DNj/4+oVs+SPLlfydz6jtYMwPYqRiVhrgIw4dW3Ya38wbCt/0E3u5bUfzRJf0Tmge9fiO5vpeuqN/Lj0Xgbd+Np3kL1n0fJ9d/kMzpZ8kPHsaaH8VOziLz6YrHtLQBBcUXRou24GnfjX/7m/D3FKthCfWKLvcVIYRA9YUJ7H0nvq33kh8+Rubo42R7n6cw1YednFlXhJHwBFBDtcXr2rYL39Z78bTvRYs0oug+N93qBwgB1LTvRS6ImponQFPPvWX7KIq2sOflUVWF6oVqTjt2NpJM5YnNZBgZiTM1kWRuLks2Y1IwbQp5C8tysO1iCW4pZUkAuFCyW9dVDEPF69UIBD3U1gXo6IzS1h6hqsqL13f5SJ9LkUhOzI7x8zvuZiw9jxCCfXXtfOHMK5h2uchpeIrRH9XVy4tUgaDxmqYHCVEUElaLZqkkvWe9qKpCbV2Au+/tYs/eZibGk5w7O8PI8DzJZJ5s1iSfs7FtB8eRZdfN49Xw+XRqav20tUfYsLGGuroAvqtQ1alSWtsjdG+qXXX+Nm6queJr6PNpbN/RgN+vr7iP4VFpav7hqyrm4uLi4uLi4nK9IOTqrxtf4/yU9SGlg52coTB+ulgtaKIXa3YIKz6Jk0sirXyxdK/uRfFH0Gs70Go78bbtwmjZVowqWSX1R0pJfugIhfHTSz5TvEF8m+9C9V+9lAMpJTKXxJwZxJofw5obxZwZxE5OYSemsDNxZD6Fk88gbQukDUIgVAPF8KMEokWxoqYdo74bvbYDvaEbLdqCUF67hdmVIqXEySUxJ85gTg9QGD+DOdOPNT9RrIBVyBSjjYRAaIvHWocWaUKv60KvaUerbkWv7UJ4rr53xJI+WwVy51/BjI0s+7lQNTztezAauq9Ke450SOVj5MxiZRtN0any1aMqKy+yVuCNrli9rs8iKSWW5ZBOF8jnLHI5qyTWWJaDI4tijaC42Fc1BY9RXPAHAgbBkAdNu3IvGVs6/Ob+r/CRnluZyaXoi0/zwU038ddHvsOD7Vu5tXHDVRrxyoyc+BbDx5/AWagoJ4Rg+wO/TFX91bnHX2sKBYtkIk8qVSCbMbEsG9uWCEWgqQLDs3DNgsbrEjmzXqx0P6mTf4h0cgAILURw86+hhXqucc/WzPU5wS4uLi4uLi4u1xHXLsTiChBCQQvXo4Xq8HXfjjRzxdLNtgmOXXzjLkQxxUdREZoHoRkI3VNR2o8QAm/HHrwdr62J8eL2hC+Mp20nRuuOYjlqqwC2ibRNpGOD4xS3I0v+LkKIYtUmVUUoemmMvEHMRi9E2ahdN+Hp3LdQfju/MG6rON6F6InitVSKwpOqI1QdoXmK1/d1HKvQDHyb7+T1cr3JW2meOPlpDg49BkBdsIOP3vrn1AbbXqce/HAiRDHSIhK5tv5GAkF7qIaZXIqOUA3/1vt9spbJ6flJ3rNx7+vSh/jkWYaPPYZt5hY6pdB964eBN4ZQYxgaNbUaNbWBa92VK0IIFaEFkIUc5uzLSCuFv+MjcA2FGjszgsRB9bW+7im1Li4uLi4uLi4/yLwhhZoSQiBUDaEGr3VPrhoXxBdh+OB1kwOuPRcioNDdcrCLkdIhU4gzn50AwKP5ceRV9PVxua4RwEd6bkERgpDu5X3dN/D8WB/v776B7kj9te6ey+uI6m8nvOevwDGJv/qL5Mcfuab9kVKS6v0zFE8Dwc2/BqrnmvbHxcXFxcXFxeUHiTe2UOPi4uLyA47p2BycGiRp5nGkZEdNM1nLZD6focHvGr7+MCGEAqoHoVz7X92yMIs5sx+j4U1cp1nSLi4uLi4uLi5vWK79tz0XFxcXl2WRwN+f2M9wKkadL4SyKM3vloaua9cxlytCOibm3CGkk8OouR07M4iVOAXSQvW3o4V3IK4wQkXaOex0P1ZmAGmmEIqB6m9DC29DqBcjFx0zTmFmP1pwE6q/DTN+FCc7CgjUQBdaqKdsfzszgpU+jzV3CDszhJU4RXbkywhR9M1SfE0YtXe/IdJvXVxcXFxcXFyuV1yhxsXFxeU6RhGCd3btYl9dO6py0QekyvjhSY38QUPaWTLnP4M5fxh/10+THf4iTn4aaWUQioav/cMENv0yiqd2Xed3CjGSx3+X/PSzYOeK8S6OCULF2/Jugj2/ieprBsDOjpI4/Ct4Gh8CRaMw8STSyRX7ovrwtr2f4Jb/iqIXDfQzg58jP/E4Tm4Cx5yjMPM8VvIUFzyCjdq7MGrvBK5fI3sXFxcXFxcXl+sdV6hxcXFxuU4RQEswwv868gxNgSo86sVH9q/seYAt0cZr1zmXK8ZKniI38jD+jp9Ci+zCKcTIDnyOdN+nEUYNge5fXFeak1D9qIEu/P42tMgeFKMWJz9Npu9TZAc+hxbcTKD7E4uOcMgOfwm9ahfBbb+H6m/Hzo6SPvMnZPr+FqP2LrxNbwfA3/Wz+No+hDl/kPihT+BrfT+B7k+CUqykKDQf4BoLu7i4uLi4uLhcCa5Q4+Li4nKdIpEcmhrixzbdyI0NHaiLKuu0BaPXsGcuVweBt+U9+Do/ilB0pJSongbMuQPkxx/B1/5BVO/axTihevFv/ARCMRCKvrBVIhSN/PSzmPOHi9UDF6UnCaEQ6Pl1PA1vRggFKR1kYYbE0d/CjL1SEmpUbwMATm68WIlKr0INdJalR7m4uLi4uLi4uFwZrlDj4uLict0i2Bytpy8xjaFqZRE1td4gAd2ttPNGRjFq0KtvKokpQgi08Da0UA9m7ABOfmZdQg0Uo2qkncbJTSKdLDg20soiFB/STiORCC4KNVrVLvTInlKZbSEU1NAWhGLg5GeufLAuLi4uLi4uLi4V8wMj1EgpkTjYjrWofLFAFSqqogFi3eaGUkocaeNIu/iWsVThQqAIgSJUFKFdsXlisR1roS2ntF0gEEJZaEe9onakdLAXjeW1aOO1pnitJc7Ctb5wPQQCRdFQRfG2vtpjkFJiO+bSNoWKomgLc1h5m1JKbGniOIvOJxRUoV3318Dl9cOr6mhCpT9RXCxfuCv21bcDoWvWL5crRygGQrukcpfiQegRHDuNtLNrPqeUEpwC+amnyI9/Eyt5Gqcwi7RzSDuDNOPLHqd46hBKufAnFB2EQGIve4yLi4uLi4uLi8trwxtKqLEdi9H506QKcyhCpTWyhaCnGikdZtOjnJp4nr6Zg0ynBjHtLF4tSFPVJrY23klXzV7C3ro1LX4daZPMxZhM9jEUO8544hyz6RGyZhLHsfHqAcLeOprC3Wysu3GhPzVrXmBLKUnmZxiMHWNg9ijjibMkslMU7ByKUPHpIap89TSENtAW3U5dsJ2aYBvqGsQhRzokslMMxo5yfvYwU8l+ErlpTDuPqmj49BARXyMN4Q20R3dQG2yj2t+yIHJd7GciN81o/AwAPi1Ia3Q7umosac+0cwzPnSRnpQHQhE579Q68enDJvrZjMh4/RyI/g0BQG2ynLti+wjhsZtMjDMaOcXbqFaaS/WQKcUAQ9EZpruqhp/422qPbCXlr13QtUvkYo/NnsKVF0IjSHOlBW0hHyJkpzs8e5PTEfsYT50jmZgEIeCLUh7roqN5JZ/VuGsPdl21TSknOSnN+5iCnJ/czNn+GZD6GqmhEfU10193EpvpbaK7ahECUhCeXHz4E8JGeWxeJwxfRFNes9Y2PA9K8ZJsEx0KgIMR6rrFDfuKbxA//KqqnDm/b+9GqdqHoUezsMPGDP7fsUUJoIFxvGRcXFxcXFxeX64E31AowZ6X56pE/5eTEdzFUHx+68Q/Z1/4ODo88wVOn/57huZNInLJjzky9yP7zX6Kzeg9v3/FJNtffWiY+LIeUkonEOV7s/w/OTr/E2HwvOSu16jEezU9nzR7evOXjbG28G7XCRVTOTHNs7Gm+e+5fGJg9jGnnV91fUwyqAy3saLqXt27/RcLey1cFyZpJXhn4Oi8NfIWh2HEsp7Dq/rrqpTbQyq6WN/G27b9UJq4Mxo7xmf2fwLRzNIQ28ov3fJb6UOeSc0wmB/i7/b9ILDNa6vcv3/fPbKq7ZYmQkcrP8eVX/4DTky/g0QK8d89vc8+mD5ftI6UkU4jzQv+XeeH8l5lM9GFLa0m7x8ee4dnez9FRvYsHen6aHc33oylGRYLNwOwR/v6FXyJrJtlYu49fuOszBDxRBmaP8p0zn+Xo2FPkrcyS406MfxdFqNy+4QN8+KY/BlZuy5EOw3MnePrMP3B45EnyC0LWYg4Nf5Oov5m7uj/EbV3vW1bcclk/jmNRyMRJzvQzN3acVGyYfHoWxzZRNS++cAPhug1Ut+zEH21FM/xXFN3k2BaZ+DiOXVyQq3qxDWXRM0JKiZlNkJjpIzZyjORMP4XMHI5joxl+fOEGQjUdRJq24a9qRPeGy0p1V4KUEscqkJ4fJTZ8mPjUWTLxCRzbRDN8BKJtRJu3E23aijdcj7LwnBTK1Vu8S+lgZpNk4mPERo6SmD5PLjWDbeZQNB2PP0qobgPRpm0EazrxBKKlVJz1YJk5svHxYpQJYPiqlpzTcWzyqVkS0+eYHT5Mem4UM5cEQPcE8FU1EWnsIVS3AV+oHt0buqI+LcaxktjZUbSq3aV7TBbmsHNjKN4GhLaOiCk7T3boCyAtQrv/rKxUdmHWgcs8/ytHFP9IB5YREl1cXFxcXFxcXNbPG0qoWYztmIzFexHDj/H1o3/OXGYcAIFS/P4oWXgLLTHtPOemX+HLh/6QD974+3TX3Yyy6hdtycHhb/L0mb+/RNQQxZx+UdqtJAzlrQy9ky+SzM3wkzdH6ajZdZk2iguElwf+g8dPfoq5zAQsSqcpmTzK4n/kwj8sp8BUsp9xfwtaySRytXmyeO7cv/LEyU+TLsyXjWRpG8VWTDvHeOIcDaENaMrFaBkhBBF/I0FPlLnMOMn8LKl8jLpgx5KF7Hj8LFkzWfq35RQYj59jU93NXCpk5MwUM6kRALxagIbwhrLPL0TyfPv0Z3i+74tl5118vS+MoWBnOTv9CjPpYTKFBDd1vAtDW1sp41R+DtPOMzZ/hi8f+n0GYsdwpHVh5i72bWHOFKEWI2BWueYXBMCHX/0j+qYPLBKaFt1XC/dtLDPKt079DXkr46ZAXSWklBSycUZPfpvRk08yM/QqVj6FbReQtg0UzVUVRUfVDLyhOpq33E/bjrdS0763KFys41rkUjO89O+/SnJmAIBo0zZu+cCf4wvVAeBYJjNDBzl/4MtMnH0OM5fAtgpI50KfFBRVQ1ENDF8V9V03s+2+T1DV0FPxuAHSc8MMHX2MwcNfIz03gm3mcRxzwVRWQVV1VMNPpGkLG2/6IM1b7kf3hlF13xULE1JKHNtkuv9lBl79KtP93yeXnsWx8jiOvbDYFwhFRdU86N4QNe176brhvTRsvB3NE1jXz0F84gz7v/AL2FbxOb5h3/vYdv8voXsCxdRDM8fYqac4f/Bh5kaPYeZTOLaJdIrPdbEw96ruxfBHadn2JnY88MsYvqormo/SvJhxCpPfxqi5A/QwSIdC7CXsZC9G3T0onrpFOy8XV3Xx+paEHiTSzoHQEKq/uEUWt+XGHllXOtVyCM0HioGdHUZaaViUNnW1hCwXFxcXFxcXlx9W3rhCjbR4dfhxDg1/k3h2kpaqzexseRPt0e0EPdXkzCTDcyc5OPxNxuO9SCSj8dN8/eif8ZGb/4TG8MZVzi7Y1ngXz/T+E5lCnKi/iaaqzbRHttEc6SHkqUFRVOYyE5ydfoUTY88Sy4wikYzFe3ny9N/y4zf+ESFvzYotSCkZmjvBEyc/XRKZqnwNbKm/nc0Nt1ITaEVXPOSsNLHMGBOJcwzMHmEmNUSqMMfetrfi1VaPtJBScm76+3z79N+VRJpqfzPbm+5lQ+0NVPubURWdvJVmNj3CaLyX4dhxplODZM0U+9rfjnZJWlO1v5mwt465zDjZQpy5zDhdNXtYLL5IKRmMHaNgZ7kgbEgkA7Ej3CU/tGStG8uMkirEgAupRJ1ln+esFI8e/0te7P8Kpp0DBBFfPdub7mVT/S1EfI1IaTOTHuHM5H5OTTxPujDPXGaMrx39fzHtPHd1fwi1AmHrAgU7y/D8KZ7t/RznZw/j1QO0RrbSVbOXan8zhuYllZ9jInGOobmTmFaW7rqbVj1n3krz6LG/5OzUywsCj6Am0Mqulgfoqb8Nv1FF1kzQP3uYk+PPMbLQftCz8n3kUhmOYzE3dpITT/0VE337sQtLI6MAkBLHLuDYBcx8ijP7P8vQ0cfovvXDbL7tJ9F9VetIbbTJp2PkklMApDwBrHwKgrVYZpazL36e3v3/RCY+zrKRCdLBsQo4VgErn2Jm8BByjQEMMwMHOPz4HxMbOYZjLxNRIR1sK49t5Znqe5G50eO0bHuQHW/6VQxvGHEFaVZSStJzw5x76V/oP/gwudRKxrQS6VhYBQurkGbk+ONM9b1I85b72H7/LxGu715z245tkk1O4SwINcnZgeLfDT/Z+Dinn/97zn//3zFziRX6bmNbNraVp5CNMzd6AlW7egbOQvVTmH2B+QM/i1F9I05+htz4IwijGn/Xf0LoVQv9cLDix3Hy00grhZXqQ9o58lPP4JgJFC2EGuhA9bcjFAOj7j4KM8+RPPHf8Da9Y0EAehk7M4zia7kqfVcDG9CrdpKf+Bbxw7+KHtmNtHOo/lb8nR+9Km24uLi4uLi4uPyw8oYVagBm0sOoQmNv60O8a9evLxFfdre+mX3t7+DfX/0DTk88jyNt+mcP871z/8J79vz2ihEpQghaI1t5aOsvoCo6WxrvoD7Utez+N7W/k962l/jCgd9hKtkPwNnpVxiMHWNH870r9t12TE6MP0ssMwZA0FPNj93wP9jd+uCK/cpbaUbnexmP97Kt6e6y1InlKNhZjo49TSI3DRSFoJ+46X8Wj13mjaeUkryVZnjuJJPJfrY03rlkn4ARoS7YzmDsGBLJePwsdsuDZYJO3kozFj+N7ZhEfI14ND+TyfOMzp8mb2XwGeXh/KPzvVgLaSFNVZvxLQr3l1JycOgxXux/GNPOIxBsrLuRd+74VTbV37okxey2rvdydPQpHj3+l4zFe0nkpnn85P+mNbqNjbX7Kl5kp/PzPHLsLxiPn6WrZg8P9PwMO5vvx6OVv9m/EO0zmx6lMbzyQtJ2LF4d+RbHx58pReF0Vu/iAzf8Hp01e8rGsbvlzdzT/WG+cewveHngq8ykhyrqs8vyOLbFyMknOf7tvyA+2Vv+oRComhdVM0AoSMfGNnMXxQwpySYmOPH0X5OKDbHjgU8SiLZdUZRTIRPHzKcx8yl69/8jJ579dLlwJBQURS2VSL6QMnWBmva9+MINFbUlHZvZ4cO88tX/SuLSsQOq7lsYu0DaFraVx7FNzFySgUNfpZCN09xz/7qFGiklialzHPzG7zF1/iWkszhdUaDqHhTVQCgK0nFwFsSiCxSy8wy8+lVScyPc+O4/ItLYc0XRGtnEFI5dIBOf4NXH/oiRE98qm18hVIRSNPJ2HGshqukiDRtvR7mKQo3ibSC45bfJTz9LdvhL4Jjokb34N/4CRs0dF+8zxyR54r9jxY9cPNaIkh34LNmBz4Ji4N/wcwQ3/xpCaPi7fhrp5MlPPE767F+jeGowau4guOW/kD77Vwg1sGjMOoqvBeGpYUnapuJB8bWiGEvFYkWvIrTzj0mf+9+Yse9jxl5GMaJ4W370qs2Pi4uLi4uLi8sPK29ooQagPtTFW7b+PA2hDct+3hjewFu3fYLp5CDTqQFsx+Tk+HPct2mMulDHiufVVS93b/owqqKvmmKkKCqb6m/hpvZ38a1T/z+WUyBnphiZP7m6UCMtJheEHYC6YAdbG+9YtS2PFqCrZg+d1bsqWigWrBzTyYHSv1uqeuiuu3HFlCwhBF49SHfdTWyovWHZ/YQQNFVtQhEKjrSZTPZjS7vsRkrmZplNF71pOhb6Opk8TyofYzYzSquxpeyck8m+hbQiaAp3l4k+6cJ8SaSBotj09h2/zOaGW1GWMdrUVQ+7Wx7Esgv828H/TtZMMJ+d5MXzX6azZjeaqCyqpmBnGZk7SX2ok/ft/V26avYs620khKDKV0+Vr37V82XNBK8OP17yuPFoAR7c8jG6avYsEdyEEET9zTy07RMMz51gZP5URX12WYqUktjoMY49+eckps6VfeYLN1LfdTPR5u34o60oqo6VT5OY7iM2coSZwYNYCwKKYxcYOvIIiqKy522/g+ELL9dcRZj5JGYuwfDxx+l98fMlkcbwR4k2bSVY3Y4nUINqeLHyaTLxcZLT/SRn+7EKGWra9qB7KvMtSs+PceKZT5GYOlu2XfMEqevYR/3G2whE21BUnUJmjsR0H9MDB4iNHEU6FhO93yOfmsU2c+saaz4zx/Gn/4qpvheR8qLo4QlUU9d1S9EHqKoJzfBjFTKk50eYGTzE7NAhCtmL1YlmBw9y4um/Zu/bf4dAtHVdfQHIp2cx8yn6Dz7MyMkniyKNUPBXNVHVsIlgdQeGrwpF1Shk50nPj5OcPk9y5jwgqO3Yt+62l0U6qKEeQvX3I80E4CC0AEKPlBsJKzpVN3wauaK/jEDRF+5JIVCMaoKbfgV/508jnQJC0RFaCKEFCO3444UUvuLvEDXQQfTmL4DqQVwSpamHt1F9+3+UCTuL0cI7CO/6U6SZAmmDoq3PV8fFxcXFxcXFxaWMNQk10nZwZtI48zlwHITfQG0IIrzli18pJfbgHGgqalMImbNwJpPInIUwVJSaAKLKi1AETjKPPZZAbQkjdBV7IolMF4r7NYZQgqu/vdzT+haaIz0rChdCKHRW72Zf+9t44uSnAZhMnqd/9jA1wbZVRQuP5q9oXlRFY0fzvXz33OdJ5QtYdp65TNHAcqV+XSjFfQFH2tjOUnPc5fpVeSUQWXZOWy4uXb56G6tVGmqL7kAR6oJQ04dp5/AseMBIKYllxphNDwOwsW4f2UKCY8p3SOVjTCTO0VJ18XrlrSxTyQEcaaMKjZaqnpIvjpQOZ6deZnjuRKntG9vfwea6W5YVaS6gqQZ72t7CqyPf4tWRxwE4MfFdxubP0F6947LjvzgPKg9s+dk1ReKsxMj8KQZiF9+Gb6i9gW1N96wYFSWEoCHUxb72tzOZ7F9I+XJZK/nULMee/LMyoULRDJo238O2+/4z0aZtxVSWS6KkCtk4k+ee5/hTf0l86lwxNcjM0n/oPwjXbWTzHT+Doq5P53Zsk7HT32Hk+LfIJafwBKpp2/k2Ovf+KOH6bgxvVcnAV8piOlAuNUN6boSZwYM0bLytorYd26TvlX9l4uxzLM6VCtZ0suvNv07T5nuKXitlY3fIJafpP/QVevf/I9nEJLPDh9c1TquQ4ez+f2Lk+BMlkUZRdVq2vonNd/w01a27UXVv+c+WlBRySWYGvs+xp/+K2ELbUjqMnnqKQKSZXW/5TVR9fVEthWyc8we+TN/LX8CxTPyRZjbe/OO0bn8zgUgLmid40etFShwrTzY5TXziNPHJs1Q1bH5NPKMUPVz0qFkBIRRUX/Oazik0P+oyv8NUb7moLBQD1b+8+CVUL6p/+Qp8F/ol9AjokTX1zcXFxcXFxcXFZXUqWmlIKZFZk9zXT5B97BT2WAJsBxH24rmtg8BHb0RpCpd9gU3+yTOIgAf/T+4j+/ARCgdGkIkcGBr+D+wm8FM3gk/HPDpG/PeeJPjxW7Enk+SfOYcznQFDwXNLO4GP34raHkUoS78c66qX7robywxvl0NXvWyuv5Vnez9PzkotpEC9yt62h1DUqxPGHvRU49WCpPJzRUNbK4tEXmI9exFV0agPdZX+PZE4x8sDX+XWrvcSMKquihmjrnqoC3VC0QKHodgxDg49xk0d71qSwrMW6oLtBDwR4tkpUvk55jJjBD1RoOhFMzJ/ciFNSaElsoVsIYFH85MpxBmPn8NuMUtRM8ncNPFs0bsj6K2mOnBxwZC3iqbAF6JQDNXHzpYHKvKaMVTfgljzBCCJZ6fomzlAS2TLZat+XaAh1MX2xruveGEmpWRg9giZQtEHQ1c8bK67BZ+++ptnIRR66m/jmd7PuULNOrCtPAOHv8ZU/8ulbUIotO98B7se+g38Vc3LXlshBIaviradb8MbrOXVR/+Q2OgxABwrz9kXP1+MBmmtLLJtOc6++M/YZg5vqJ7dD/0m7bveuVS0WOiLUHX8VVKg62MAACAASURBVE34wo3Utu+ryNBYSklyup/BI4/gLEolMnxV7H7oN2nb8dZiKeYl7Sl4Q/X03PEzGL4qDn/zf67o33K59qf7v8/5A19a5IkjaNn6IPve/Yd4g7XLz50QGL4wTVvuwwhEefGLv0JqdgAozv3A4a/RvvudVLfuXtfc5zNz9O7/LLaZp7p1Fzvf/Os0dt9ZSncq74pA1b0Eq9sIRFtp3vLAusykXVxcXFxcXFxcXNZKZWqA6ZD75mlSf/sSSthL4GduJvjJOzH2thS3/93LRRFmEdJ2sM5Ok/7MSzjTaXw/soPAz96C5+4NqC1VYCxEEjhAziLzr69inZjE9+4dBH/5Tjx3dJF7+hypv30JZ375KhUBI0LYV3/ZL+xCCKr9zQS91aVtE4k+nAoiWCpFCKVMQHCkU6rGsRyaYrC5/lYCRlHgyFsZHj/5KR5+9Q85NbmfnJla9fhKMDQ/Wxpux7sgCGTNJN849hd87eif0jv1Enkrs642/HqY2kDxLWvOLBoRX0BKh6HYcaBoDBz1NdIY3ohXK4bOjyfOkltUkjqRmyGZL5qLhjy1RPwNi6JtMozOny7tG/E3Uu1ffnG9HE3hjfgXxu5Im9H5MwsGx5XRVNVNqILy55dDSoep5ADWQvqWpnpoiWypaBwRfxMh10x4XWTiEwwd+UbJSBYgWNNBz10fw1/VtOr8FyPXFGo79rH5jp9G81xM/UjPjTB87DFsc/3Vc2wzi2r42HTrh+nY8yPLijTL9klRKrv/pWSq/yXScxd/NoVQaeq5l6ae+0CsfJ4LAkX7rndQ33XLmsZ1AcfKM3jk62QXDJQBfOF6ttz98ZVFmrI+KFS37KJj9zvLPGFyyWnGTn+HdZeDXqj05A3VseOBT9LYfSeKql3duXdxcXFxcXFxcXG5QioKLbD6Y6Q/fwBtSz3hP3gLak0ABDgPbUH4dLKPnMBzawfet5SXi7WG5tB3NBL6jXuLqU5CIB1ZTJtSL9GIFEHo/7oHbWNN0djyHVvBkeSePovnng34Hir3NQHw6aHLRiVcIOStxb8otHw+O0nBzuHRl8+9v4CUkqyZIJ6dJpYZZSo5QCI3TdZMUrAymHYB08mTyc+XqjctOnrF8woh2Fh7A3d1f4jvnv1nsmaSVD7Gi/1f4cjo03TV7GZb491sbbyL2mAbhupb8yJBEQpbG+/kts738HzfFzGdPIncNM/0fo7vDz7Chpq97Gx5gE11txSrTKmeitrwG1U0hDfQN3OAnJViKjlQSvPKmomSuFIbbCfgiaKgUBNoI5YZY3T+NJlCgqAnipQOsfQY6XzRi6Im0ELYc1EYKdiZMhEo4msgYFQWYi+EIGBEqPI1kDGLEQFTqQEKVraie0agEPE1YqhrK+u9HHk7Szw7VTIR1lSDmmBlPhu66iHib2Q0fvryO7uUMXn2OeKT5d4s7bvfSbRpS8URa4qq07rjIc4ffJipvheAovA2cuJbdN7wXiKNlZXIXo6GDbex4aYPXdUqQhewrTyjp55aKHtdxBOI0nXDe9E9qz/zLqB7w3Tuew9jZ565xAR4daSUJGf6mTy3v2TGKxSNlq1vItqyo+LnmKJqtO14K/2H/oPM/Ghp+/iZ79Jz18cwvOv3Qunc826aNt+77vS1K0YoqP5WtFAP4ipFdbq4uLi4uLi4uPzgUNG3VPPIKM54Ev+7dyB0FSe1EEovJfqORjJfOIR5chLPm8vz95WAB+87t5VEGqCYwrSML4e+uwmlOVwKLRdeHc+9G8h+4wTm0XF8b1m6INJVD3qFX3IN1Ye2aF/bMVeNrpDSIZGb4fTkfo6OPkX/7GFS+Ri2YyGlg0QuRKNcWH6v/Q2vrnp5cMvHCXqq+d65LzCTGsKRNpnCPCfGv8eZyRd59uzn2dZ4N9ub72VT3c349OCa0qI8mp+37fgkXj3E9we/zmxmFCkdUvkYR8e+w6nJ56n2t7Cj+V52Nt9PZ80evFpw1cWUrnppCHWiKTqWYzKTGsZy8uiqtyhk5WcBqA204tercKRFc9Vmzk6/TDI3w0x6iPpQB7ZjMZHoQ+KgCJXmqs1lni05M0VhUcqPR/NXfL0v9HOxEJfKz2E75ipHXEQRyhWlhy3Gdgpl95qheisWgFShVSxGulzEtgpMnX8Zy7xYTUn3BGnafE8x5WcNaEaA5i33l4QagGxikpnBA+sWalTdS+v2N+MLXXnE1nJk4uMkZwbKtoXqNhJp2rqm80QaevBHmkjHhis/SEpio8fJxCdKm3RPkIbuO1DUysy8L+AN1xOu21Am1GQTE6RmB6luqdxvajGGL0LrjocQ10qkAYQaILjlvyCljbgKYrCLi4uLi4uLi8sPFhV9U7XHksi8RfpfDpH9+omyCp4ybYIjcRI5sBzQF4kwXg21uaqixa5SE1gSZaPUB4uROzPpZWUQIRREhdlbqqKVGdA60i5VEroUKSVDc8d55Nj/R9/0gVJEBhQjLfxGGK8exFC9qIqBqmg40mY8fhZrxaocyxP0RLl300+yuf4Wnu/7Eqcn95cEG8spMJ0a5Hvn/oWDw4+xpeF27u7+Cbpqb8BQvRW3EfbW8tbt/5ldLffzXN8XOT2xv2h2jINp55lMnmeqd4ADg4+ytfFO7tn0EdqjO8qqLy2maHS7sejJU5hjJj1MzkyjKR4mEn1kCvNoikFjuBtd9eBIjZZIDwJBwc4xMneSbY13YTsm44lixIMiNFoi5YtI0y4gF0UEqIq+qonwpShCLauiZdl5nEXnWxUh1tTWatiOjWVfvC901bOiifXSbohVK4G5LE8+PUti5ny5iW5tJ4FI65rFNyEEte17UTVPqXS0beaYHXqVjTd/aF1+Up5ATdHjZp1lry9HanawrGoSQLR5O1qF1aJgwVA9WEsg2romocZxLGaHDrFYvNZ9ISKNlaX7LUbVvPgj5Sa6hVySTHxs3UJNqK6LYE37NU1jEkKA6lvBwczFxcXFxcXFxeWHncpeKS4sdoy9Laid0WV30bc3wiWGv0IRCLXCr6LLeqWsfmwxsqWyhbcj7bJFf9FTZunwpZSMxk/zhe//DoOxo0BxwV8X7KSn4TY21d9M1NeEzwjh0fxoioGm6MQy4/zNcx8nlhmrqD+L0VUPHdW7aI1sZSo5wKmJ5zk08gQTiXOkcjEkxQiYA0OP0jv1Mrd3vZ83b/05/EZlIhgUo1E21O6jPbqTsXgvZyZf4NWRJ5hInCdTmEdKh3huipcG/oPeqZe5q/vHuW/zT60YzdFUtQmfESZVmGM2PUzOTOHR/IzGz2DaeYKeatqjO0oVpBrDG/EZYbKFBMNzJ3Ecm4KdYzJ5HgCfEaIxvLGsDVVRy8yYHWlXfL2heH8srnKliKWGoa8H4hLRx5HOmuKvrsyp6IeTfCpGJl7+sxiItOIJLP/8uhzeYB2+qqaSsa2UDqnZIcxsEsNftfbzBWoIVnesqy+XQ0pJJj6OlU+VbQ/XdqHplQu8AIY3hC/UsKZjHNtkfuJM2TbdEyKXjsElJdIvh2XmkHZ52pVtZimk59d0nsUEqzvwBKovv6OLi4uLi4uLi4vLNaIioUapDyIMFf2GFvzv2blEkAFAFctvrxBnJo20HISnfBsSlGr/stWTLMfEtitLZbHsfFnaiyq0ZdNPclaa5/u+WDLEBdjWeDfv3PlrNIY3Ymg+BGLJgj9rJq+4Ioiq6DSGu6kLdbKv/e0Mxo5xeOQJjo89SyI3g8Qpesyc/SdC3hru3fxTaGJt0RaaatAW3U5z1WZu7HgXfdMHODb2NMfHnyW9ULEqlhnlyVN/Q8hTw50bP7isuBHy1BD1NzGdGiSRmyZjxvHoASYTfQAEjCoaw92l/WsCrYQ8NWQKcWbTI6QL88xnJ8kUim/9awOtS/xnPFqgzKDZtPNYjoleYTSR5Zhl1ZK8ehBllbLjrxWqopelbJlWrmIja0c6FKz1m9b+MCKlxMwnMbOLqhUJBU+wpsyYdi1oHj+eQHVJqAHIZ+cp5BPrEmp0fxhFW71a3bqRDoXMPM6iZ6Oi6hiB6jWnfSEUPIEoQlFLfjOXw8wlKGTLhZT4ZC/Pff5j64g+kliFTPkWx8a28iVfrLUgFBXDH0FcpWg5FxcXFxcXFxcXl9eCilatxr5WlKYw+e+cw3vvRpTmi6W4pSORqTzCp19RtIJ5ZBxnLI7SXVs0E85b5J/tQwQM9N3NywbX5K10WQWh1UgX4mX7evUghrZUqJlNj3Bs9OlS5EZdsIMf2fUbtEW3rTq+S9Nb1osQAk3oVPnq2dXyAD0Nt3HHhlO80P9lXhn4GgU7S97K8Fzfv7K18U5aIktNlitqQzWI+hvZ1/52djTfx2DsKM+d+wKHR5/EtPNkzSTfPffP7Gi+l6i/ack5dNVDS1UPvVMvYdoFplNDeLUgk4lihExjeFOpZDcUqxdF/U1MJs8Ty4ySyE0zmx4pld5uCG3Ab5QveD1agLCvjlim6E+RysfImamKPVtyVopkLraoD43oK6RzvZboqgefcbHPBTtHKj9HJXEKtmOSLqw/euCHFTOXLBcqFBXDV3kE2qWomgf9krQhK5/GLqxPRNM9odcsustxLMx8smybohnonrV7LgkhFvqqIqlMqClk49hmeVqpdCwKmbk1tb0alYpGlyKEsq55+EHlQtU/dz5cXFxcXFxcXK4vKhJqtA01BD56I6n/tZ/533oMz20dKHVBZM7EHonjxDIEP3knWvv60goAnFSexJ8+i+e+bpSQB/PIGLknz+C5ZyPGzW3LHpPKx0jkpmmWm1f9oimlZC4zTip/cdHeVLWpLFrjAhPxs6WFsUCwse5GWiKrnx9gPjtRKr98NfFofjbW7aM1uhWP5uc7Z/4RicNseoS+mYM0V/Vc0ZdsIQRePUBPw220Rrbi0QM83/dFACYT5xmaO0HE17ikDU0xaI1uA4opSVPJAXx6kOTCHHfW7CoTwjRFpz26gzOTLxDPTjOXmVgQatILqVHdeDR/WRteLUBbZCsDs4cBiKXHiGenlu3PpUgpiaXHSORmSttawpvxaJVVvLma6IqHumAHqtCwpYXlFBhPnGVj3b7LHpszUyWhyqVyLnjJlBAK6hVEsAhFXWKE69gmjl15NaTFKMukXV4tpJTYVrlovFz/K0XRjDU9Y2wzv24hpXLkwp81PvuEQLyGc/9GolCweemFQaSU3HXPBpQriIh1cXFxcXFxcXG5ulT2jVVX8L1tK9iS7CMnyTx8FJk1QVVQqrwYN7YhvFdmeOp9YBPYDpl/fRU5nwFVwXN7J8GP3YIS9S97TN7KMJ44x+b6W1FXSWlxpM14orcsMqGlqmfZY3JWqmQ4qwiVsKf2sosqKSWDsaMrmhNfDTyanxva3srz5/6NvJ3BtPNl0SJXA79Rxd7Wh3jx/MPY0qJg50jnl38LLoRCbaANj+anYOeYy4zj1QLYjlkyEtaU8oVxa3QrCIEjLaaS/cxnJzDtAn4jTF2oY8li0KP56azezQvnH8aWxciSwdgx2qt3LpsKtxiJpHfqJRxpLZwrQGt065I+vR4IIUppc1kziWnnGJg9wu0b3n9Zw+LxxFmyhcSq+7hUwmvk9HNdrm3X7ve1GkIoa0vrlM6SPniDtQRru8qqul0JvqomrtPJf8OQThc4dGCESMTHnXd34c6ni4uLi4uLi8v1Q0VCjRACfDq+9+3Cc383zmwambMQqoIIGkUPG1+5UBP+rfuReQulrrIIBqXah/9De/H/eBonVUB4VNTmKpTQ6p4Sh4ef4IbWh4j4G1fcJ56d5ODQN0tmwiFPDRtr9y27SPaogVJFHoksllWWcsWFipRFT5dXR57AdF47oQaKwpEUsvT31yKNRxFqaYmlCGXVyk9RfxNVvgamkv3MZcZKlaoivkbqQ51LhJem8CZ8eohMIc5A7AiWYwISvx6mKbxpaV8UlZ6G26kPdTCeOAdIXhr4Cjtb7ifqa1rxLb+UkvH4WQ6PPLmo7W421t50zUL8N9bdRHWghdH50zjS5szUC0wk+mgKb1qxTwUrx+GRbxf9j1zWhKpfktYoJbaZW37nCpC2jXNJaqOi6SjXYUUuIRTUS6JnpGOvO/pHOlYpRaYSFM1YUs2qunU3N7zzv2P41u7nsxyasbx471I5c7EM09NpIhG3PLiLi4uLi4uLy/XGmmLAhSJQawOotauLL0IItI01a+uJBOHV0Das7bj+2cM80/s5Htz6cQJGZKnJbyHBs2c/z/mZQ8W+odBddxNNVcsvkGuDbRhqMfLBkTZDc8eZz04um24jpcN8doonTn6awdixNfU7mZtldP40TVWb8BtVaMrK6QVSSgpWhoNDj2EupHT49NCyYshi5jLjTCbO01y1Gb9Rhaqs7CMkpSRTiHNw+JulKJSAEaXG37LiMVW+BiILQk0sM0YyN4sjbSL+RmoDS9PVQt5a6oNdDMQOMzR3Au9CGlLE30h0BaGtNtjOLZ3v4RvH/hxH2gzGjvHEiU/x1u2/uOw1caTDdGqQx078FVOpfqCYpnXHhg8Q8q7xnryKRH2N7G55kLF4L1I6TCUHefrMP/Aju36DkKembBxSSmzH5Mjokxwd/XZZ5SqXyjB8YRTNg7Pw8+I4FoXM/LoMaAFsK4eZK6+ipHuCaMb1t8hVFA3dW+7j5FgFrEJ6XeM3C+mFKJnKMLxVS4ySrUIG3RO8bqstSSmRUpLP29iWg+NIEKAqCpquYOgq4pLUIMeRZDIFkOD36whF4DiSfM7CsovzpakKuqGiacqy8y6lxLIcCgUb23YQgKopeDwairLUtH7xcY4jMQs2puUgF/q7WntSSmxbYpk2luXQe2Yay7QxLZtEIoeiXDR6FkAgYKBqy5s/X2i7YNpIKVGEQDdUDOPaVNZzcXFxcXFxcflB4w2drK8IFdPJ872+L5C3s9zS+W5qA+349CCmkyeWHuOVwa/zvXP/WoyMAcLeWm7ret+KXiXVgRZaIj3EJ6YAGIod59mz/8y9mz5Cla8BRShIKcmaSQZjR9h//t85OvoUilDRVG/JHPdyzGcn+crhP8ZnhNlcfysd1TupCbQR8lTj0QOoQsORFulCnOnkAMfHnuXF/odLJseN4Y20V+9ctY2p5ABfOvQ/iPgaF4yHe6heqL7k0XwoQiuZ1U4mzvPqyBMcHHq0dHxrZAtNVZtXPL9H81MbbOPs1CvMpoYXKroIGkMblp3fgFFFfaiDgdhhZlND6AtVt5rCm1ZMSRJCcHPnj3Bi4rucm/o+tmPy0sBXSRfi3LnxgzRVbSJgVCGlJF2YZ3juJN89+8+cmXoBKR0UobKl4XZ2tT54mSvy2qKrXva1v50DQ48ylewHJN8ffASBwq1d76G5ajOG6ivdt2enXubp3n8gaybxaP6K7yuXCwa4QTz+CNnEZHGjlOTSMWwzty5xxSpkyKfLUw0NX9USQeS6QCgYvghC0ZAL1cUcu0A+M79qdOBySCmLFaQqrFIGxYpWuqd8XnKpaax1Gi+/1kgpSSTynOud5mzvDDPTaXI5C0UVBIMeGhqCbN/ZSGdXNdoi4SKVzPPVh49RKNi89wO78Po0Tp2Y4tiRcWKxDEJAJOKje3MtN93ShveS9GApJZMTKY4fm2BwIEZ8PoeiCKpr/Gzd1kDP1jrC4aUV7hxHMjWZ5HxfjOGheaamUuRzFqqqEIl46eiMsn1nI/UNwTLRxLYlB14ZZrB/jpmZNFNTKaSEgf45PvOpl8oyn3Rd5UM/sYemlqURUIWCRe+ZGXpPTzM2Gieft/B6ddraI2zf2UhHZ7RsnlxcXFxcXFxcXNbOG1qoaa/eSZW3jmNjz/Bs7z9xaOgxqnwNGJoP2zFJ5GZKKTkAXi3IfT0fZUvjnSu+9Qt5arir+8cZnDtOOj+H5RT49unPcHzsO9QE2vAbYXJmivnsJFPJAdKFOQzVz5t6fpZEboYX+79cUd+ldEjl5xiaO86ZyRfwaH5C3lr8ehhd9aIqGo60S21dKJ0NxUiWt2z7BSK+ldO9oOjNk8zNMhbv5eTE9/BqgWIbRhW66kERKrZjkjPTzGcnSBfiXDDorAm08tC2T+A3wiueXwhBW2Q7ryjfKFXUUoRKV+0Ny86vrnpprtqMpngo2DkKC6Wz26LblzV2vkC1v4X37f1dvnr4/+HM1IvkrTQHhh7h1MRzRP1NePVgSTyby4yVUoUUobKt8W5+dM9vUeWrv6yvzWuJEIKWqh7esvXn+crhPyZTiJO30jzf928cGf021f5mdNWDtXDfxrOT2I7F9uZ7aQp389Tpvy+JdC6XxxusJRBtvSjUAOm5YfLpGJrRsubzZZPTZOLjFzcIhUC07boUaoQQ+CON6N4ghcxFX67kTD+2lVtT2pBVyJBNTBUFngpRNS9VDZuJjRwpbcunY8SnzhKsaa/4PK8HUkr6z8d48olehgbmkAvRMbqu4BQgPpfj/LlZ/AGDjs5ys3zbkczP50gkckxNpTh5fIIjr46h6yqapmLbDjPTGYQQ3HiJIb5tFyNaHn/0NDPTaQIBA49Xw7Ic+s7NcvrUFN3dtbz9XVtpaCy/xzLpAt/42knOn5vFMFT8AQNNUzBNm/N9MU6fmuL4sQne92O7aFpUodG2HQb6Y8xMF5/VmqqU/h8Ilgvluq6iqOVii5SQy5p8+1u9HHhlGCkhGDJQVYVEPMdLLwxy9PAYd9zdxZ13d6Hrbgl0FxcXFxcXF5f1cu2FGl1BhD3gWXtXvFqAd+78VQzNx9HRp4nnpojnppbsJxAEPFHu3fRT3NP9EQx16VvKCyiKys7m+3mw52M8debvSOfnsR2TkflTjMyfQiAW5BKJQKHKW89d3T/BAz0/w5HRb3Nw6NFS9M5qaKoHvxFmPjuJIy3yVoZ8amj1YxSD1shW3rTlP7G96d7LCg+66sVnhEkX5ouij5Uml1q9nLmueuiq2cuDWz7GpvpbLjuOlsgWNNXAWvDnMVQfrSuUDBdC0BLZglcPkMpf3L8h1LWqqa4QgvboDj647w949PhfcnzsO+SsDOnC/LKlqwUCrx5kT+tbeNv2X6Iu2H5NRZpSv4TCTR3vIm9l+M6ZzzKbHkXikMhNk8hNl+2rKQbbm+7hfXt+m1hmjOf7vkjWdE2FK8UIVFPVuIXZ4cOlCkSp2UFSsSH8keY1pWdIKZkZOFDmUaPpXmra9yxEkV1/BKs7MXyRMqFmbvQ4Zi5ZsVAjpSSfmiU9N7KmthVFpbbzRvoPPswFU2Ezl2Tq/Is0bb4HRb32v3agOL7ZmQyPfeMUI8PzVNf4ufnWdtraIwQCBpblEJ/PMjGRYtv2+hWjRHJZi/3f62duLssdd3fRvakWn1+nkLeZGE8SCnnwerWydkeG4zzx2Bnm57LcekcHu3Y3Ea32Y5k2IyNxnnnqHL1npvE9pfOe9+/Es+j3oz9g0L2phqbmMO0dERoaQ/h9OgXT5lzvDN99po+R4TiHDozy5rcGMYzis9UwVN77gV0lze3Rr5/kpRcG6eiK8uMf2bsk9enStCfTtHn5xSFeeWmI2roAt93RwYaNNRgejVQyz5FXx3jphUG++0wf9Q1Btm5rcCtJubi4uLi4uLisk2v+jVnf2UT0U+9BVHlhjW/gTDtH1N/M+/f+N7pq9nJw6DFmUkOkCnM4joWmegh7a2mP7mBf+zvY2Xw/Hs1/2UWapni4b/NHqQ60cHDoUUbmT5HMzWDahWI5a81PyFNDW3Q7N3e+my0Nd+DVA3RW7+KG9reRzs/TFt22ajt1wXY+uO8PODT8TUbmTxHPTpIuxMlbGWzHLKbtKBqG6iXoqSHqb2Rr413c0PZQsdRzBSambdFt/MSN/zeHRh5nZO4kydws6UKcgpXBlhZSOqiKjq56CXtrqA60LrTxVmr8LRVVaKkLdnBD60OlstwRXz3VgZUjFloiW9jd8iYSuVkAgp5qaoNtl70milBoDG/kx/b9Htsa7+Lw6JOMzZ8hmZ+lYOUQQmBofsLeWlojW9nd8iA7mu8l6KncEyPkrWV70z3krSyqotEQ3lDxsZXi0fzctfFDtEa28Ny5f2Nw7hjx7BQFK4MiVP5Pe3ceG+d5J3b8+97vXJyDM8NrSIrDQ6Ro6raow5LjU5adOJuj3myabbpFkrbYFm1RIAhQoEUPYFFkt9sW7WKxWyBtjU2LZrN2so4c24otx47lSxZ1ixJ1ULzvGZJzv0f/GIoSTR2kLMeS9Xz+08v3fZ93ZsiHen58fr+fR68g7l9DZ83DbG/6GpW+BJpisimxl7nCNGFv9ZK258L1ybJCdcsuBo69RDGXBsq7Q0Z63yDWtA3pFt22rmUV5hk5e3DJMcMfJdpw6/bqnxVvqAZ/pIH5qUuLx2Yn+kiPncVTUbXi+8xNXSQzM7C6wSWZysR6PBVV5GZHgXIr89Gzv6Zl++/jjzTcFXVMbMvh2NFhBgfTBEMennl2HR3r4ktqwyTqg3R0luv63OiZSyWb4eFZnvlSB10bapbsJGloDC1km1291rIcDr8/wNjoHBs31/L4k614PFfrh4UjXlwXXvjJcc6emWBoME1TMrL4dVmW2PVQE7IsoWpLa9GEQh7S6TxvHOijv3+GUsleDNRIkrTk2a4EUeSF44py86DjxPg8H75/GVWVeXxvGx3r4ovXBIMmobCHVCpHz0fDHP5gkOaWymXpXoIgCIIgCMLKfOaBGtmnIzfdXoFJy7FwXJugJ86jbX/AtsbfYTo7RKYwg+1aqHI5UBPzN6Ap5ooXB5IkYWo+tjV+mY2JJ5mcHygHapwiEhKGVg7UVPoSS4oA1wRb+YPt/2lFY2iKQWt8Gy2xB8mX5pnNT5AppihYOTLZWaamp1AklWBFhPqqJBVmHI8WWNUCx1C9tFfvYm3VDrLFWeYKU2SKKYpWDssuMj0zjc8bIBSIEDAqCXriGKpvVWNEfLV8e/sfr/j8Sl+Cv9f9wxWffBcTKQAAGfVJREFUfy1JkqgwY+xMPsfWxi8xlRlkLj9F0c4hIWOoHirMGBFf3U2LM99IY6SL7+7677f1bKuhqx7WVu0kGd3CVGaQ2fwEuVIGRVLw6kGi/sRCgeHyIijqr1/VeyyUxdZsI9qwmeHeNxaPXT72CxIP7KOyfsOKdsM4domBE/uZHjx29aAkU9fxGP7Kxk/jse8IRTWo63iM0b63FtOWCplpLhz+ayobNqPp3lvWqrFLOS71vLjqblmSJFERa6G6bQ+XPvrp4o6m1NhZzr3zP1m/9/t3RRHmbK7EyeNj4Lps3FTL2vbYsmCFJEkoyq3nkWRzJZ1d1cvSfcoBnqXnplN5zp2dRJJg4+a6JUEaKAdQGhtDVFZ6GRxMM3A5RUNjGFW9eo5hXv9Xt6rKVFcH0A2FbKaIbd+ZdEnXdek9M8HMTI5EfYi1a5e/V16vRnNLlFMnxhgeTJOayVFdIwI1giAIgiAIt+MzD9R8Mu7iIkSSJAJmhIB557qKSJKEoXqpC60F1t6x+358DI8ewKOX6xC4rsvly5fp6XmN0dFRWltb2fpc8yf6C7QkyfiMED4jtHgsl8vxk1/9hK6uZlqSmz7x6/htuvK51Abb4M50+/1MaIpBdUUz8UCSXw2cobOyhlpf6NYXCiti+Ctp2vJ1JvoPU8qX08YyqSFOv/nnbNz3A/yVN+6a5rrluWX8wnv0vv0jrOLVYs7eYA0N6790d7eIlmTizTvxhRKLO2Jcx2bkzOsMn3md+q6nkbh+JyIA2yowdOo1Rs4cvK3hZVWnafPXmLjwLvPTCymdrsPFj/4GbzhBcvPX0TwVK5rXXNfFdWyKuRSZmSGCVa135L1PL9SXMQyVRH3wExXArW8Irfj6ubk8qVQOWZY4c3qckeHlKY2FgkUuXwJgNp3HcRzg6v1d16VUskmn8kxOZshmShSLFpblMDw0i205uC7lblB3gOu4jI3OUSo55HIl3n7r4nXPGx2eW3g2h/m5ItTckeEFQRAEQRDuO/d4oObzqa6ujq9+9au8+uqrFBZqudxphmGwb98+vN67eLF5n5jOZ/jp+Y+IevaIQM0dJMsKNe2Pkejce7VeiuswfPoAdjHLukf+CZFEF4rmWdYevZhLM3ruLU7+6r+QHu+7ek9FI/ngc0QS6++K9J0bKe9qSdLQ9TS97/wIxyrX1ynm0hx75Ye4jkXN2i9geEJLdtZcqUtz+fgvOPPWX1LITN32+JUNm2jd8W2OvfrH2KVy3a5idoYTr/0p0wM9NG/7JsGqVgxvGOljaZaOY2Pl58hnpsimhpnsP8xw70FUzUP3c39yRwI1mUwR23LQdAV/wPhEn6fPv/IdfJn5IrZdbpX9zluXbnl+qeQs6Y5u2+WCw+8d6mdkeI5ctlRuka3IyBKULIeS5VwpD3RHlCyHXLYcOBodmePll87c9HzdKAeSBEEQBEEQhNsjAjV3GUmSUFUVv9+PYRgUi8Vl57iuSyaTIZ8v12bx+/3o+tWFguM4zM/Pk89fTVmQZZlgMIiqqszPz5PL5ZAkaUkBSdd1yefzWJaFqqpkMuXCwz6fD9NceerY54njuvSlx3l9oJeB+RlUWWZtqIovNq1HlST+4uTbbI03srMmiSzJOK7LG4O9nJoe4R89sAdZljg6MciBgTOkillMRWN7dRN7alsBeH2wlzeGevlg7BKW6xA1/URNP9974CEqdA8F2+Lo5CAHBk4zVyqQrIjybNN64p4ARyYGOD41RN4uMVvM83h9O28OnUOVZb61tpuQIYJwqu7hgcf/Gdn0MOMX3sV1bBy7xMjZN5kZPkm0cSvhugfwhRMoqo5VyDI7cZ7poWNMXT6yZCeNrOrUdz5F245vIyt3f0qHrGi0bP8WqfFzjPS+sbj7cH7qEh+88K+orN9IPNmNL1yPLCsUc2nmJi8yNXCU6cFjOHYRVfdS3baH0XNvYxXmVzW+qpk0b/s9crOjnD30v3GsctC5lJ+lv+dnjPQepCLeij9Sj+mPougeHKuEVcxQyM6Qn5sgmx4lmx5ZvDZU07GqDlQ347rlPnoyfOK5Tb5OitONXNnk4vFq7N7TREXwxsXtAeJVflStPE/btsPJ42O8+DcnKOQtGhpD7NjVSGWlD8NQUDWF832TvH6g76b3XDV3YZcZkGyOsHlr4qanq5pCTe2NOwYKgiAIgiAINycCNfcYx3EYHBzkwIEDpFIpJEmira2N3bt3EwgEcF2Xvr4+Dh48iG3bTE9PUygUaG9v56mnniIUCnH8+HGOHj3K5OQke/fuZdu2bUD5P+I9PT309fXh9XoZHBwkl8uRTCZ5+umn8flWV7/m82C2mOO/Hn0DF5eN0QTpQp6B+RkKdglDNyk5Ni+cP8LmeANeVWeulGd//wmiph9VlhnKpPiTntdoCcZpqqhkMjfPwNw0luugyTIhw0O9P4yp6nSEq2kIRAhoJpqs4Louh0Yu8Gcn3qQzUkOtN8ivh88xOD/DD7bsZTiT5sdnP+ALdW28O3qBE1PDdFbW8PpgH+3hah5LtN93n9fHSZKEL5xg/d7vc+yVHzJ2/h2ubE/Iz08yePIVRnoPIqtaeWeJ42BbBRy7tPQ+skpi3ZN0Pv7P0b3he+Z99YUTdD7yh2SmLzN7zc4gqzDPWN/bTF76AFnVAQnXsbHtAq5tAeWUyfqup2np/hYzw6dWHagBUA0f7Xv+IVYxy6Weny25RzGXZrL/Qyb7D5c7QUkSuC6u6yzWtfk0maaGIktYVjmdx3Xd38rn6vGoSFK5s9Lajjh1iZvnb177SNlMkfcO9TM/V2DDxhr2Pt1OOOJZUgB5eqrcEvxONrpTVBl9ofOUP2Asazd+q+cWBEEQBEEQVkcEau4xqVSKF198kaamJp566ikKhQL79+/Hsiz27dtHLpfj5ZdfpqOjg61bt9Lf38/+/fvp7u4mFAohSRKbN2+mubmZ559/fllqVaFQ4NixYzz66KM899xzjI+PL463devWz+hVf3ayVpHRbJq9Dev4RuuD+DSDkmOjyQoS8Fh9O//u/V9wLjXOhmiCy7PTnJ4e4d9vfxZJkkgVcswW8zyaWMu2qjUYikrJcdBlBUmS2FnTTIXu4cDAGR5NtLMpdnUBlCkV+H99h1kbquIHW55CkxUeHLvEv33/JU5NjwDg03S+98BufJrOqekRvrPuIWaLefqvBINW0d3o80qSZCrrN7Dta/+RUwf/jIFjv6CYu9K22sW28tjWjQrmSpiBKMmtv8vah/4Bhq/yngnSAEiyQrRxCw9+5Y/oefmPmBk6viQIZVsFbGt5eqXuDdG44Uuse+SfIssqgco1ZK7UmlnN+JKEpyLOhn0/INq4lTNv/w/So724jnXNWe6ywNj16J4ggWgTimas+jmuJxz24PMbjI3OMTyYLhfIVT/9zzYY9BAMekinc4yPzZOoD674e2p2tsD42Dy6rtC1oYbK6NIuho7jMpvOY5XsW6Y+XbnMxb3lJiVFkaiqDnD65BgT4xmymSL+wJ35HARBEARBEITlRKDmHtPX10ehUGD79u3EYjEAuru7ee2119i5cycAU1NTJJNJIpEIruui6zq2bS+mOZmmieM4qOr1P/5IJMKOHTsIhUIEg0Hq6+sZGxv77bzAu0zME+CrzZv4ad8ReiYH2VPbyp7aVqq95UKo68I11PlCvD54ho5wNW8M9ZIMxmgJxgFoCcZ4LNHOf+75FclglMcTHeyqbUFfQevzmUKWS7OTTOTm+A8f/AKAuWKB+VKesWy5AGnY8KLLCgHNJOYJoMkKXkWnaFuLqQpCOVjjj9Sz5Uv/hrqOxxk4sZ/x84coZFM4VgHHtgAXJBlZ0VA0E48/Sk37IyQ6nyLasOm2050kScEMxLEKmcVjui98h17ZSsaXiSe72fnN/8bA8f30H3mB+ZlB7FKuHCBxXSRJRlYNVMNHpK6Llu5vUt26G1X3YhWyVNZvZHb83MINZWRFX9Uz6J4gTVu+RizZzdDJVxjpfZPUyClKxQyOVcRxLBb6WJefRVaRVR1V9+ILJ4g2bqG6dTeRuvUYq3jvZFXDG6xdTJ2SVR3NLBdu9/p01rbHGB2ZpefIMMmWStY0RRbbVsOVotLlFMhrd618EqGwSUtbJR99OMQH711mTVOYSKV32b0dx8Uq2aiasuSZYCHI8rHzXddlejrL6dPj2LZ7yx01plne2ZPNlMjnS/h8N66zI0kS7R0xjhweYnJino8OD9G9vWFZ9ynXdbHtciFjVb1xsWpBEARBEATh5kSg5h4zPz+PpmmY5tW6BqFQiGw2S7FYJBAIUFVVxalTp/D5fFy8eBFJkgiHV764CQQCaFp5UXqlZk6568j9oZCdoZCZIVDZiCYrfDW5iS2xBl4dOM0L54/wm5Hz/OsHnyHq8WOoKg/XtfKzi8e4NDfF8akhdtU0E9DLn4+pany38yG6q5v49dA5/vLU25yeGeF7D+zBv4KdAZIkETF91F1ZnPqgq7KO1lAVvTNjyJJcXo9Jn7zOxv1A0Uxq2x8htmYr81P9TA+dYH66n8L8NI5joWomZkWcQDRJuLYTb7AGVV++iF4N0x9lx3N/umTXiGp4keTf7vTrC9XRtvPbJNY9yfTgUdLjfeRmx3Ds0mJAJFzbSai6HcNfibwQTFR0k7W7v0Ny63PlG0ngCcRv6xn84QQt23+fxg3PMjd1idTIGbKpIQqZaWy7hKyoqLoPwxvCF04QiCXxBmvQPcFlRZ9XIlTVziPf+aurdW0kCX0hUKNpMus31nD86AgT4xn2/+1pHnq4iZqaCkxTxbZdMpkikxMZPF6NltbokhbZt0vTFDZvTXD5Uor+SzPsf+kMWx9MlGvRqDIly2F+rsDkRIZ0Os+OXWvwesvzsd9vEAyZpPvznDk1Tl2igkjEi2U5TE5keOvgBYaH0itKO4pXB5BlibGxOU4eH2VdZzW6oWBZDsWiTSBgLOlkVVUdYNOWWg7+6jxvvXmBYsGifV0cv788j+XzJdKpPENDaWpqK1jbHhNzkiAIgiAIwm0SgZp7jMfjwbZtSqWri75sNouu64tFiHfv3s1LL73E+Pg4uq6zb98+otHoise4tsDwp6GQTTE/3U+49oHFxeDdZH7qMlMDR/CFf28xe6AtVEVrqIqHalr4F2/9hAuzk0Q9fiTK6UsvXDjKC+d7mC3mebiuDXlhgVK0LTRZYUd1km1Va/hl/0n++MhrfK1582KgRpXLwZb8x9I/QoaXxkCEqOnn73fswFDKP655u4ShqPTO3J+7nD4pSZLRPUEiifVEEus/9fFkRcUb+uz7FEuShKIaBKJrCETXrOI6GcMbwvDemY5kiqqjBGKYgRixNQ/ekXvecCzNwB+5fj0VSZKorQvyzLPreO2VswwOpPnJ/z1GwG+g6QqO41LIW2QyRR7as4Zkc4RrW2TfLkmSaEpG+OLvrOPll85w8vgo53on8AcMFEXGth3yuRLZbIlEfZDtOxoXr/X5dbbvbGRyIsORw0Nc7p8hEDCwLIfZ2TyKIrPn4SQfvD9wy9SnZHMlrW0xzvZO8NLPT/PO25dQVQXbdlBVmd/95kZicf/i+YahsntPkmLB5oP3Bjjw6jneO3QZ06OCC8WSTTZTolSyefYrnXeq5rMgCIIgCMJ96Z4K1OiKyZ6Wb9JZsweQqDCjGJr/ltfdS8pbx22KxSK2beM4DqVSCVmWURSFpqYm3nnnHc6cOcOGDRuwLIuenh4aGxupqKjAtm0GBwdpaGhg3759KIqCpmk4jrMYgLEsi1KphOM4WJZFsVhEUZRb/vXTsYpMDfaQmx2jlJ+nbt0TWMUsE5feBxdq2h5GVlSGe9/AKuaINmyiItbM2IV3ycwMUhFLEqpZR3/Pi0wNHCXe1E3igb0Y3qu7fVzXYbL/I7LpEUr5OaINm/BFGhg5+yb5uXFC1e1EG7cwPXSC6cFjGL4Ite2PkpsdZfzCe0iSRLRxC/n5SQxfJdnUEGYghqzozE9fJpceJVy7jnBtJ9ODx8nOjlLKzVK37gmKuRQTlz6klJ9FUcs7YkYyaX50+h2ingB+zeBsaoyI6SVqXv2+q/JWsKummR/3vs8zTV1Ue68WBz05PcxLl45T6w2hyjIfjvfTHq5espsm7gkQMX38uPd9+lITBHSDvQ3r8Kk6f6dlC39+4tf88MirNPgjZKwieavEdzsfuiPfb4JwP5NliXUPVBGN+Th5YpTzfVOkpnNks0VURSYYMmhrj9HRWYWiLA3SyFK5c5PPry92ZVrNuGvbY4RCJsePjnLp0jRTk1kKhSKaphCv8lNdU0Hb2hjmNelFiiKxYVMtsixx5PAQExMZJicyeH0ayeZKtj6YoDYRZHh4ltl0/qZzekWFwRe/vI6PPhzkbO8Ec7MFkEp4vRqRSi+avjyIbnpUnniqjcamML1nJhi8nCIzX8QFvF6N2roK6utDrG2PLUvXEgRBEARBEFbungrUaIrBpvqnPuvH+FS5rsuhQ4cYHh6mr6+PUqnEz3/+c6LRKN3d3USjUR5++GHefvttjh07hm3bqKrKk08+iWmaFAoFLMuir6+P559/HkmSMAyDXbt20dHRQTab5Te/+Q2pVIrx8XGOHDnCzMwMLS0tdHR03PTZHKfE+Pl3CMRaiDd1o+oezh36XyiqQTGXBlwC0SbmJs5T1bwLw1dJevwcQ6deJRBN0t/zM3zhevyRRorZFPFkN6ruW/b6py4fQTP9+CP1DJ58lZbtfxfXdZAkhf6jPydU08HkpQ/QzAAV0SZkRWV68DjF7Ayxpm1IskJq9AyKopNJDeEL1eG6DlYxR3XbHoZOvoLuDTN+8V184cTCc3g4/8H/obJ+E7n0KIXMNAB+vVz75eLsJJbrEDP9fH/zkzQErgaXNFlhYzTBX/cdZndNM6Zy9ccq5gngVXVOzowgAc3BGF9c00XYvNo6O2R4+cP1X+Dl/hMcmxqkJRjDWehAs6ummaBu8srlUxyfGsKr6jy4UJS42lvBpmg9iqzQ4I9gKhqqLNMWrsKvGYu7egRBuDFZlqiq9hONJXmwu55i0cZxXCQJVFXBNNWFei5Lf578AYOvP7cey7Jv2WL7467cq6o6QGXURy7XQLFgl2vhSBKaXh5X15cG0CVJQtMUNm6qpbUtRqFQrkWlqDIeUyvvbgG+/JVOLMvB579xLSFJkojFfTz6RCvdOxvLBYhZ6PCkK3i9y68t/z5ReaCrmtbWKLlcCcsqp8UqioxuKJimtiRlShAEQRAEQVi9eypQcz+QJIna2lrC4TCdnZ2Lx03TRFEUVFVl8+bNNDQ0MD09jSzLVFdXEwgEkCSJw4cPMzY2xje+8Q38fj+u63Lu3Dl++ctfUl9fj2marFmzBtu26erqWrx/OBxGlmXWr19PMplcrIGj6zqPPfbYQs0aCVX3EapupyLejFXKk5+boKrlIQxfGG+wFtNfiWMVmR46Tik/h6J7kBWNUPVaInVdGL4whj+C7gniCyeuW6DVxS3Xp4g2MXb+EDPDp5ifvEgksYHJ/g+RFY26dU8wdbmH4d6DeCqqiCe3MzN0gvHzh6hqfQhN9zM7cR7dG6SQTaF7gpj+KMF4K6O9b1LMpVB178JracEu5Snl5whWtV0TeCoX6/3HXQ/f9DOzHIcLs5MkgzE2ROuXLKwS/jD/ctMTN71eliS2xhvZGm9c9jVdUdkcb2Tzdb62taqRrVXl44/Vty8e/3rL5puOJwjCUuVaXAoVFStPxVQUmUil99Yn3mJcTVPQtNWlgMqKTKDCIMD161wFQ54Vj6/rCrq+svOvvc70aJie2yuwLQiCIAiCINycCNTcZSRJorm5+abnyLJMPB4nHl9e0HN4eBhN02hoaFhMeRoYGFj8ummaN905E4lEiEQii/9WFIW6ujoArGIWRTWQFlKoFNUgntxONjVMKZfGG6wlNzfO3OQlHLuEVcwRTnQxdfkIc5MXMXwRFNXA9EXJzU3Qf/Rvqet4HN1Tsew5xi+8y8zwKXzhBLqnglJ+jszMAIruwXEsUqO9FHIp7FIex7GZm7hANj2CbZeQkFFNP6rhxReuJz3aS7zzSQZP/pK+9/4KSZbxhetJDZ9EWqiRI6s6wXgb/UdewHHs6z7TxxVti3dGL3AhPckrl0/yXOsWKvTV/WVdEARBEARBEARBEK4l3aKFrygHeI85ceIEBw4coKKiAo/HQz6fZ3Z2lu7ubrZs2bLYzel2uI5DITuDZvhRFmqsWKXcQucYC2+wBnDJpceQZBkzEEfVPeTnp8o7WDRvuaiq65JNj2LbRVTNQ2ZmcHEMWVYYOfdrInVd+CvX4AnEUTSDTGqo3LZX0TADMfKz45QKGTQzgCcQW+zUpKgG3lANVjGLY1soqo5VzGL6Y+TnJyjl5zD8UXSzYnFXjaKVgyulQob83DiSrKKZfnRPEEm68Rb+rFXkL068xeW5abqrm3hmTdeKOjl9Ru71PCgxFwnC58O9PhcJgiAIgiB86kSg5nPGcRympqYYGxujVCqh6zqxWIxoNPqpd3NaLdd1yc9PkB7tXTwmKxozI6epat5BqLr9JlcLq3SvL47EXCQInw/3+lwkCIIgCILwqROBGuGu4roudimHrGjXrV8j3LZ7fXEk5iJB+Hy41+ciQRAEQRCET50I1AjC/eFeXxyJuUgQPh/u9blIEARBEAThU3d35cIIgiAIgiAIgiAIgiDcx27V9Un85UsQhLuBmIsEQRAEQRAEQbgviB01giAIgiAIgiAIgiAIdwkRqBEEQRAEQRAEQRAEQbhLiECNIAiCIAiCIAiCIAjCXUIEagRBEARBEARBEARBEO4SIlAjCIIgCIIgCIIgCIJwlxCBGkEQBEEQBEEQBEEQhLvE/wfKK2j0QjBLTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WordCloud For LDA Mallet Bigram\n",
    "create_word_cloud(model_LdaM_bi, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 861
    },
    "id": "8e08TeKhojle",
    "outputId": "304b9c7d-6ddc-43d9-f2ad-c899340019f6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el9881397700832744488298529036\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el9881397700832744488298529036_data = {\"mdsDat\": {\"x\": [0.016891980087804463, -0.20119062737271828, 0.0395616351908175, -0.1430617373191556, 0.28520755959045896, -0.053899921215981056, -0.20147511989465614, 0.32267775221748796, -0.0725675625327137, 0.007856041248656841], \"y\": [-0.12992123491258414, 0.27835721822175324, -0.11356884394713662, -0.03152373229802584, 0.11303505387658551, -0.20657694048867728, 0.2059496692545922, 0.14156369955540815, -0.15721057736531455, -0.1001043118966], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [13.963408694316406, 10.807867325712724, 10.151718662675032, 9.632012530041449, 9.599210028957797, 9.405149544955325, 9.340879178001227, 9.061522993876963, 9.04795488785973, 8.990276153603352]}, \"tinfo\": {\"Term\": [\"erp\", \"access\", \"user\", \"work\", \"password\", \"error\", \"issue\", \"outlook\", \"unable\", \"sid\", \"problem\", \"site\", \"system\", \"account\", \"printer\", \"open\", \"email\", \"update\", \"network\", \"change\", \"connect\", \"can_not\", \"company\", \"ticket\", \"crm\", \"engineering_tool\", \"hostname\", \"pc\", \"login\", \"request\", \"decision\", \"event_processing\", \"pent\", \"pau\", \"none_priority\", \"neaf\", \"mysid\", \"muesli\", \"information_sherlock\", \"infection_traffic\", \"incoming_protocol\", \"ht\", \"hdkf\", \"encode\", \"sinkhole_domain\", \"elocation_lisbon\", \"ea\", \"dz\", \"domba\", \"dom\", \"da_da\", \"cp_hatty\", \"count_host\", \"count_event\", \"cook\", \"coo\", \"port_destination\", \"slid\", \"chn\", \"mason\", \"event\", \"portal\", \"host\", \"srac_inside\", \"access_group\", \"acyl_inside\", \"event_id\", \"dost_outside\", \"group_acyl\", \"internal\", \"asa_deny\", \"inside_dost\", \"inside_asa\", \"source_vip\", \"deny_cp\", \"cp_srac\", \"outside_access\", \"port\", \"vip_address\", \"phone_call\", \"da\", \"sw\", \"activity\", \"fe\", \"hatty\", \"device_vip\", \"priority_ticket\", \"cp\", \"explicit_notification\", \"let_know\", \"alert\", \"device\", \"ad\", \"log\", \"vendor\", \"vip\", \"type\", \"block\", \"ticket\", \"application\", \"user\", \"hostname\", \"server\", \"system\", \"exon\", \"distance\", \"synched\", \"publication\", \"michoacan\", \"square\", \"bld\", \"carbo\", \"psf\", \"nester\", \"rosal\", \"africa_sa\", \"south_africa\", \"uplink_company\", \"zarf\", \"machining\", \"kristi\", \"haircap\", \"site_backup\", \"initialize\", \"sh\", \"new_joiner\", \"ray\", \"temperature\", \"ethic_conduct\", \"site_primary\", \"cristina\", \"city\", \"cantabrian\", \"hard_since\", \"site\", \"backup_circuit\", \"type_outage\", \"schedule_maintenance\", \"circuit\", \"power\", \"global_telecomm\", \"vendor_telecomm\", \"site_contact\", \"no_verify\", \"work_backup\", \"version_telecomm\", \"vendor_ticket\", \"top_cert\", \"provider_maint\", \"power_specify\", \"network_circuit\", \"cert_start\", \"notify_phone\", \"company_maint\", \"no_remote\", \"no_additional\", \"dial_no\", \"active_no\", \"ticket_site\", \"company_power\", \"provider_power\", \"equipment_reset\", \"since_et\", \"gsc_no\", \"vendor_notify\", \"network\", \"email\", \"company\", \"vpn\", \"usa\", \"pastry\", \"stock_transfer\", \"agao\", \"wg_dc\", \"ref\", \"handprint_apac\", \"gd_company\", \"gr\", \"chok\", \"lynch\", \"quota\", \"depends\", \"mat\", \"gpcd\", \"component\", \"mor\", \"understand\", \"combination\", \"positive\", \"fergus\", \"shake\", \"bulk\", \"modify\", \"amigo\", \"wrongful\", \"sample\", \"remains\", \"pricing_condition\", \"lp\", \"hosen\", \"show\", \"order\", \"create\", \"plant\", \"number\", \"customer\", \"stop\", \"process\", \"material\", \"correct\", \"item\", \"delivery\", \"mm\", \"center\", \"po\", \"wrong\", \"distributor_tool\", \"field\", \"quote\", \"screen_shot\", \"ship\", \"stock\", \"create_delivery\", \"plant_plant\", \"reason\", \"schedule\", \"dn\", \"incorrect\", \"transfer\", \"step\", \"confirm\", \"miss\", \"pm\", \"select\", \"status\", \"due\", \"change\", \"line\", \"data\", \"sale\", \"code\", \"issue\", \"follow\", \"drawer\", \"free\", \"shako\", \"verification\", \"undo\", \"hirer\", \"european\", \"earthwork\", \"bathman\", \"confidential\", \"cisco\", \"tap\", \"sit\", \"dispatch\", \"rest\", \"inket\", \"dwight\", \"inkstand\", \"cloud\", \"cothish\", \"page_displayed\", \"aerospace\", \"pe\", \"mit_gr\", \"cert\", \"hump\", \"fax\", \"yhwh\", \"plica\", \"bhoy\", \"receive\", \"collaboration_platform\", \"message\", \"mail\", \"mail_com\", \"link\", \"give\", \"support\", \"germany\", \"group\", \"resolve\", \"pol\", \"approve\", \"business\", \"person\", \"cid\", \"return\", \"form\", \"expense_report\", \"certificate\", \"function\", \"pl\", \"release\", \"workfellow\", \"immediately\", \"notification\", \"forward\", \"edit\", \"email_address\", \"card\", \"save\", \"project\", \"ethic\", \"follow\", \"add\", \"security\", \"address\", \"company\", \"office\", \"information\", \"fu\", \"snapshot\", \"televiewer\", \"cl\", \"man\", \"soon_possible\", \"adv\", \"tc\", \"problem_assignment\", \"partially\", \"success\", \"improvement\", \"dynamic\", \"appropriate_group\", \"afternoon\", \"patch\", \"vendor_conc\", \"snip_tool\", \"specific\", \"debi\", \"zebra\", \"kick\", \"flowchart_printer\", \"gsc_review\", \"herp_pilm\", \"germany_steel\", \"resolve_assign\", \"print_tc\", \"attach\", \"pdf\", \"problem\", \"printer\", \"update\", \"print\", \"warehouse_tool\", \"document\", \"production_order\", \"driver\", \"delivery_note\", \"billing\", \"label\", \"colleague\", \"output\", \"document_printing\", \"cancel\", \"conversation\", \"info\", \"interaction_alert\", \"side\", \"ic_welcome\", \"next_available\", \"agent_shortly\", \"visitor_join\", \"paper\", \"mp\", \"printing\", \"agent_website\", \"connection\", \"ticket\", \"window\", \"issue\", \"system\", \"erp\", \"download\", \"vet\", \"back\", \"fix\", \"complete\", \"checked\", \"application\", \"time\", \"type\", \"information\", \"tool\", \"trial\", \"server_hostname\", \"byte\", \"shift\", \"madam\", \"chasid\", \"jpg\", \"coat\", \"corporate\", \"presentation\", \"europe\", \"inform\", \"network_outage\", \"ping\", \"notice_slow\", \"co_worker\", \"continue\", \"every_minute\", \"min\", \"transport\", \"size\", \"internet\", \"full\", \"usa_facility\", \"packet\", \"count\", \"map\", \"cable\", \"since_last\", \"respective\", \"connect\", \"request\", \"folder\", \"drive\", \"eu_tool\", \"monitor\", \"slow\", \"account_lock\", \"installation\", \"prompt\", \"restore\", \"disconnect\", \"java\", \"profile\", \"reboot\", \"department\", \"failure\", \"space_consume\", \"lose\", \"activation\", \"mention\", \"lan\", \"high\", \"basis\", \"critical\", \"pilm\", \"kindly\", \"wifi\", \"database\", \"setting\", \"local\", \"check\", \"restart\", \"hostname\", \"server\", \"file\", \"time\", \"service\", \"detail\", \"location\", \"provide\", \"backup\", \"data\", \"vip\", \"calendar\", \"industrial\", \"disk_agent\", \"appointment\", \"till\", \"license\", \"mobile_phone\", \"terminate\", \"sd_crm\", \"deny\", \"ethic_training\", \"send\", \"section\", \"frequent_account\", \"company_own\", \"cooption\", \"assume\", \"tamlung\", \"mailbox\", \"guest\", \"delay\", \"url\", \"account_disabled\", \"cost_center\", \"gl\", \"delegation\", \"fy\", \"hostname_department\", \"citril\", \"even_after\", \"access\", \"outlook\", \"account\", \"crm\", \"employee\", \"require\", \"remails\", \"delete\", \"miri\", \"review\", \"sync\", \"hour\", \"global\", \"external\", \"finance\", \"permission\", \"desktop\", \"bank\", \"enable\", \"active\", \"anymore\", \"supervisor\", \"credential\", \"put\", \"maintenance\", \"note\", \"remove\", \"contact\", \"set\", \"assign\", \"copy\", \"add\", \"vpn\", \"company\", \"id\", \"usa\", \"hr\", \"complete\", \"iphone\", \"device\", \"email\", \"client\", \"hying\", \"area_belongs\", \"protoplanet\", \"invalidate\", \"rebeset\", \"logoff\", \"email_cell\", \"decommission\", \"thesis\", \"bathyal\", \"describe_issue\", \"sire\", \"lbw_obj\", \"nightmare\", \"relevant_exact\", \"replicate_support\", \"slow_va\", \"use_quick\", \"kuttar\", \"housekeep\", \"approx\", \"bunch\", \"pf\", \"preparation\", \"progress\", \"initially\", \"interaction_desktop\", \"accountant\", \"mather\", \"guemul\", \"password\", \"sid\", \"login\", \"password_reset\", \"lock\", \"user_id\", \"password_management\", \"reset\", \"advise\", \"unlock\", \"reset_password\", \"issue_resolve\", \"transaction\", \"able_login\", \"logion\", \"home\", \"provide_access\", \"es\", \"supply_chain\", \"verify\", \"unlock_account\", \"herp_sid\", \"account_unlock\", \"message_recreate\", \"get_authorize\", \"fine\", \"unable_login\", \"guserid\", \"es_portal\", \"forgot\", \"response_time\", \"user\", \"use_televiewer\", \"tool\", \"attendance_tool\", \"sid_sid\", \"change\", \"enter\", \"erp\", \"production\", \"issue\", \"system\", \"id\", \"english\", \"key\", \"start\", \"join\", \"dial\", \"normal\", \"etime\", \"dock_station\", \"warehouse_toolman\", \"submittal\", \"video\", \"venue\", \"vg\", \"pro\", \"futuro\", \"projector\", \"dell_latitude\", \"bag\", \"bde\", \"uninstalled\", \"beira\", \"visitable\", \"gustavus\", \"para\", \"requienia\", \"ter\", \"separately\", \"audio\", \"gad\", \"nix\", \"work\", \"engineering_tool\", \"skype\", \"phone\", \"laptop\", \"screen\", \"telephony_software\", \"machine\", \"instal\", \"no_longer\", \"app\", \"defective\", \"model\", \"dell\", \"turn\", \"install\", \"upgrade\", \"work_fine\", \"sound\", \"replace\", \"button\", \"skype_meeting\", \"desk\", \"language\", \"repair\", \"boot\", \"battery\", \"correctly\", \"computer\", \"display\", \"opening\", \"pc\", \"call\", \"software\", \"meeting\", \"office\", \"unable_connect\", \"application\", \"make\", \"ob\", \"substantial\", \"loader\", \"frequently\", \"lockout\", \"pennsylvania\", \"drunker\", \"mothlike\", \"custroun\", \"extension\", \"eva\", \"matico\", \"ir\", \"gloria\", \"xd\", \"tige\", \"dob\", \"reg\", \"filler\", \"prerequisite\", \"console\", \"refer_attachment\", \"advanced\", \"euro\", \"suppose\", \"initialization\", \"contract\", \"arthel\", \"setibo\", \"idle\", \"can_not\", \"report\", \"open\", \"internet_explorer\", \"browser_microcoat\", \"job\", \"view\", \"page\", \"load\", \"day\", \"error_message\", \"business_client\", \"fail\", \"hr_tool\", \"job_scheduler\", \"see_attach\", \"click\", \"purchasing\", \"query\", \"fail_job\", \"hub\", \"sign\", \"attachment\", \"scheduler\", \"abended_job\", \"obj\", \"result\", \"analysis\", \"ibex\", \"ghana\", \"error\", \"unable\", \"search\", \"run\", \"log_into\", \"today\", \"log\", \"find\"], \"Freq\": [1640.0, 1140.0, 1221.0, 945.0, 822.0, 774.0, 1240.0, 660.0, 682.0, 569.0, 539.0, 564.0, 803.0, 465.0, 464.0, 439.0, 625.0, 414.0, 496.0, 553.0, 396.0, 385.0, 804.0, 515.0, 379.0, 373.0, 464.0, 380.0, 343.0, 347.0, 1.2909087322565702, 12.909087949070745, 6.4545439745353725, 1.2909087322565702, 7.745452602374436, 3.872726301187218, 3.872726301187218, 1.2909087322565702, 12.909087949070745, 7.745452602374436, 14.199995741569753, 2.5818174645131404, 6.4545439745353725, 7.745452602374436, 12.909087949070745, 10.327269858052562, 20.654539716105123, 6.4545439745353725, 3.872726301187218, 3.872726301187218, 7.745452602374436, 11.618179321231683, 12.909087949070745, 12.909087949070745, 3.872726301187218, 1.2909087322565702, 10.327269858052562, 1.2909087322565702, 12.909087949070745, 2.5818174645131404, 192.3454014194815, 147.163595268414, 112.30906482277946, 104.56361138506497, 104.56361138506497, 104.56361138506497, 103.27270359256596, 89.07270450963598, 82.6181588644205, 82.6181588644205, 82.6181588644205, 82.6181588644205, 77.45452769442447, 76.16361990192547, 73.581797634207, 72.290889841708, 70.99998204920898, 70.99998204920898, 64.5454364039935, 63.25452861149449, 59.381805233997476, 58.09089744149847, 55.50907851514023, 55.50907851514023, 51.63635179628298, 51.63635179628298, 51.63635179628298, 47.763625077425736, 46.47271728492673, 112.30906482277946, 67.12725867171197, 135.5454184532025, 78.74543548692348, 184.59995466448746, 90.363612302135, 92.94543456985346, 91.654520094634, 77.45452769442447, 138.1272340382005, 98.10906573984948, 148.45450974363345, 86.49088892463797, 82.6181588644205, 78.74543548692348, 1.229157200348761, 2.458314400697522, 4.916628801395044, 3.6874715202257193, 1.229157200348761, 1.229157200348761, 3.6874715202257193, 2.458314400697522, 4.916628801395044, 1.229157200348761, 1.229157200348761, 4.916628801395044, 8.604100321620763, 8.604100321620763, 7.374943040451439, 6.145785759282114, 1.229157200348761, 2.458314400697522, 3.6874715202257193, 1.229157200348761, 1.229157200348761, 6.145785759282114, 4.916628801395044, 8.604100321620763, 9.833257602790088, 18.437358570975363, 1.229157200348761, 9.833257602790088, 4.916628801395044, 6.145785759282114, 564.1831707200912, 362.60136367703177, 349.08065492079805, 290.08109507963826, 249.5189067407441, 211.41504977486582, 199.12347567004355, 180.68610416777798, 179.45694882630218, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 173.31116177389106, 173.31116177389106, 173.31116177389106, 173.31116177389106, 172.08200643241526, 162.24875335557675, 161.01959801410095, 161.01959801410095, 458.4756458326583, 491.6628814326334, 349.08065492079805, 242.14397469188933, 210.18587374332571, 1.0805230477372756, 12.966276876503006, 2.161046095474551, 9.724707353721556, 7.563661410074854, 8.644184381898205, 8.644184381898205, 15.127322820149708, 9.724707353721556, 3.2415692191257515, 2.161046095474551, 2.161046095474551, 3.2415692191257515, 4.322092190949102, 15.127322820149708, 1.0805230477372756, 18.368891128308363, 5.402614859116755, 1.0805230477372756, 1.0805230477372756, 1.0805230477372756, 9.724707353721556, 15.127322820149708, 4.322092190949102, 2.161046095474551, 19.44941470744311, 6.483138438251503, 7.563661410074854, 2.161046095474551, 1.0805230477372756, 340.3647476632721, 331.7205590301941, 296.06331492818566, 277.6944092244038, 239.8761082471435, 264.7281457087515, 146.9511290264669, 140.46799726864077, 131.82380863556278, 114.53544108638918, 110.21334676985019, 109.13282804920661, 102.64968657439813, 97.24707353721556, 85.3613190252245, 73.47556451323345, 72.3950409340987, 69.15347505518564, 64.83138073864664, 63.7508571595119, 63.7508571595119, 63.7508571595119, 58.34824412232933, 58.34824412232933, 56.187196964059844, 52.9456262266556, 51.86510750601202, 51.86510750601202, 50.784583926877275, 44.30144245206879, 94.00550765830249, 119.93805412357175, 72.3950409340987, 59.42876770146408, 98.32759225785914, 90.76393206240708, 183.688921000066, 64.83138073864664, 123.17962971946716, 79.95870598804194, 72.3950409340987, 104.81073373266761, 68.07295147605089, 1.161083379510519, 29.02708592831486, 1.161083379510519, 4.644333518042076, 13.93300055412623, 9.288667036084153, 11.610834371325945, 6.966500277063115, 1.161083379510519, 5.805417185662972, 5.805417185662972, 2.322166759021038, 6.966500277063115, 4.644333518042076, 8.12758394468401, 1.161083379510519, 1.161083379510519, 3.4832501385315573, 8.12758394468401, 2.322166759021038, 8.12758394468401, 3.4832501385315573, 2.322166759021038, 22.060583922589483, 3.4832501385315573, 1.161083379510519, 24.382751257831277, 3.4832501385315573, 2.322166759021038, 2.322166759021038, 318.13684425721993, 318.13684425721993, 300.72059500511403, 257.7605258092956, 199.70634934289984, 145.13542272692527, 127.71917347481936, 124.23592362439818, 197.3841889223071, 97.53100503132511, 94.04775518090393, 85.9201752697652, 83.59800562964038, 81.27583598951558, 80.11475577921921, 71.98717125831445, 70.82608643825203, 68.50392140789326, 67.34283658783086, 66.18175637753448, 62.69850652711331, 60.3763368869885, 58.05417185662972, 55.73200221650492, 55.73200221650492, 54.57092200620854, 51.08767215578737, 49.92658733572496, 47.60441769560015, 44.12116784517897, 112.62509386283827, 60.3763368869885, 82.43692541934402, 145.13542272692527, 120.752673773977, 65.02067155747208, 70.82608643825203, 135.84676260549017, 75.47042110873562, 66.18175637753448, 11.302193071911224, 7.9115349206345, 7.9115349206345, 28.255481531261275, 5.651096535955612, 22.60438614382245, 11.302193071911224, 22.60438614382245, 16.953289607866836, 5.651096535955612, 7.9115349206345, 5.651096535955612, 5.651096535955612, 16.953289607866836, 5.651096535955612, 5.651096535955612, 15.823069841269, 7.9115349206345, 11.302193071911224, 5.651096535955612, 11.302193071911224, 11.302193071911224, 16.953289607866836, 16.953289607866836, 15.823069841269, 7.9115349206345, 16.953289607866836, 7.9115349206345, 226.0438522500902, 63.292279365076, 539.11458862716, 464.5201322694077, 413.6602439210218, 309.6800759287594, 207.9603543607934, 148.0587262558934, 92.6779818114519, 85.8966609148313, 66.68293521931915, 50.85986537805015, 48.59942814188805, 47.469209523807, 39.5576746031725, 38.42745598509145, 37.29723506997682, 37.29723506997682, 36.167016451895776, 32.77635830061905, 32.77635830061905, 31.646139682538, 31.646139682538, 31.646139682538, 31.646139682538, 27.125262913180226, 27.125262913180226, 84.7664468908174, 24.86482337998455, 198.9185870398764, 377.4932481424282, 220.3927637537521, 739.1634264435874, 483.73384418271837, 860.0968415485955, 84.7664468908174, 41.8181118393346, 83.6362236786692, 87.0268841269795, 80.2455724184932, 49.7296467599691, 89.2873213631416, 99.4592935199382, 67.81315843146734, 71.2038142857105, 55.3807444444415, 7.7551466695858595, 79.76722803138841, 16.618171756340566, 15.510293339171719, 12.186659212963212, 7.7551466695858595, 15.510293339171719, 15.510293339171719, 16.618171756340566, 7.7551466695858595, 15.510293339171719, 33.23634351268113, 9.970903503923552, 42.09936634883977, 7.7551466695858595, 7.7551466695858595, 31.020586678343438, 7.7551466695858595, 19.941807007847103, 7.7551466695858595, 15.510293339171719, 87.52236794918609, 64.25693019102457, 7.7551466695858595, 9.970903503923552, 9.970903503923552, 12.186659212963212, 25.481196843095272, 12.186659212963212, 7.7551466695858595, 395.5124778982828, 346.76586355239056, 211.60471466255984, 160.64232547756143, 119.65083304469837, 97.4932737037057, 97.4932737037057, 85.3066111148484, 80.87509744617302, 59.82541652234919, 59.82541652234919, 50.962393686190545, 49.8545152690217, 48.74663685185285, 47.63875843468401, 46.53088001751516, 46.53088001751516, 44.31512318317747, 43.20724476600862, 40.99148793167093, 40.99148793167093, 37.667854930760456, 37.667854930760456, 37.667854930760456, 36.55997651359161, 36.55997651359161, 84.19873269767955, 80.87509744617302, 66.47268702536226, 58.71753810518034, 70.90420069403764, 296.91132577740825, 69.7963222768688, 377.78642322358127, 311.31375420298747, 288.04831644482596, 235.97803984027445, 111.8956931269007, 98.60115212087454, 93.06176003503032, 80.87509744617302, 64.25693019102457, 103.03266578954994, 70.90420069403764, 47.87035423828625, 11.967588559571562, 27.199064908117187, 9.791663366922187, 18.495364137519687, 53.310169455126236, 25.02313971546781, 14.143513752220937, 22.847214522818437, 23.935177119143123, 29.37499010076656, 124.02774045144747, 14.143513752220937, 11.967588559571562, 11.967588559571562, 9.791663366922187, 9.791663366922187, 14.143513752220937, 31.550915293415937, 42.430543491879355, 14.143513752220937, 18.495364137519687, 9.791663366922187, 35.90276567871469, 18.495364137519687, 9.791663366922187, 27.199064908117187, 19.583326733844373, 27.199064908117187, 11.967588559571562, 1140.1848188300048, 660.3932624408371, 465.64800016783244, 379.69895282296557, 187.12957550871243, 153.40273278743058, 121.851810788365, 116.41200004195811, 112.06014965665935, 65.27775577948125, 58.74998020153312, 58.74998020153312, 57.66201984042498, 53.310169455126236, 48.95831906982748, 44.606468684528735, 44.606468684528735, 43.5185038529875, 43.5185038529875, 42.430543491879355, 39.16665346768875, 34.81480308239, 34.81480308239, 33.72684048606531, 32.63887788974063, 90.3008977301656, 73.98145655007875, 241.5277008545137, 162.10643355802807, 101.18051922297938, 53.310169455126236, 164.28235428024436, 231.73603972280807, 286.1341650686094, 110.97218929555122, 117.49996040306624, 54.39812981623437, 69.62960616478, 56.57405500888375, 69.62960616478, 85.94904734486686, 56.57405500888375, 1.0210580614455036, 6.126348368673021, 1.0210580614455036, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 11.23163921799261, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 16.336928983128058, 1.0210580614455036, 6.126348368673021, 1.0210580614455036, 3.0631741843365106, 6.126348368673021, 6.126348368673021, 10.210580614455035, 14.29481286023705, 1.0210580614455036, 1.0210580614455036, 3.0631741843365106, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 1.0210580614455036, 13.273755340883616, 3.0631741843365106, 1.0210580614455036, 1.0210580614455036, 822.972852818467, 566.6872300652673, 343.0755173191623, 234.84335738501824, 210.33796824706272, 182.76940329849447, 163.36928983128055, 144.99025231455047, 123.54803031373456, 120.48485450312184, 240.96970900624368, 78.62146910502756, 69.43195034666252, 64.32666166571121, 63.305603062173645, 60.24242725156092, 52.07396275999689, 44.92655687197044, 43.905498268432865, 35.737033776868834, 33.69491656979369, 32.673857966256115, 27.568569285304807, 26.547510681767232, 26.547510681767232, 25.52645207822966, 125.59014752080971, 23.484337039522792, 22.46327843598522, 22.46327843598522, 22.46327843598522, 1073.1320545626563, 53.095021363534464, 346.1387104767213, 39.82126385428257, 98.02157389876834, 368.6019650606554, 153.15872114285108, 780.0883567759964, 126.61120612434729, 368.6019650606554, 240.96970900624368, 80.66358631210271, 26.740069129431628, 26.740069129431628, 201.08531431061476, 18.183246921408646, 18.183246921408646, 18.183246921408646, 36.36649384281729, 26.740069129431628, 18.183246921408646, 1.0696027083428254, 34.227286666970414, 3.208808057368429, 1.0696027083428254, 11.765629724111033, 4.278410833371302, 6.417616114736858, 10.696027218748348, 2.139205416685651, 1.0696027083428254, 10.696027218748348, 2.139205416685651, 1.0696027083428254, 1.0696027083428254, 2.139205416685651, 1.0696027083428254, 3.208808057368429, 1.0696027083428254, 45.99291855620296, 3.208808057368429, 9.626424713385665, 945.5287966108193, 373.29133716010045, 285.58392739011737, 260.98307193189714, 243.86941452512212, 160.44040611610373, 152.95319074368646, 129.4219312954644, 88.77702310095333, 77.01139770708532, 69.52417800442502, 68.45457333394083, 64.17616331249009, 64.17616331249009, 63.10656297224892, 132.63073664643093, 52.41053358837906, 49.201723907169495, 48.13212356692833, 47.06251889644413, 45.99291855620296, 45.99291855620296, 44.92331388571876, 44.92331388571876, 41.7145042045092, 40.64490386426803, 40.64490386426803, 39.57529919378383, 336.9248476475262, 105.89067184724232, 73.8025923561188, 355.1080924038133, 282.37511337866476, 130.49153596594857, 64.17616331249009, 139.04835600885005, 68.45457333394083, 64.17616331249009, 51.340928917894864, 1.0676965609486386, 1.0676965609486386, 1.0676965609486386, 17.083144975178218, 8.541572487589109, 2.1353931218972773, 1.0676965609486386, 1.0676965609486386, 1.0676965609486386, 20.286235733683803, 5.338482804743193, 1.0676965609486386, 7.473875926640471, 4.2707862437945545, 8.541572487589109, 1.0676965609486386, 4.2707862437945545, 4.2707862437945545, 4.2707862437945545, 1.0676965609486386, 4.2707862437945545, 11.744662170435026, 8.541572487589109, 2.1353931218972773, 8.541572487589109, 2.1353931218972773, 14.947751853280941, 1.0676965609486386, 1.0676965609486386, 2.1353931218972773, 385.43846172943756, 285.07499145422355, 437.7555878376225, 199.65926657833245, 179.37303084464864, 136.66515980142574, 132.39437786026988, 129.1912871017643, 123.85280537268076, 112.10814212658607, 256.2471746276733, 102.49886985106932, 96.09268833405814, 95.02499715140785, 92.88960618082992, 90.75420660497461, 85.41572487589109, 80.07724314680758, 74.73876141772405, 73.6710616297964, 71.53567065921845, 69.40027968864052, 68.33257990071287, 65.12949344484596, 62.99409817162935, 57.65561644254583, 53.384830198751274, 51.24943492553466, 51.24943492553466, 50.181739440245686, 750.5907049357461, 661.9719065119041, 84.34803369324081, 182.57612160315423, 100.36347888049137, 115.31123288509166, 219.94550231201626, 96.09268833405814], \"Total\": [1640.0, 1140.0, 1221.0, 945.0, 822.0, 774.0, 1240.0, 660.0, 682.0, 569.0, 539.0, 564.0, 803.0, 465.0, 464.0, 439.0, 625.0, 414.0, 496.0, 553.0, 396.0, 385.0, 804.0, 515.0, 379.0, 373.0, 464.0, 380.0, 343.0, 347.0, 1.2909087322565702, 12.909087949070745, 6.4545439745353725, 1.2909087322565702, 7.745452602374436, 3.872726301187218, 3.872726301187218, 1.2909087322565702, 12.909087949070745, 7.745452602374436, 14.199995741569753, 2.5818174645131404, 6.4545439745353725, 7.745452602374436, 12.909087949070745, 10.327269858052562, 20.654539716105123, 6.4545439745353725, 3.872726301187218, 3.872726301187218, 7.745452602374436, 11.618179321231683, 12.909087949070745, 12.909087949070745, 3.872726301187218, 1.2909087322565702, 10.327269858052562, 1.2909087322565702, 12.909087949070745, 2.5818174645131404, 192.3454014194815, 147.163595268414, 112.30906482277946, 104.56361138506497, 104.56361138506497, 104.56361138506497, 103.27270359256596, 89.07270450963598, 82.6181588644205, 82.6181588644205, 82.6181588644205, 82.6181588644205, 77.45452769442447, 76.16361990192547, 73.581797634207, 72.290889841708, 70.99998204920898, 70.99998204920898, 64.5454364039935, 63.25452861149449, 59.381805233997476, 58.09089744149847, 55.50907851514023, 55.50907851514023, 51.63635179628298, 51.63635179628298, 51.63635179628298, 47.763625077425736, 46.47271728492673, 113.33012288422496, 70.3469871361349, 205.1750246179825, 96.10342307358911, 404.5454569765037, 133.58331480819228, 163.84963526389112, 159.46767852610134, 118.7971063547626, 515.6204821806286, 252.64024697642978, 1221.5865643062898, 464.27731214821927, 393.93191306740795, 803.4489886758855, 1.229157200348761, 2.458314400697522, 4.916628801395044, 3.6874715202257193, 1.229157200348761, 1.229157200348761, 3.6874715202257193, 2.458314400697522, 4.916628801395044, 1.229157200348761, 1.229157200348761, 4.916628801395044, 8.604100321620763, 8.604100321620763, 7.374943040451439, 6.145785759282114, 1.229157200348761, 2.458314400697522, 3.6874715202257193, 1.229157200348761, 1.229157200348761, 6.145785759282114, 4.916628801395044, 8.604100321620763, 9.833257602790088, 18.437358570975363, 1.229157200348761, 9.833257602790088, 4.916628801395044, 6.145785759282114, 564.1831707200912, 362.60136367703177, 349.08065492079805, 290.08109507963826, 249.5189067407441, 211.41504977486582, 199.12347567004355, 180.68610416777798, 179.45694882630218, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 174.54032746039903, 173.31116177389106, 173.31116177389106, 173.31116177389106, 173.31116177389106, 172.08200643241526, 162.24875335557675, 161.01959801410095, 161.01959801410095, 496.90310181774976, 625.0811383013072, 804.6252119307536, 473.88001441469737, 350.92219278885534, 1.0805230477372756, 12.966276876503006, 2.161046095474551, 9.724707353721556, 7.563661410074854, 8.644184381898205, 8.644184381898205, 15.127322820149708, 9.724707353721556, 3.2415692191257515, 2.161046095474551, 2.161046095474551, 3.2415692191257515, 4.322092190949102, 15.127322820149708, 1.0805230477372756, 18.368891128308363, 5.402614859116755, 1.0805230477372756, 1.0805230477372756, 1.0805230477372756, 9.724707353721556, 15.127322820149708, 4.322092190949102, 2.161046095474551, 19.44941470744311, 6.483138438251503, 7.563661410074854, 2.161046095474551, 1.0805230477372756, 340.3647476632721, 331.7205590301941, 296.06331492818566, 277.6944092244038, 239.8761082471435, 265.889229088262, 146.9511290264669, 140.46799726864077, 131.82380863556278, 114.53544108638918, 110.21334676985019, 109.13282804920661, 102.64968657439813, 97.24707353721556, 85.3613190252245, 73.47556451323345, 72.3950409340987, 69.15347505518564, 64.83138073864664, 63.7508571595119, 63.7508571595119, 63.7508571595119, 58.34824412232933, 58.34824412232933, 56.187196964059844, 52.9456262266556, 51.86510750601202, 51.86510750601202, 50.784583926877275, 44.30144245206879, 95.29641639055906, 123.2019419125458, 73.46464364244153, 60.49646426241272, 115.10940692578713, 112.70938124169132, 553.4519694402319, 72.95896468333065, 286.8850085355136, 178.91264517524996, 127.90411944923893, 1240.3362358215747, 232.4113159275249, 1.161083379510519, 29.02708592831486, 1.161083379510519, 4.644333518042076, 13.93300055412623, 9.288667036084153, 11.610834371325945, 6.966500277063115, 1.161083379510519, 5.805417185662972, 5.805417185662972, 2.322166759021038, 6.966500277063115, 4.644333518042076, 8.12758394468401, 1.161083379510519, 1.161083379510519, 3.4832501385315573, 8.12758394468401, 2.322166759021038, 8.12758394468401, 3.4832501385315573, 2.322166759021038, 22.060583922589483, 3.4832501385315573, 1.161083379510519, 24.382751257831277, 3.4832501385315573, 2.322166759021038, 2.322166759021038, 318.13684425721993, 318.13684425721993, 300.72059500511403, 257.7605258092956, 199.70634934289984, 145.13542272692527, 127.71917347481936, 124.23592362439818, 198.45188548325572, 97.53100503132511, 94.04775518090393, 85.9201752697652, 83.59800562964038, 81.27583598951558, 80.11475577921921, 71.98717125831445, 70.82608643825203, 68.50392140789326, 67.34283658783086, 66.18175637753448, 62.69850652711331, 60.3763368869885, 58.05417185662972, 55.73200221650492, 55.73200221650492, 54.57092200620854, 51.08767215578737, 49.92658733572496, 47.60441769560015, 44.12116784517897, 115.2069113273514, 62.41845300987951, 89.44803134710276, 232.4113159275249, 285.03502805422136, 84.60399829131646, 108.03922792005466, 804.6252119307536, 214.51877711758567, 192.67143460547462, 11.302193071911224, 7.9115349206345, 7.9115349206345, 28.255481531261275, 5.651096535955612, 22.60438614382245, 11.302193071911224, 22.60438614382245, 16.953289607866836, 5.651096535955612, 7.9115349206345, 5.651096535955612, 5.651096535955612, 16.953289607866836, 5.651096535955612, 5.651096535955612, 15.823069841269, 7.9115349206345, 11.302193071911224, 5.651096535955612, 11.302193071911224, 11.302193071911224, 16.953289607866836, 16.953289607866836, 15.823069841269, 7.9115349206345, 16.953289607866836, 7.9115349206345, 226.0438522500902, 63.292279365076, 539.11458862716, 464.5201322694077, 414.7407669687591, 309.6800759287594, 207.9603543607934, 148.0587262558934, 92.6779818114519, 85.8966609148313, 66.68293521931915, 50.85986537805015, 48.59942814188805, 47.469209523807, 39.5576746031725, 38.42745598509145, 37.29723506997682, 37.29723506997682, 36.167016451895776, 32.77635830061905, 32.77635830061905, 31.646139682538, 31.646139682538, 31.646139682538, 31.646139682538, 27.125262913180226, 27.125262913180226, 85.7875049522629, 24.86482337998455, 236.35494309458963, 515.6204821806286, 293.75135015640876, 1240.3362358215747, 803.4489886758855, 1640.185198324592, 106.82703081340689, 45.22319423233273, 129.0592252790155, 143.61670800465154, 150.94287514422183, 69.6714537678162, 252.64024697642978, 394.81913859421013, 159.46767852610134, 192.67143460547462, 401.51945492116283, 7.7551466695858595, 79.76722803138841, 16.618171756340566, 15.510293339171719, 12.186659212963212, 7.7551466695858595, 15.510293339171719, 15.510293339171719, 16.618171756340566, 7.7551466695858595, 15.510293339171719, 33.23634351268113, 9.970903503923552, 42.09936634883977, 7.7551466695858595, 7.7551466695858595, 31.020586678343438, 7.7551466695858595, 19.941807007847103, 7.7551466695858595, 15.510293339171719, 87.52236794918609, 64.25693019102457, 7.7551466695858595, 9.970903503923552, 9.970903503923552, 12.186659212963212, 25.481196843095272, 12.186659212963212, 7.7551466695858595, 396.58017445923144, 347.92694693190106, 211.60471466255984, 160.64232547756143, 119.65083304469837, 97.4932737037057, 97.4932737037057, 85.3066111148484, 80.87509744617302, 59.82541652234919, 59.82541652234919, 50.962393686190545, 49.8545152690217, 48.74663685185285, 47.63875843468401, 46.53088001751516, 46.53088001751516, 44.31512318317747, 43.20724476600862, 40.99148793167093, 40.99148793167093, 37.667854930760456, 37.667854930760456, 37.667854930760456, 36.55997651359161, 36.55997651359161, 85.28669529400423, 82.00531671029476, 67.70184422571103, 59.87862148469086, 73.16463922228112, 349.8569520040638, 72.99941195971472, 464.27731214821927, 393.93191306740795, 369.73566792692077, 394.81913859421013, 150.62295697411292, 160.56477293987004, 145.9890196238123, 116.77042357630029, 85.15260332433857, 286.8850085355136, 163.84963526389112, 47.87035423828625, 11.967588559571562, 27.199064908117187, 9.791663366922187, 18.495364137519687, 53.310169455126236, 25.02313971546781, 14.143513752220937, 22.847214522818437, 23.935177119143123, 29.37499010076656, 124.02774045144747, 14.143513752220937, 11.967588559571562, 11.967588559571562, 9.791663366922187, 9.791663366922187, 14.143513752220937, 31.550915293415937, 42.430543491879355, 14.143513752220937, 18.495364137519687, 9.791663366922187, 35.90276567871469, 18.495364137519687, 9.791663366922187, 27.199064908117187, 19.583326733844373, 27.199064908117187, 11.967588559571562, 1140.1848188300048, 660.3932624408371, 465.64800016783244, 379.69895282296557, 187.12957550871243, 153.40273278743058, 121.851810788365, 116.41200004195811, 112.06014965665935, 65.27775577948125, 58.74998020153312, 58.74998020153312, 57.66201984042498, 53.310169455126236, 48.95831906982748, 44.606468684528735, 44.606468684528735, 43.5185038529875, 43.5185038529875, 42.430543491879355, 39.16665346768875, 34.81480308239, 34.81480308239, 33.72684048606531, 32.63887788974063, 92.88271519467874, 76.02357267296975, 269.22465453194667, 180.17915601845507, 110.21688045319289, 55.57060798336972, 285.03502805422136, 473.88001441469737, 804.6252119307536, 191.63577560765393, 350.92219278885534, 70.22119965750338, 150.94287514422183, 79.81041365134712, 205.1750246179825, 625.0811383013072, 101.75586115995125, 1.0210580614455036, 6.126348368673021, 1.0210580614455036, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 11.23163921799261, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 16.336928983128058, 1.0210580614455036, 6.126348368673021, 1.0210580614455036, 3.0631741843365106, 6.126348368673021, 6.126348368673021, 10.210580614455035, 14.29481286023705, 1.0210580614455036, 1.0210580614455036, 3.0631741843365106, 2.042116122891007, 1.0210580614455036, 1.0210580614455036, 1.0210580614455036, 13.273755340883616, 3.0631741843365106, 1.0210580614455036, 1.0210580614455036, 822.972852818467, 569.2690475297804, 343.0755173191623, 234.84335738501824, 210.33796824706272, 182.76940329849447, 163.36928983128055, 144.99025231455047, 123.54803031373456, 120.48485450312184, 243.10510212814094, 78.62146910502756, 69.43195034666252, 64.32666166571121, 63.305603062173645, 60.24242725156092, 52.07396275999689, 44.92655687197044, 43.905498268432865, 35.737033776868834, 33.69491656979369, 32.673857966256115, 27.568569285304807, 26.547510681767232, 26.547510681767232, 25.52645207822966, 127.72554064270699, 23.484337039522792, 22.46327843598522, 22.46327843598522, 22.46327843598522, 1221.5865643062898, 55.55333576423199, 401.51945492116283, 41.05042105463133, 118.36552050939511, 553.4519694402319, 199.62121075318936, 1640.185198324592, 175.35784297620015, 1240.3362358215747, 803.4489886758855, 191.63577560765393, 26.740069129431628, 26.740069129431628, 201.08531431061476, 18.183246921408646, 18.183246921408646, 18.183246921408646, 36.36649384281729, 26.740069129431628, 18.183246921408646, 1.0696027083428254, 34.227286666970414, 3.208808057368429, 1.0696027083428254, 11.765629724111033, 4.278410833371302, 6.417616114736858, 10.696027218748348, 2.139205416685651, 1.0696027083428254, 10.696027218748348, 2.139205416685651, 1.0696027083428254, 1.0696027083428254, 2.139205416685651, 1.0696027083428254, 3.208808057368429, 1.0696027083428254, 45.99291855620296, 3.208808057368429, 9.626424713385665, 945.5287966108193, 373.29133716010045, 285.58392739011737, 260.98307193189714, 243.86941452512212, 160.44040611610373, 152.95319074368646, 129.4219312954644, 88.77702310095333, 77.01139770708532, 69.52417800442502, 68.45457333394083, 64.17616331249009, 64.17616331249009, 63.10656297224892, 133.69843320737957, 52.41053358837906, 49.201723907169495, 48.13212356692833, 47.06251889644413, 45.99291855620296, 45.99291855620296, 44.92331388571876, 44.92331388571876, 41.7145042045092, 40.64490386426803, 40.64490386426803, 39.57529919378383, 354.33224918872116, 108.14088710903658, 74.89055495244348, 380.9262683019548, 335.30237296744673, 152.43698514523282, 69.61597629411352, 214.51877711758567, 90.61213492552956, 252.64024697642978, 121.93559305426538, 1.0676965609486386, 1.0676965609486386, 1.0676965609486386, 17.083144975178218, 8.541572487589109, 2.1353931218972773, 1.0676965609486386, 1.0676965609486386, 1.0676965609486386, 20.286235733683803, 5.338482804743193, 1.0676965609486386, 7.473875926640471, 4.2707862437945545, 8.541572487589109, 1.0676965609486386, 4.2707862437945545, 4.2707862437945545, 4.2707862437945545, 1.0676965609486386, 4.2707862437945545, 11.744662170435026, 8.541572487589109, 2.1353931218972773, 8.541572487589109, 2.1353931218972773, 14.947751853280941, 1.0676965609486386, 1.0676965609486386, 2.1353931218972773, 385.43846172943756, 285.07499145422355, 439.9315130302719, 199.65926657833245, 179.37303084464864, 136.66515980142574, 132.39437786026988, 129.1912871017643, 123.85280537268076, 112.10814212658607, 258.5076131559168, 102.49886985106932, 96.09268833405814, 95.02499715140785, 92.88960618082992, 90.75420660497461, 85.41572487589109, 80.07724314680758, 74.73876141772405, 73.6710616297964, 71.53567065921845, 69.40027968864052, 68.33257990071287, 65.12949344484596, 62.99409817162935, 57.65561644254583, 53.384830198751274, 51.24943492553466, 51.24943492553466, 50.181739440245686, 774.3253096976496, 682.3158531225308, 86.48723910992646, 200.64884406358124, 106.80293580933723, 138.53290162774354, 404.5454569765037, 122.92736911313116], \"Category\": [\"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Default\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic1\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic2\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic3\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic4\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic5\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic6\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic7\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic8\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic9\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\", \"Topic10\"], \"logprob\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, -9.316200256347656, -7.013599872589111, -7.7067999839782715, -9.316200256347656, -7.524499893188477, -8.217599868774414, -8.217599868774414, -9.316200256347656, -7.013599872589111, -7.524499893188477, -6.918300151824951, -8.623100280761719, -7.7067999839782715, -7.524499893188477, -7.013599872589111, -7.236800193786621, -6.543600082397461, -7.7067999839782715, -8.217599868774414, -8.217599868774414, -7.524499893188477, -7.11899995803833, -7.013599872589111, -7.013599872589111, -8.217599868774414, -9.316200256347656, -7.236800193786621, -9.316200256347656, -7.013599872589111, -8.623100280761719, -4.312300205230713, -4.579999923706055, -4.850299835205078, -4.921800136566162, -4.921800136566162, -4.921800136566162, -4.934199810028076, -5.082099914550781, -5.157299995422363, -5.157299995422363, -5.157299995422363, -5.157299995422363, -5.22189998626709, -5.238699913024902, -5.273200035095215, -5.290900230407715, -5.308899879455566, -5.308899879455566, -5.404200077056885, -5.4243998527526855, -5.487599849700928, -5.5096001625061035, -5.554999828338623, -5.554999828338623, -5.627399921417236, -5.627399921417236, -5.627399921417236, -5.7052998542785645, -5.732699871063232, -4.850299835205078, -5.364999771118164, -4.662300109863281, -5.205399990081787, -4.353400230407715, -5.067699909210205, -5.039599895477295, -5.053599834442139, -5.22189998626709, -4.643400192260742, -4.985499858856201, -4.571300029754639, -5.111499786376953, -5.157299995422363, -5.205399990081787, -9.109100341796875, -8.415900230407715, -7.722799777984619, -8.010499954223633, -9.109100341796875, -9.109100341796875, -8.010499954223633, -8.415900230407715, -7.722799777984619, -9.109100341796875, -9.109100341796875, -7.722799777984619, -7.1631999015808105, -7.1631999015808105, -7.317299842834473, -7.499599933624268, -9.109100341796875, -8.415900230407715, -8.010499954223633, -9.109100341796875, -9.109100341796875, -7.499599933624268, -7.722799777984619, -7.1631999015808105, -7.029600143432617, -6.401000022888184, -9.109100341796875, -7.029600143432617, -7.722799777984619, -7.499599933624268, -2.9800000190734863, -3.422100067138672, -3.460099935531616, -3.6452999114990234, -3.7959001064300537, -3.9616000652313232, -4.021500110626221, -4.118599891662598, -4.125500202178955, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.153299808502197, -4.160299777984619, -4.160299777984619, -4.160299777984619, -4.160299777984619, -4.167399883270264, -4.22629976272583, -4.23390007019043, -4.23390007019043, -3.1875, -3.1175999641418457, -3.460099935531616, -3.825900077819824, -3.967400074005127, -9.175299644470215, -6.690400123596191, -8.482199668884277, -6.978099822998047, -7.229400157928467, -7.095900058746338, -7.095900058746338, -6.536300182342529, -6.978099822998047, -8.076700210571289, -8.482199668884277, -8.482199668884277, -8.076700210571289, -7.789000034332275, -6.536300182342529, -9.175299644470215, -6.342100143432617, -7.565899848937988, -9.175299644470215, -9.175299644470215, -9.175299644470215, -6.978099822998047, -6.536300182342529, -7.789000034332275, -8.482199668884277, -6.284999847412109, -7.383600234985352, -7.229400157928467, -8.482199668884277, -9.175299644470215, -3.422800064086914, -3.448499917984009, -3.5622000694274902, -3.626300096511841, -3.772700071334839, -3.674099922180176, -4.262700080871582, -4.307799816131592, -4.371300220489502, -4.511899948120117, -4.5503997802734375, -4.560200214385986, -4.621500015258789, -4.67549991607666, -4.8059000968933105, -4.9558000564575195, -4.970600128173828, -5.016499996185303, -5.080999851226807, -5.097799777984619, -5.097799777984619, -5.097799777984619, -5.186399936676025, -5.186399936676025, -5.224100112915039, -5.2835001945495605, -5.304100036621094, -5.304100036621094, -5.325200080871582, -5.4618000984191895, -4.709400177001953, -4.465799808502197, -4.970600128173828, -5.168000221252441, -4.6645002365112305, -4.744500160217285, -4.0395002365112305, -5.080999851226807, -4.4390997886657715, -4.871300220489502, -4.970600128173828, -4.600599765777588, -5.032199859619141, -9.05090045928955, -5.831999778747559, -9.05090045928955, -7.664599895477295, -6.565999984741211, -6.971399784088135, -6.748300075531006, -7.259099960327148, -9.05090045928955, -7.441400051116943, -7.441400051116943, -8.35770034790039, -7.259099960327148, -7.664599895477295, -7.105000019073486, -9.05090045928955, -9.05090045928955, -7.952300071716309, -7.105000019073486, -8.35770034790039, -7.105000019073486, -7.952300071716309, -8.35770034790039, -6.106400012969971, -7.952300071716309, -9.05090045928955, -6.006400108337402, -7.952300071716309, -8.35770034790039, -8.35770034790039, -3.437700033187866, -3.437700033187866, -3.49399995803833, -3.648200035095215, -3.90339994430542, -4.222599983215332, -4.350399971008301, -4.377999782562256, -3.91510009765625, -4.620100021362305, -4.656400203704834, -4.746799945831299, -4.774199962615967, -4.8024001121521, -4.816800117492676, -4.923699855804443, -4.940000057220459, -4.973299980163574, -4.9903998374938965, -5.007800102233887, -5.0619001388549805, -5.099599838256836, -5.138899803161621, -5.179699897766113, -5.179699897766113, -5.200699806213379, -5.26669979095459, -5.289700031280518, -5.337299823760986, -5.413300037384033, -4.476200103759766, -5.099599838256836, -4.7881999015808105, -4.222599983215332, -4.406499862670898, -5.0254998207092285, -4.940000057220459, -4.288700103759766, -4.876500129699707, -5.007800102233887, -6.7718000411987305, -7.128499984741211, -7.128499984741211, -5.855500221252441, -7.465000152587891, -6.078700065612793, -6.7718000411987305, -6.078700065612793, -6.366399765014648, -7.465000152587891, -7.128499984741211, -7.465000152587891, -7.465000152587891, -6.366399765014648, -7.465000152587891, -7.465000152587891, -6.435299873352051, -7.128499984741211, -6.7718000411987305, -7.465000152587891, -6.7718000411987305, -6.7718000411987305, -6.366399765014648, -6.366399765014648, -6.435299873352051, -7.128499984741211, -6.366399765014648, -7.128499984741211, -3.776099920272827, -5.049099922180176, -2.906899929046631, -3.055799961090088, -3.171799898147583, -3.4612998962402344, -3.859499931335449, -4.19920015335083, -4.667699813842773, -4.74370002746582, -4.9969000816345215, -5.2677001953125, -5.313199996948242, -5.336699962615967, -5.519100189208984, -5.547999858856201, -5.577899932861328, -5.577899932861328, -5.608699798583984, -5.707099914550781, -5.707099914550781, -5.742199897766113, -5.742199897766113, -5.742199897766113, -5.742199897766113, -5.896399974822998, -5.896399974822998, -4.756899833679199, -5.983399868011475, -3.903899908065796, -3.2632999420166016, -3.8013999462127686, -2.5913000106811523, -3.0153000354766846, -2.4398000240325928, -4.756899833679199, -5.463500022888184, -4.770299911499023, -4.730599880218506, -4.811699867248535, -5.290200233459473, -4.704999923706055, -4.597099781036377, -4.980100154876709, -4.931300163269043, -5.182600021362305, -7.127999782562256, -4.797299861907959, -6.365900039672852, -6.434899806976318, -6.67609977722168, -7.127999782562256, -6.434899806976318, -6.434899806976318, -6.365900039672852, -7.127999782562256, -6.434899806976318, -5.672800064086914, -6.876699924468994, -5.436399936676025, -7.127999782562256, -7.127999782562256, -5.741700172424316, -7.127999782562256, -6.183599948883057, -7.127999782562256, -6.434899806976318, -4.704500198364258, -5.013500213623047, -7.127999782562256, -6.876699924468994, -6.876699924468994, -6.67609977722168, -5.938499927520752, -6.67609977722168, -7.127999782562256, -3.196199893951416, -3.327699899673462, -3.821700096130371, -4.0971999168396, -4.3917999267578125, -4.59660005569458, -4.59660005569458, -4.730100154876709, -4.7835001945495605, -5.085000038146973, -5.085000038146973, -5.245299816131592, -5.267300128936768, -5.28980016708374, -5.312699794769287, -5.336299896240234, -5.336299896240234, -5.3850998878479, -5.410399913787842, -5.4629998207092285, -5.4629998207092285, -5.547599792480469, -5.547599792480469, -5.547599792480469, -5.577400207519531, -5.577400207519531, -4.743199825286865, -4.7835001945495605, -4.979599952697754, -5.103700160980225, -4.91510009765625, -3.4830000400543213, -4.930799961090088, -3.2421000003814697, -3.4356000423431396, -3.5132999420166016, -3.7126998901367188, -4.458799839019775, -4.585299968719482, -4.643099784851074, -4.7835001945495605, -5.013500213623047, -4.541299819946289, -4.91510009765625, -5.301000118255615, -6.687300205230713, -5.866399765014648, -6.888000011444092, -6.251999855041504, -5.193399906158447, -5.949699878692627, -6.520299911499023, -6.0406999588012695, -5.994200229644775, -5.789400100708008, -4.348999977111816, -6.520299911499023, -6.687300205230713, -6.687300205230713, -6.888000011444092, -6.888000011444092, -6.520299911499023, -5.717899799346924, -5.4217000007629395, -6.520299911499023, -6.251999855041504, -6.888000011444092, -5.588699817657471, -6.251999855041504, -6.888000011444092, -5.866399765014648, -6.194900035858154, -5.866399765014648, -6.687300205230713, -2.1305999755859375, -2.6767001152038574, -3.026099920272827, -3.2302000522613525, -3.937700033187866, -4.136499881744385, -4.366700172424316, -4.412399768829346, -4.450500011444092, -4.990900039672852, -5.096199989318848, -5.096199989318848, -5.1149001121521, -5.193399906158447, -5.278600215911865, -5.371699810028076, -5.371699810028076, -5.396399974822998, -5.396399974822998, -5.4217000007629395, -5.501699924468994, -5.619500160217285, -5.619500160217285, -5.651199817657471, -5.684000015258789, -4.666399955749512, -4.865699768066406, -3.6826000213623047, -4.081299781799316, -4.552599906921387, -5.193399906158447, -4.067999839782715, -3.723900079727173, -3.5130999088287354, -4.460299968719482, -4.40310001373291, -5.1732001304626465, -4.926300048828125, -5.133999824523926, -4.926300048828125, -4.715799808502197, -5.133999824523926, -9.118300437927246, -7.326600074768066, -9.118300437927246, -8.425200462341309, -9.118300437927246, -9.118300437927246, -6.720399856567383, -8.425200462341309, -9.118300437927246, -9.118300437927246, -6.345699787139893, -9.118300437927246, -7.326600074768066, -9.118300437927246, -8.019700050354004, -7.326600074768066, -7.326600074768066, -6.815800189971924, -6.479300022125244, -9.118300437927246, -9.118300437927246, -8.019700050354004, -8.425200462341309, -9.118300437927246, -9.118300437927246, -9.118300437927246, -6.553400039672852, -8.019700050354004, -9.118300437927246, -9.118300437927246, -2.426300048828125, -2.7994000911712646, -3.3011999130249023, -3.680299997329712, -3.7904999256134033, -3.9309000968933105, -4.0432000160217285, -4.162499904632568, -4.322500228881836, -4.347599983215332, -3.6545000076293945, -4.774499893188477, -4.898799896240234, -4.975200176239014, -4.991199970245361, -5.040800094604492, -5.186500072479248, -5.334099769592285, -5.357100009918213, -5.563000202178955, -5.621799945831299, -5.652599811553955, -5.822500228881836, -5.860199928283691, -5.860199928283691, -5.899499893188477, -4.30620002746582, -5.982800006866455, -6.027299880981445, -6.027299880981445, -6.027299880981445, -2.160799980163574, -5.167099952697754, -3.29229998588562, -5.454800128936768, -4.553999900817871, -3.2295000553131104, -4.107699871063232, -2.47979998588562, -4.298099994659424, -3.2295000553131104, -3.6545000076293945, -4.748899936676025, -5.851500034332275, -5.851500034332275, -3.833899974822998, -6.237199783325195, -6.237199783325195, -6.237199783325195, -5.544000148773193, -5.851500034332275, -6.237199783325195, -9.07040023803711, -5.604700088500977, -7.971799850463867, -9.07040023803711, -6.672500133514404, -7.684100151062012, -7.278600215911865, -6.7677998542785645, -8.37720012664795, -9.07040023803711, -6.7677998542785645, -8.37720012664795, -9.07040023803711, -9.07040023803711, -8.37720012664795, -9.07040023803711, -7.971799850463867, -9.07040023803711, -5.309199810028076, -7.971799850463867, -6.873199939727783, -2.285900115966797, -3.2153000831604004, -3.483099937438965, -3.573199987411499, -3.6410000324249268, -4.059800148010254, -4.107500076293945, -4.274600028991699, -4.651500225067139, -4.793700218200684, -4.895999908447266, -4.911499977111816, -4.97599983215332, -4.97599983215332, -4.9928998947143555, -4.250100135803223, -5.178599834442139, -5.241700172424316, -5.263700008392334, -5.286200046539307, -5.309199810028076, -5.309199810028076, -5.332699775695801, -5.332699775695801, -5.406799793243408, -5.432799816131592, -5.432799816131592, -5.459499835968018, -3.3178000450134277, -4.475299835205078, -4.836299896240234, -3.2653000354766846, -3.4944000244140625, -4.26639986038208, -4.97599983215332, -4.202899932861328, -4.911499977111816, -4.97599983215332, -5.19920015335083, -9.065799713134766, -9.065799713134766, -9.065799713134766, -6.2932000160217285, -6.986299991607666, -8.372599601745605, -9.065799713134766, -9.065799713134766, -9.065799713134766, -6.121300220489502, -7.456299781799316, -9.065799713134766, -7.119900226593018, -7.679500102996826, -6.986299991607666, -9.065799713134766, -7.679500102996826, -7.679500102996826, -7.679500102996826, -9.065799713134766, -7.679500102996826, -6.667900085449219, -6.986299991607666, -8.372599601745605, -6.986299991607666, -8.372599601745605, -6.426700115203857, -9.065799713134766, -9.065799713134766, -8.372599601745605, -3.1768999099731445, -3.4784998893737793, -3.0495998859405518, -3.834700107574463, -3.941800117492676, -4.213699817657471, -4.245500087738037, -4.269999980926514, -4.31220006942749, -4.411799907684326, -3.585099935531616, -4.501399993896484, -4.565999984741211, -4.577099800109863, -4.599899768829346, -4.6230998039245605, -4.683800220489502, -4.748300075531006, -4.817299842834473, -4.831699848175049, -4.861100196838379, -4.89139986038208, -4.906899929046631, -4.954899787902832, -4.9882001876831055, -5.0767998695373535, -5.153800010681152, -5.1946001052856445, -5.1946001052856445, -5.21560001373291, -2.5104000568389893, -2.6361000537872314, -4.696300029754639, -3.924099922180176, -4.522500038146973, -4.383600234985352, -3.7379000186920166, -4.565999984741211], \"loglift\": [30.0, 29.0, 28.0, 27.0, 26.0, 25.0, 24.0, 23.0, 22.0, 21.0, 20.0, 19.0, 18.0, 17.0, 16.0, 15.0, 14.0, 13.0, 12.0, 11.0, 10.0, 9.0, 8.0, 7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9687, 1.9597, 1.9219, 1.5542, 1.7695, 1.1842, 1.5778, 1.4018, 1.4149, 1.541, 0.6515, 1.0228, -0.1389, 0.2883, 0.4068, -0.354, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.2249, 2.1444, 1.9848, 1.3898, 1.5535, 1.7123, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2832, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2875, 2.2739, 2.2607, 2.2729, 2.2697, 2.1299, 2.071, 1.1846, 2.1694, 1.4421, 1.4821, 1.7184, -0.1835, 1.0596, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3347, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3401, 2.3174, 2.3068, 2.2585, 1.8692, 1.4812, 2.0768, 1.9178, 0.5612, 1.2954, 1.2715, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3409, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3435, 2.3315, 2.3435, 2.1711, 2.0317, 2.0562, 1.8259, 1.8361, 1.698, 2.1122, 2.2652, 1.9097, 1.8426, 1.7117, 2.0063, 1.3034, 0.9648, 1.4884, 1.348, 0.3625, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3612, 2.3606, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3639, 2.3511, 2.35, 2.3456, 2.3443, 2.3325, 2.1998, 2.319, 2.1578, 2.1285, 2.1143, 1.8492, 2.0667, 1.8763, 1.9136, 1.9966, 2.0824, 1.3399, 1.5263, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3708, 2.3426, 2.3435, 2.2622, 2.2651, 2.2852, 2.3292, 1.8197, 1.6554, 1.3369, 1.8245, 1.2766, 2.1154, 1.5971, 2.0267, 1.2901, 0.3866, 1.7837, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.3966, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.3923, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.4011, 2.3843, 2.4011, 2.4011, 2.4011, 2.4011, 2.2716, 2.3559, 2.2527, 2.3707, 2.2125, 1.9947, 2.1362, 1.658, 2.0754, 1.1877, 1.1969, 1.5358, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.3946, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.4026, 2.3523, 2.3816, 2.388, 2.3324, 2.2308, 2.2472, 2.3213, 1.9691, 2.1222, 1.0323, 1.5376, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.4041, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.4002, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.409, 2.3779, 2.3788, 2.384, 2.3146, 2.3468, 2.2256, 1.7996, 2.1627]}, \"token.table\": {\"Topic\": [10, 8, 7, 1, 7, 7, 6, 8, 8, 6, 7, 2, 1, 1, 1, 8, 4, 7, 1, 4, 10, 5, 10, 8, 4, 2, 5, 3, 5, 5, 1, 3, 9, 3, 10, 7, 9, 1, 5, 9, 10, 7, 5, 4, 8, 8, 10, 1, 1, 7, 7, 5, 10, 2, 8, 9, 5, 6, 2, 6, 2, 9, 7, 6, 4, 8, 9, 9, 9, 4, 5, 2, 1, 7, 9, 10, 3, 8, 4, 10, 9, 6, 6, 7, 1, 9, 10, 5, 2, 2, 4, 3, 4, 2, 4, 3, 4, 8, 6, 3, 6, 5, 6, 1, 3, 4, 2, 4, 7, 2, 5, 10, 1, 7, 4, 6, 6, 1, 3, 4, 5, 3, 1, 2, 4, 7, 2, 7, 2, 5, 7, 10, 3, 7, 9, 4, 1, 3, 6, 10, 1, 5, 10, 6, 7, 6, 10, 5, 1, 1, 7, 5, 7, 6, 3, 9, 7, 4, 6, 1, 1, 1, 1, 1, 3, 3, 7, 2, 6, 7, 3, 4, 10, 1, 1, 1, 3, 6, 2, 6, 10, 5, 1, 8, 9, 7, 7, 7, 3, 5, 9, 9, 7, 1, 6, 3, 8, 9, 7, 1, 6, 1, 7, 1, 9, 2, 6, 7, 4, 2, 8, 9, 2, 3, 3, 10, 9, 5, 5, 1, 1, 1, 4, 5, 4, 6, 5, 10, 1, 3, 4, 5, 1, 1, 4, 4, 1, 2, 5, 7, 4, 8, 7, 7, 1, 9, 9, 3, 8, 2, 5, 8, 5, 10, 5, 10, 8, 8, 2, 4, 6, 2, 7, 9, 6, 10, 6, 4, 10, 7, 1, 1, 1, 6, 2, 4, 1, 10, 7, 10, 10, 6, 4, 1, 3, 3, 1, 4, 6, 10, 7, 3, 8, 10, 8, 5, 9, 10, 5, 6, 1, 3, 4, 5, 8, 4, 4, 4, 7, 10, 5, 6, 4, 9, 7, 9, 3, 4, 10, 5, 8, 10, 4, 7, 7, 2, 10, 3, 3, 4, 1, 2, 5, 8, 7, 8, 9, 2, 3, 2, 1, 1, 5, 8, 6, 4, 8, 3, 1, 1, 6, 7, 7, 8, 5, 7, 10, 1, 10, 4, 8, 10, 5, 7, 8, 10, 4, 5, 1, 3, 7, 1, 5, 6, 1, 4, 5, 10, 1, 10, 2, 8, 4, 4, 1, 1, 9, 9, 10, 6, 5, 8, 1, 6, 10, 8, 1, 7, 10, 3, 5, 8, 10, 8, 3, 6, 10, 10, 9, 6, 9, 5, 6, 7, 2, 8, 5, 6, 9, 9, 8, 1, 8, 7, 3, 4, 4, 10, 10, 5, 6, 1, 6, 8, 10, 1, 10, 3, 9, 10, 8, 8, 8, 6, 3, 3, 9, 2, 6, 4, 4, 7, 7, 3, 5, 9, 5, 6, 1, 3, 3, 8, 10, 7, 9, 6, 4, 8, 2, 6, 7, 3, 7, 4, 3, 7, 9, 3, 6, 3, 10, 5, 1, 1, 1, 2, 2, 5, 2, 6, 2, 5, 8, 9, 2, 9, 2, 2, 1, 9, 1, 7, 6, 4, 2, 3, 10, 10, 4, 9, 7, 10, 7, 9, 3, 7, 5, 1, 6, 10, 4, 5, 9, 5, 8, 8, 8, 3, 5, 1, 1, 9, 5, 4, 10, 1, 7, 4, 8, 9, 1, 6, 6, 4, 3, 3, 4, 3, 9, 3, 4, 1, 1, 1, 3, 2, 2, 8, 10, 6, 3, 5, 5, 5, 5, 8, 1, 9, 5, 5, 3, 6, 8, 5, 6, 8, 4, 8, 9, 6, 8, 3, 6, 7, 8, 2, 2, 2, 2, 10, 7, 10, 3, 3, 2, 3, 8, 6, 4, 3, 10, 10, 4, 8, 7, 3, 7, 8, 9, 9, 8, 10, 4, 6, 9, 7, 8, 8, 10, 4, 5, 6, 8, 4, 6, 10, 6, 10, 4, 7, 2, 1, 10, 1, 3, 4, 6, 3, 1, 4, 3, 2, 10, 9, 3, 7, 9, 10, 7, 4, 7, 10, 3, 10, 7, 9, 1, 6, 6, 1, 6, 1, 7, 10, 4, 6, 2, 3, 4, 6, 3, 3, 1, 8, 5, 8, 5, 10, 2, 6, 1, 8, 4, 2, 2, 2, 2, 6, 9, 9, 1, 6, 8, 5, 5, 1, 9, 5, 9, 1, 2, 6, 5, 2, 1, 9, 1, 3, 3, 3, 3, 3, 9, 10, 5, 7, 8, 4, 10, 1, 7, 2, 1, 5, 8, 7, 4, 5, 9, 5, 2, 9, 7, 8, 1, 5, 2, 10, 7, 1, 5, 6, 4, 10, 5, 8, 2, 8, 3, 6, 6, 9, 1, 5, 2, 5, 10, 6, 9, 8, 10, 3, 4, 9, 8, 8, 3, 5, 9, 2, 7, 1, 2, 7, 6, 8, 2, 8, 1, 8, 8, 1, 2, 7, 5, 2, 2, 2, 9, 4, 8, 2, 2, 5, 7, 9, 9, 10, 1, 6, 1, 9, 5, 2, 7, 5, 9, 3, 5, 6, 1, 5, 10, 9, 2, 9, 4, 3, 3, 10, 4, 2, 5], \"Freq\": [1.0000936885921372, 0.9949218308979131, 0.9998379044985054, 1.0041734271526639, 1.0007559354534772, 1.021276939910088, 0.99640577546287, 1.0156493690416195, 0.9793762350637614, 1.0002076545341134, 0.989852981921814, 0.9982046062659425, 1.0088439854883533, 1.0041734271526639, 0.8220310731232483, 0.1768927625708256, 0.4245092290095045, 0.5753678806409813, 0.3332123034666517, 0.6571687096147852, 0.009255897318518102, 0.9732624394231727, 1.0536701541872981, 1.0036582508447744, 0.861264589302426, 1.0169569845462607, 1.0617408430070974, 0.9254777138665399, 1.011181784603487, 1.0054364600926249, 0.9524217415358835, 0.014215249873669905, 0.02843049974733981, 0.9254777138665399, 0.9951329233991149, 0.9957450164123358, 1.0068439787313226, 0.3879033573346014, 0.35227957962019923, 0.2533246415246377, 0.003958197523822464, 1.021276939910088, 1.0027552406178144, 1.0048086598158879, 0.9793762350637614, 0.9793762350637614, 0.9365956926109317, 1.0046217579867172, 0.08165718320999057, 0.9163750560232276, 1.021276939910088, 0.9998060011380372, 0.9951329233991149, 0.024360286065498945, 0.9744114426199577, 1.000153968132907, 0.6508639720903242, 0.3486771279055308, 0.24661606551255863, 0.7515918187049406, 1.0010993789955056, 0.9349265780649869, 1.011064170510987, 1.0088177325162284, 0.861264589302426, 0.9793762350637614, 1.0087365475612342, 0.9349265780649869, 0.9349265780649869, 0.861264589302426, 1.0027553085504297, 1.0847541406245627, 0.6481639356606521, 0.34512625145567194, 1.0087365475612342, 0.9979203627050729, 1.0283085789901012, 0.9793762350637614, 0.9966061746870107, 0.9951329233991149, 1.000153968132907, 1.0229765493616199, 0.9811156106183582, 1.0027082682753592, 0.15806628366792255, 0.8410319244217765, 0.9988624338954908, 0.9920306406247232, 1.0169569845462607, 0.8135655876370086, 0.9972537480058519, 0.9974593216203982, 0.861264589302426, 1.0026336179511595, 0.9972536785440137, 0.3324588404412037, 0.0018068415241369767, 0.6667245224065443, 1.0315730109108583, 0.15149048688729322, 0.848918388783511, 0.7176540361369182, 0.2870616144547673, 1.0070424844332864, 1.0283085789901012, 1.0001782087205444, 1.00192808338871, 1.0335174558716587, 0.9926811855926054, 1.0169569845462607, 0.9909581604200015, 0.995132923399115, 0.44223496796183526, 0.560164292751658, 0.9843023528821921, 1.0315730109108583, 1.0315730109108583, 0.4378279623919745, 0.5629216659325387, 0.9995698572495134, 0.9901154974242475, 0.925477778887504, 0.04225569805153714, 0.43374231235254296, 0.16902279220614855, 0.35544498949234177, 1.0026336179511595, 1.0027082682753592, 0.9982046062659425, 0.5300018296561674, 0.46375160094914647, 0.006625022870702092, 0.9915832549048195, 0.047977569185201706, 0.951084753847822, 1.0335174558716587, 0.01049357402802682, 0.9863959586345212, 0.9985370563215306, 0.002521558223034168, 0.1565442191119842, 0.8419540433320232, 0.9365956926109317, 0.10400236207444913, 0.8988775579291675, 0.999336354319894, 1.003495384940284, 0.9920306406247232, 0.7746481025439748, 1.032864108876934, 1.021276939910088, 0.035990248668838175, 0.9537415897242116, 1.0229765493616199, 1.0040560276295651, 1.0107314616659393, 1.002708268275359, 0.861264589302426, 1.002918140373638, 1.0070424844332864, 1.0070424844332864, 1.0049488480447433, 1.0328640717457818, 0.9959761203334896, 0.9997861439597776, 0.9940316263570979, 1.0053194877239928, 0.8135655876370086, 1.0120356610799466, 1.000792857538311, 0.9966556408045891, 0.0037609646822814686, 0.9365956926109317, 0.9935703329918492, 1.032864108876934, 0.21262874735557608, 0.4287432118809157, 0.35902886848564486, 0.014770646375098766, 0.9748626607565186, 0.9990353766949062, 1.0617408430070974, 0.7746481025439748, 0.9793762350637614, 0.9933594891940486, 0.9898530340667007, 1.021276939910088, 0.9964608456017454, 0.9987828772370242, 1.0047548114017182, 0.9972550039859456, 1.0284192228605065, 1.0027082682753592, 1.0056835029754503, 1.010081906516882, 0.9254777138665399, 0.9793762350637614, 1.0017070449093832, 1.008822292530136, 0.38613700168976917, 0.6165735994723733, 0.6628487080882276, 0.34117212916305834, 1.0070424844332864, 0.9899222112419925, 1.0026336179511595, 1.0007379228307254, 0.9926811855926054, 1.0765807366280324, 0.009247196196862314, 0.009247196196862314, 0.9802027968674053, 0.8135655876370086, 0.9945432597453974, 1.002600833208961, 0.9365956926109317, 1.0097206506576408, 0.9996033583607096, 0.9888762871719302, 1.032864108876934, 1.032864108876934, 0.9991837621857758, 0.2059403863655731, 0.7956787655033507, 0.861264589302426, 1.00222652729519, 1.0012030628905488, 0.9365956926109317, 0.19519227022304136, 0.8073862086498529, 0.861264589302426, 1.0617408430070974, 0.9295776779384182, 1.0167256345889668, 1.004808687519497, 1.0014704122230784, 0.9683101281799684, 0.7870978179521421, 0.07519023870681031, 0.13758213891033377, 1.0083097813931754, 0.9793761877944286, 0.9993075626428362, 1.011064170510987, 1.032864108876934, 0.9992195448136652, 1.0097206506576408, 0.2304364342167735, 0.7664516181557901, 0.9995234456285383, 0.524331033397002, 0.47555605354611813, 0.03099472495529207, 0.9698766017260143, 0.007736716050964875, 0.990299654523504, 1.0016347375170294, 0.9793761877944286, 0.04471870358418527, 0.9167334234757979, 0.03353902768813895, 1.0169569845462607, 0.9872343752464184, 0.9899222112419925, 1.0029182158319883, 0.9365956926109317, 1.0315730109108583, 1.0335174558716587, 0.9365956926109317, 1.0027082682753592, 0.9982042647397209, 0.9973593836214278, 1.0070424844332864, 1.0315730109108583, 0.8135655876370086, 0.9949090860260434, 0.9898280687563743, 0.9858901504723949, 0.9941817957381036, 0.9990354278180259, 1.0044649603647162, 1.010081906516882, 0.9843023761435312, 1.0088439854883533, 0.9254777138665399, 0.9977806602623633, 0.10548076202296083, 0.11629930171762348, 0.7789348580157107, 0.9365956926109317, 1.000851355417515, 0.1952372378352341, 0.024404654729404264, 0.7809489513409364, 1.0185512628358646, 0.6057790991642992, 0.006962978151313783, 0.3899267764735719, 1.0027552406178144, 1.001868036532506, 0.07744889670351988, 0.292584720879964, 0.6238938901116879, 0.0043027164835288826, 0.9793761877944286, 1.007241608683289, 0.9982838882241489, 0.9990668740092701, 1.0027082682753592, 0.9951329233991149, 0.9732624394231727, 0.9960015178088845, 1.0048086228777444, 0.9349265780649869, 0.9926811855926054, 0.9349265977785925, 1.0411624280998575, 0.9926839421065706, 0.005039004782266856, 1.011181784603487, 1.017044510261504, 0.9963783750369576, 1.002198781260012, 0.9732168486202014, 1.0058613999389954, 0.9993799040036437, 0.9365956926109317, 0.9254777138665399, 0.9915832549048195, 1.0048086756465213, 1.0046217579867172, 0.9998782880199513, 1.0027552406178144, 0.9793762350637614, 0.989852981921814, 0.9793761672425464, 0.9349265780649869, 0.8135655876370086, 1.0411624280998575, 0.9762787436802641, 1.0070424844332864, 0.9295776779384182, 1.011181784603487, 1.009981742409504, 1.0088177325162284, 0.9689226629652292, 0.9959758053813371, 0.9254777138665399, 0.9972480865790562, 0.18523412139627607, 0.8141685800906087, 1.021276939910088, 1.0042556575782533, 0.9793762350637614, 0.22785141920158503, 0.7689985398053494, 0.9997369413085273, 1.161972153815962, 1.0064908784177549, 0.861264589302426, 0.9793762350637614, 0.9951329233991149, 1.011181784603487, 0.5792237887108104, 0.42267681878896973, 0.9365956926109317, 1.004808687519497, 1.0617408430070974, 0.985915788623494, 1.002600833208961, 1.0027082682753592, 1.032864108876934, 0.9953820782502776, 0.9928890037921604, 0.2802698807458074, 0.34255207646709795, 0.368502991350969, 0.005190182976774211, 1.0070424844332864, 0.9365956926109317, 0.8135655876370086, 0.9793762350637614, 0.861264589302426, 0.861264589302426, 0.9941316833508083, 1.0046217579867172, 1.0025116510022318, 0.994776055406003, 0.007479519213578969, 1.0015443882946802, 1.0068232625885325, 0.9793761950666334, 1.0046217579867172, 1.0054572569504885, 1.001706574543255, 0.9793762350637614, 0.2881829444021655, 0.7141925143879755, 0.9365956926109317, 0.08465446462623906, 0.5958061843694349, 0.2974999756864972, 0.022574523900330414, 1.0048145996161275, 0.998064238351316, 1.0029181856486469, 1.0024500772476377, 1.0011884410291845, 0.9899222112419925, 1.0315730109108583, 1.0097206506576408, 0.9732624394231727, 0.9849132940423043, 0.011725158262408384, 0.8135655876370086, 0.9793762350637614, 1.0082423162869831, 1.0088177325162284, 1.0017070449093832, 1.000535472950276, 0.9793762350637614, 0.9882632891381952, 0.008823779367305313, 0.9941817957381036, 0.8909117650192057, 0.10965067877159454, 0.9990669216075522, 1.0011884642166669, 0.9365956926109317, 0.027335609404480352, 0.9704141338590525, 0.3630410022381927, 0.6370342114745645, 0.998393213313415, 1.0536701541872981, 0.4573033680384277, 0.5438202214511032, 0.018726077001950264, 0.03745215400390053, 0.9363038500975132, 0.9997798813516265, 0.9951725748213234, 0.9793762350637614, 0.9952034718452665, 0.9254777138665399, 0.9254776921928872, 0.9967398779229995, 0.9762787436802641, 0.9846833156075573, 1.0009290568831382, 1.0014704122230784, 1.0142336506693288, 1.011064170510987, 0.31163993259202616, 0.27063467830360166, 0.4182535937419299, 1.0617408430070974, 0.9846833156075573, 1.161972153815962, 0.9254776921928872, 1.0013365670910352, 0.9793762350637614, 0.9365956926109317, 0.07182259398153096, 0.9193292029635963, 1.0002076545341134, 1.0009291182563709, 1.017044510261504, 0.8135655876370086, 1.002918140373638, 0.9994632377625441, 0.9740106214006051, 0.02435026553501513, 0.9972537480058519, 1.0034127081854065, 0.999075267303347, 0.9972550039859456, 0.9915832549048195, 0.9949404334784693, 0.9254777138665399, 0.9365956926109317, 0.9953820571774307, 0.7746481025439748, 1.032864108876934, 1.032864108876934, 0.8135655876370086, 0.9217088770920606, 0.07647366229148102, 1.0026336179511595, 1.002918140373638, 0.9762787436802641, 1.011181784603487, 0.9793762350637614, 1.0388072724544215, 1.0026336179511595, 0.9998519997373808, 1.0026336179511595, 1.0026336179511595, 1.032864108876934, 0.9899222112419925, 0.03229879739962501, 0.9689639219887503, 1.0315730109108583, 1.0078627587370184, 1.0026336179511595, 1.0005164822531174, 0.9365956926109317, 1.005973113786709, 0.34961974428415526, 0.647961926073301, 0.004546162165615035, 0.9956095142696927, 0.013352818664984037, 0.9881085812088187, 1.0008423987063775, 0.9994045026453122, 1.011181784603487, 1.0000002528281065, 1.002918140373638, 0.9985193498257076, 0.9843023528821921, 0.9953820571774307, 0.9349265780649869, 1.0617408430070974, 1.000032986727861, 0.997739539471207, 1.0006670089234202, 0.9254777138665399, 1.0617408430070974, 0.7746481025439748, 0.06825467856522348, 0.931938880409782, 0.9953820692190575, 0.861264589302426, 0.9365956926109317, 0.9295776779384182, 1.008822292530136, 0.9985676074512984, 0.9793762350637614, 1.000064862705376, 0.9959761203334896, 1.0120356610799466, 0.9976397186595064, 0.9937668148418325, 1.0011004570687962, 0.9940316263570979, 0.861264589302426, 0.9800632852781527, 0.013611990073307677, 0.9957671808572015, 1.0009290568831382, 1.0000002528281065, 0.9683101281799684, 0.998888344171562, 0.9254777138665399, 0.9980368011865389, 1.0026336179511595, 0.9793762350637614, 0.9365956926109317, 1.0315730109108583, 1.0576888052318074, 1.0010330792844233, 1.011181784603487, 1.0010330396838731, 0.9908202837615907, 0.011656709220724596, 1.0070424844332864, 1.019919909208827, 0.9997874503313818, 1.0027552406178144, 0.9966682996999968, 0.27942861960642595, 0.7242333610207365, 1.0034745921550519, 1.0051975513493814, 0.9793762350637614, 0.9612541981856436, 0.03204180660618812, 0.9349265977785925, 1.0029182158319883, 0.9793762350637614, 0.008563812388216428, 0.6936688034455306, 0.299733433587575, 0.9985796594674814, 1.0026336179511595, 0.9982046062659425, 1.0169569845462607, 1.0847541406245627, 0.9990353920318416, 1.008099172943506, 1.0034953560551514, 0.9254777138665399, 1.0026008895604601, 1.0169569845462607, 0.9966683341726482, 0.9793762350637614, 1.0075829340895035, 0.9995698572495134, 1.0576888052318074, 1.0217407555755618, 0.9365956926109317, 0.9990668740092701, 0.9793762350637614, 1.0012161428761397, 0.9254776921928872, 0.9733822997022971, 0.026307629721683705, 1.0068440414415842, 0.9986715777669763, 0.9793762350637614, 0.9997369413085273, 0.0028741665709374553, 0.997335800115297, 0.9349265780649869, 0.9973746700589184, 1.0000672299364537, 0.9913407735596131, 0.00822689438638683, 0.9994922241279223, 1.0027552406178144, 1.0315730109108583, 0.9793761877944286, 0.9843023528821921, 0.9589118339560054, 0.041096221455257376, 1.0029182158319883, 0.9927913941597537, 1.002455501503667, 0.9957450164123357, 0.8135655876370086, 0.08970896435514072, 0.9120411376105975, 0.12855435666646622, 0.4471455884050999, 0.1844475552171037, 0.2403407537677412, 0.9768931500405961, 0.02604010441244914, 0.9808439328689176, 1.0010269738450468, 0.999720439970016, 0.9980117541531991, 0.9972550174437664, 1.0039080704415426, 1.0066872693399438, 0.02312479876317907, 0.9712415480535209, 0.9898530340667007, 0.7682852029780658, 0.2363954470701741, 1.0027083416209592, 0.9752636078710059, 0.016529891658830606, 0.9997763367183301, 0.9349265780649869, 0.21069630879536635, 0.7894765305464932, 1.002918140373638, 0.2589246737912787, 0.7435785503749542, 0.09990056784457536, 0.8991051106011783, 0.9365956926109317, 0.016700451266328326, 0.9853266247133713, 0.8135655876370086, 0.9254777138665399, 0.861264589302426, 1.0315730109108583, 1.0039080704415426, 0.9989283623942367, 0.005269915891295775, 0.9960141034549016, 0.1689681244498268, 0.8279438098041514, 1.0068232625885325, 0.9942323043878735, 0.9984668396494142, 0.9846833156075573, 1.0070424844332864, 0.9793762350637614, 1.004808687519497, 0.9996753346615118, 1.0847541406245627, 0.9974537133875798, 0.9762786752076371, 1.0315730109108583, 1.0014569188598428, 1.000153968132907, 0.7746481025439748, 0.9949404334784693, 0.9793762350637614, 1.011181784603487, 1.011181784603487, 0.1443219306590177, 0.85281140843965, 1.017501641215135, 0.9972549815562447, 0.9978517315466864, 1.0460129082159122, 0.992889037408857, 0.9732624394231727, 0.8135655876370086, 1.0041734271526639, 0.9995757307742376, 0.14768558412398192, 0.8513639555382486, 0.9931956515322288, 1.0039080704415426, 1.002600833208961, 1.000332566165751, 0.9349265780649869, 0.9365956926109317, 1.011181784603487, 1.0053194877239928, 1.0021523894567683, 0.9981010031759296, 1.0536701541872981, 0.9984352549968778, 1.0042556575782533, 1.0169569845462607, 0.09832609302327333, 0.602402899028662, 0.2999568154254288, 0.9898530340667007, 0.861264589302426, 1.017501641215135, 1.0003060364813963, 1.011181784603487, 1.0460129082159122, 0.9349265977785925, 0.9898530340667007, 0.9793762350637614, 0.2676387086416338, 0.7311579214340286, 0.9982046062659425, 0.9365956926109317, 0.9732168486202014, 0.1494355116878957, 0.25074772300172327, 0.5977420467515828, 0.16602554143999726, 0.8301277071999863, 0.13697966393882233, 0.8617266131424095, 1.0026336179511595, 0.9937787957200416, 1.0042417611106729, 1.0315730109108583, 1.0315730109108583, 0.9983113805089372, 0.5769194162122429, 0.42641869893948386, 0.9997689504712991, 0.02931193802470303, 0.9702251486176704, 0.24279308746097758, 0.7504513612430216, 0.9864902459286986, 0.015658575332201566, 0.9799176158358376, 1.004808687519497, 1.0284192228605065, 0.9959758053813371, 1.0090542865590535, 0.0024111446948144512, 0.9982139036531827, 0.9921669641526014, 1.0460129082159122, 0.9732168486202014, 0.06554159432669097, 0.5984232525480481, 0.33340724070534106, 1.0315730109108583, 0.9793762350637615, 0.03600143848225402, 0.9540381197797315, 0.1211539192755003, 0.8783659147473772, 1.001261681098389, 0.6737368370385772, 0.19463508625558898, 0.12726140255173124, 1.011181784603487, 0.9998782880199513, 1.0017372438996779, 1.0026336179511595, 0.9349265977785925, 1.0765807366280324, 1.0073583673668343, 1.0026336179511595, 0.02211254682414806, 0.9287269666142185, 0.04422509364829612, 0.9349265780649869, 0.9933594891940486, 0.9970211887646309, 0.5675935735237805, 0.4333241260235314, 1.0070425365654259, 0.9349265780649869, 1.011181784603487, 0.5106777931939186, 0.4895754050454096, 1.000190640371471, 0.9899222112419925, 1.0283085789901012, 0.012194331296015375, 0.9877408349772453, 0.24510525640703743, 0.7489327279103921, 0.003404239672319964, 1.0004983490623127, 1.0026336179511595, 0.9959000642426656, 1.004808687519497, 0.9935275827224465, 0.9254777138665399, 1.0536701541872981, 0.861264589302426, 0.9491598730464924, 0.9732624394231727], \"Term\": [\"abended_job\", \"able_login\", \"access\", \"access_group\", \"account\", \"account_disabled\", \"account_lock\", \"account_unlock\", \"accountant\", \"activation\", \"active\", \"active_no\", \"activity\", \"acyl_inside\", \"ad\", \"ad\", \"add\", \"add\", \"address\", \"address\", \"address\", \"adv\", \"advanced\", \"advise\", \"aerospace\", \"africa_sa\", \"afternoon\", \"agao\", \"agent_shortly\", \"agent_website\", \"alert\", \"alert\", \"alert\", \"amigo\", \"analysis\", \"anymore\", \"app\", \"application\", \"application\", \"application\", \"application\", \"appointment\", \"appropriate_group\", \"approve\", \"approx\", \"area_belongs\", \"arthel\", \"asa_deny\", \"assign\", \"assign\", \"assume\", \"attach\", \"attachment\", \"attendance_tool\", \"attendance_tool\", \"audio\", \"back\", \"back\", \"backup\", \"backup\", \"backup_circuit\", \"bag\", \"bank\", \"basis\", \"bathman\", \"bathyal\", \"battery\", \"bde\", \"beira\", \"bhoy\", \"billing\", \"bld\", \"block\", \"block\", \"boot\", \"browser_microcoat\", \"bulk\", \"bunch\", \"business\", \"business_client\", \"button\", \"byte\", \"cable\", \"calendar\", \"call\", \"call\", \"can_not\", \"cancel\", \"cantabrian\", \"carbo\", \"card\", \"center\", \"cert\", \"cert_start\", \"certificate\", \"change\", \"change\", \"change\", \"chasid\", \"check\", \"check\", \"checked\", \"checked\", \"chn\", \"chok\", \"cid\", \"circuit\", \"cisco\", \"citril\", \"city\", \"cl\", \"click\", \"client\", \"client\", \"cloud\", \"co_worker\", \"coat\", \"code\", \"code\", \"collaboration_platform\", \"colleague\", \"combination\", \"company\", \"company\", \"company\", \"company\", \"company_maint\", \"company_own\", \"company_power\", \"complete\", \"complete\", \"complete\", \"component\", \"computer\", \"computer\", \"confidential\", \"confirm\", \"confirm\", \"connect\", \"connect\", \"connection\", \"connection\", \"console\", \"contact\", \"contact\", \"continue\", \"contract\", \"conversation\", \"coo\", \"cook\", \"cooption\", \"copy\", \"copy\", \"corporate\", \"correct\", \"correctly\", \"cost_center\", \"cothish\", \"count\", \"count_event\", \"count_host\", \"cp\", \"cp_hatty\", \"cp_srac\", \"create\", \"create_delivery\", \"credential\", \"cristina\", \"critical\", \"crm\", \"customer\", \"customer\", \"custroun\", \"da\", \"da_da\", \"data\", \"data\", \"data\", \"database\", \"database\", \"day\", \"debi\", \"decision\", \"decommission\", \"defective\", \"delay\", \"delegation\", \"delete\", \"delivery\", \"delivery_note\", \"dell\", \"dell_latitude\", \"deny\", \"deny_cp\", \"department\", \"depends\", \"describe_issue\", \"desk\", \"desktop\", \"detail\", \"detail\", \"device\", \"device\", \"device_vip\", \"dial\", \"dial_no\", \"disconnect\", \"disk_agent\", \"dispatch\", \"display\", \"display\", \"display\", \"distance\", \"distributor_tool\", \"dn\", \"dob\", \"dock_station\", \"document\", \"document_printing\", \"dom\", \"domba\", \"dost_outside\", \"download\", \"download\", \"drawer\", \"drive\", \"driver\", \"drunker\", \"due\", \"due\", \"dwight\", \"dynamic\", \"dz\", \"ea\", \"earthwork\", \"edit\", \"elocation_lisbon\", \"email\", \"email\", \"email\", \"email_address\", \"email_cell\", \"employee\", \"enable\", \"encode\", \"engineering_tool\", \"english\", \"enter\", \"enter\", \"equipment_reset\", \"erp\", \"erp\", \"error\", \"error\", \"error_message\", \"error_message\", \"es\", \"es_portal\", \"ethic\", \"ethic\", \"ethic\", \"ethic_conduct\", \"ethic_training\", \"etime\", \"eu_tool\", \"euro\", \"europe\", \"european\", \"eva\", \"even_after\", \"event\", \"event_id\", \"event_processing\", \"every_minute\", \"exon\", \"expense_report\", \"explicit_notification\", \"extension\", \"external\", \"fail\", \"fail_job\", \"failure\", \"fax\", \"fe\", \"fergus\", \"field\", \"file\", \"file\", \"file\", \"filler\", \"finance\", \"find\", \"find\", \"find\", \"fine\", \"fix\", \"fix\", \"fix\", \"flowchart_printer\", \"folder\", \"follow\", \"follow\", \"follow\", \"follow\", \"forgot\", \"form\", \"forward\", \"free\", \"frequent_account\", \"frequently\", \"fu\", \"full\", \"function\", \"futuro\", \"fy\", \"gad\", \"gd_company\", \"germany\", \"germany\", \"germany_steel\", \"get_authorize\", \"ghana\", \"give\", \"gl\", \"global\", \"global_telecomm\", \"gloria\", \"gpcd\", \"gr\", \"group\", \"group_acyl\", \"gsc_no\", \"gsc_review\", \"guemul\", \"guest\", \"guserid\", \"gustavus\", \"haircap\", \"handprint_apac\", \"hard_since\", \"hatty\", \"hdkf\", \"herp_pilm\", \"herp_sid\", \"high\", \"hirer\", \"home\", \"hosen\", \"host\", \"hostname\", \"hostname\", \"hostname_department\", \"hour\", \"housekeep\", \"hr\", \"hr\", \"hr_tool\", \"ht\", \"hub\", \"hump\", \"hying\", \"ibex\", \"ic_welcome\", \"id\", \"id\", \"idle\", \"immediately\", \"improvement\", \"incoming_protocol\", \"incorrect\", \"industrial\", \"infection_traffic\", \"info\", \"inform\", \"information\", \"information\", \"information\", \"information\", \"information_sherlock\", \"initialization\", \"initialize\", \"initially\", \"inket\", \"inkstand\", \"inside_asa\", \"inside_dost\", \"instal\", \"install\", \"install\", \"installation\", \"interaction_alert\", \"interaction_desktop\", \"internal\", \"internet\", \"internet_explorer\", \"invalidate\", \"iphone\", \"iphone\", \"ir\", \"issue\", \"issue\", \"issue\", \"issue\", \"issue_resolve\", \"item\", \"java\", \"job\", \"job_scheduler\", \"join\", \"jpg\", \"key\", \"kick\", \"kindly\", \"kindly\", \"kristi\", \"kuttar\", \"label\", \"lan\", \"language\", \"laptop\", \"lbw_obj\", \"let_know\", \"let_know\", \"license\", \"line\", \"line\", \"link\", \"load\", \"loader\", \"local\", \"local\", \"location\", \"location\", \"lock\", \"lockout\", \"log\", \"log\", \"log_into\", \"log_into\", \"log_into\", \"login\", \"logion\", \"logoff\", \"lose\", \"lp\", \"lynch\", \"machine\", \"machining\", \"madam\", \"mail\", \"mail_com\", \"mailbox\", \"maintenance\", \"make\", \"make\", \"make\", \"man\", \"map\", \"mason\", \"mat\", \"material\", \"mather\", \"matico\", \"meeting\", \"meeting\", \"mention\", \"message\", \"message_recreate\", \"michoacan\", \"min\", \"miri\", \"miss\", \"miss\", \"mit_gr\", \"mm\", \"mobile_phone\", \"model\", \"modify\", \"monitor\", \"mor\", \"mothlike\", \"mp\", \"muesli\", \"mysid\", \"neaf\", \"nester\", \"network\", \"network\", \"network_circuit\", \"network_outage\", \"new_joiner\", \"next_available\", \"nightmare\", \"nix\", \"no_additional\", \"no_longer\", \"no_remote\", \"no_verify\", \"none_priority\", \"normal\", \"note\", \"note\", \"notice_slow\", \"notification\", \"notify_phone\", \"number\", \"ob\", \"obj\", \"office\", \"office\", \"open\", \"open\", \"opening\", \"opening\", \"order\", \"outlook\", \"output\", \"outside_access\", \"packet\", \"page\", \"page_displayed\", \"paper\", \"para\", \"partially\", \"password\", \"password_management\", \"password_reset\", \"pastry\", \"patch\", \"pau\", \"pc\", \"pc\", \"pdf\", \"pe\", \"pennsylvania\", \"pent\", \"permission\", \"person\", \"pf\", \"phone\", \"phone_call\", \"pilm\", \"ping\", \"pl\", \"plant\", \"plant_plant\", \"plica\", \"pm\", \"pm\", \"po\", \"pol\", \"port\", \"port_destination\", \"portal\", \"positive\", \"power\", \"power_specify\", \"preparation\", \"prerequisite\", \"presentation\", \"pricing_condition\", \"print\", \"print_tc\", \"printer\", \"printing\", \"printing\", \"priority_ticket\", \"pro\", \"problem\", \"problem_assignment\", \"process\", \"production\", \"production\", \"production_order\", \"profile\", \"progress\", \"project\", \"project\", \"projector\", \"prompt\", \"protoplanet\", \"provide\", \"provide\", \"provide\", \"provide_access\", \"provider_maint\", \"provider_power\", \"psf\", \"publication\", \"purchasing\", \"put\", \"query\", \"quota\", \"quote\", \"ray\", \"reason\", \"rebeset\", \"reboot\", \"receive\", \"ref\", \"refer_attachment\", \"reg\", \"release\", \"relevant_exact\", \"remails\", \"remains\", \"remove\", \"remove\", \"repair\", \"replace\", \"replicate_support\", \"report\", \"request\", \"request\", \"requienia\", \"require\", \"reset\", \"reset_password\", \"reset_password\", \"resolve\", \"resolve_assign\", \"respective\", \"response_time\", \"rest\", \"restart\", \"restart\", \"restore\", \"result\", \"return\", \"review\", \"rosal\", \"run\", \"run\", \"sale\", \"sale\", \"sale\", \"sale\", \"sample\", \"save\", \"save\", \"schedule\", \"schedule_maintenance\", \"scheduler\", \"screen\", \"screen_shot\", \"sd_crm\", \"search\", \"search\", \"section\", \"security\", \"security\", \"see_attach\", \"select\", \"select\", \"send\", \"separately\", \"server\", \"server\", \"server_hostname\", \"service\", \"service\", \"set\", \"set\", \"setibo\", \"setting\", \"setting\", \"sh\", \"shake\", \"shako\", \"shift\", \"ship\", \"show\", \"sid\", \"sid\", \"sid_sid\", \"sid_sid\", \"side\", \"sign\", \"since_et\", \"since_last\", \"sinkhole_domain\", \"sire\", \"sit\", \"site\", \"site_backup\", \"site_contact\", \"site_primary\", \"size\", \"skype\", \"skype_meeting\", \"slid\", \"slow\", \"slow_va\", \"snapshot\", \"snip_tool\", \"software\", \"software\", \"soon_possible\", \"sound\", \"source_vip\", \"south_africa\", \"space_consume\", \"specific\", \"square\", \"srac_inside\", \"start\", \"status\", \"status\", \"step\", \"stock\", \"stock_transfer\", \"stop\", \"submittal\", \"substantial\", \"success\", \"supervisor\", \"supply_chain\", \"support\", \"suppose\", \"sw\", \"sync\", \"synched\", \"system\", \"system\", \"system\", \"tamlung\", \"tap\", \"tc\", \"telephony_software\", \"televiewer\", \"temperature\", \"ter\", \"terminate\", \"thesis\", \"ticket\", \"ticket\", \"ticket_site\", \"tige\", \"till\", \"time\", \"time\", \"time\", \"today\", \"today\", \"tool\", \"tool\", \"top_cert\", \"transaction\", \"transfer\", \"transport\", \"trial\", \"turn\", \"type\", \"type\", \"type_outage\", \"unable\", \"unable\", \"unable_connect\", \"unable_connect\", \"unable_login\", \"unable_login\", \"understand\", \"undo\", \"uninstalled\", \"unlock\", \"unlock_account\", \"update\", \"update\", \"upgrade\", \"uplink_company\", \"url\", \"usa\", \"usa\", \"usa\", \"usa_facility\", \"use_quick\", \"use_televiewer\", \"use_televiewer\", \"user\", \"user\", \"user_id\", \"vendor\", \"vendor\", \"vendor\", \"vendor_conc\", \"vendor_notify\", \"vendor_telecomm\", \"vendor_ticket\", \"venue\", \"verification\", \"verify\", \"version_telecomm\", \"vet\", \"vet\", \"vet\", \"vg\", \"video\", \"view\", \"vip\", \"vip\", \"vip_address\", \"visitable\", \"visitor_join\", \"vpn\", \"vpn\", \"warehouse_tool\", \"warehouse_toolman\", \"wg_dc\", \"wifi\", \"wifi\", \"window\", \"window\", \"window\", \"work\", \"work_backup\", \"work_fine\", \"workfellow\", \"wrong\", \"wrongful\", \"xd\", \"yhwh\", \"zarf\", \"zebra\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [5, 4, 10, 7, 1, 2, 8, 9, 6, 3]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el9881397700832744488298529036\", ldavis_el9881397700832744488298529036_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el9881397700832744488298529036\", ldavis_el9881397700832744488298529036_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el9881397700832744488298529036\", ldavis_el9881397700832744488298529036_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "4      0.016892 -0.129921       1        1  13.963409\n",
       "3     -0.201191  0.278357       2        1  10.807867\n",
       "9      0.039562 -0.113569       3        1  10.151719\n",
       "6     -0.143062 -0.031524       4        1   9.632013\n",
       "0      0.285208  0.113035       5        1   9.599210\n",
       "1     -0.053900 -0.206577       6        1   9.405150\n",
       "7     -0.201475  0.205950       7        1   9.340879\n",
       "8      0.322678  0.141564       8        1   9.061523\n",
       "5     -0.072568 -0.157211       9        1   9.047955\n",
       "2      0.007856 -0.100104      10        1   8.990276, topic_info=         Term         Freq        Total Category  logprob  loglift\n",
       "85        erp  1640.000000  1640.000000  Default  30.0000  30.0000\n",
       "22     access  1140.000000  1140.000000  Default  29.0000  29.0000\n",
       "10       user  1221.000000  1221.000000  Default  28.0000  28.0000\n",
       "78       work   945.000000   945.000000  Default  27.0000  27.0000\n",
       "121  password   822.000000   822.000000  Default  26.0000  26.0000\n",
       "..        ...          ...          ...      ...      ...      ...\n",
       "362       run   182.576122   200.648844  Topic10  -3.9241   2.3146\n",
       "181  log_into   100.363479   106.802936  Topic10  -4.5225   2.3468\n",
       "177     today   115.311233   138.532902  Topic10  -4.3836   2.2256\n",
       "20        log   219.945502   404.545457  Topic10  -3.7379   1.7996\n",
       "530      find    96.092688   122.927369  Topic10  -4.5660   2.1627\n",
       "\n",
       "[743 rows x 6 columns], token_table=      Topic      Freq          Term\n",
       "term                               \n",
       "5186     10  1.000094   abended_job\n",
       "243       8  0.994922    able_login\n",
       "22        7  0.999838        access\n",
       "3655      1  1.004173  access_group\n",
       "184       7  1.000756       account\n",
       "...     ...       ...           ...\n",
       "2579      3  0.925478      wrongful\n",
       "2778     10  1.053670            xd\n",
       "2627      4  0.861265          yhwh\n",
       "2385      2  0.949160          zarf\n",
       "2752      5  0.973262         zebra\n",
       "\n",
       "[823 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[5, 4, 10, 7, 1, 2, 8, 9, 6, 3])"
      ]
     },
     "execution_count": 165,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyLDAVis_lda_model = convertldaGenToldaMallet(model_LdaM_bi)\n",
    "\n",
    "import pyLDAvis.gensim\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(pyLDAVis_lda_model, corpus_bigram, dictionary=pyLDAVis_lda_model.id2word)\n",
    "pyLDAvis.save_html(vis, 'lda_Mallet_bi.html')\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "id": "vKpS5wFfojlf",
    "outputId": "7f4ec359-fa34-4d8e-d5f5-cb00b6f4a634"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.006s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.800s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 82.654953\n",
      "[t-SNE] KL divergence after 1000 iterations: 1.518306\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"7d430cc3-2bfa-46e4-8a34-b2606b55590e\" data-root-id=\"1425\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"8efb76a8-0db3-41d7-9076-504ce415b065\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1436\"}],\"center\":[{\"id\":\"1439\"},{\"id\":\"1443\"}],\"left\":[{\"id\":\"1440\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1461\"}],\"title\":{\"id\":\"1426\"},\"toolbar\":{\"id\":\"1451\"},\"x_range\":{\"id\":\"1428\"},\"x_scale\":{\"id\":\"1432\"},\"y_range\":{\"id\":\"1430\"},\"y_scale\":{\"id\":\"1434\"}},\"id\":\"1425\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1460\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1437\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1458\"}},\"id\":\"1462\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1450\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1448\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1498\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1436\"},\"ticker\":null},\"id\":\"1439\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1445\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1502\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1501\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1496\"},\"ticker\":{\"id\":\"1441\"}},\"id\":\"1440\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1447\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1496\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1449\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1432\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1430\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\"],\"line_color\":[\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#9467bd\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#9467bd\",\"#2ca02c\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#e377c2\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#e377c2\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#2ca02c\",\"#7f7f7f\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#8c564b\",\"#2ca02c\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#7f7f7f\",\"#2ca02c\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#2ca02c\",\"#17becf\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#2ca02c\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1502\"},\"selection_policy\":{\"id\":\"1501\"}},\"id\":\"1458\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"overlay\":{\"id\":\"1450\"}},\"id\":\"1446\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1441\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1434\",\"type\":\"LinearScale\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1444\"},{\"id\":\"1445\"},{\"id\":\"1446\"},{\"id\":\"1447\"},{\"id\":\"1448\"},{\"id\":\"1449\"}]},\"id\":\"1451\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"1498\"},\"ticker\":{\"id\":\"1437\"}},\"id\":\"1436\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1428\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"1440\"},\"dimension\":1,\"ticker\":null},\"id\":\"1443\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1444\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1458\"},\"glyph\":{\"id\":\"1459\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1460\"},\"selection_glyph\":null,\"view\":{\"id\":\"1462\"}},\"id\":\"1461\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1459\",\"type\":\"Scatter\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"1426\",\"type\":\"Title\"}],\"root_ids\":[\"1425\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"8efb76a8-0db3-41d7-9076-504ce415b065\",\"root_ids\":[\"1425\"],\"roots\":{\"1425\":\"7d430cc3-2bfa-46e4-8a34-b2606b55590e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1425"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# T_SNE Cluster for LDA Mallet Bigrams\n",
    "tsne_cluster_chart(model=model_LdaM_bi, corpus=corpus_bigram, num_topics=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kU6hmXBbogSu"
   },
   "source": [
    "------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fJfdqZIQpR9V"
   },
   "source": [
    "## LDA Mallet with Unigrams and TF-IDF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "3kywQkrVpR9V",
    "outputId": "d1ee1c52-2bc6-4d8a-b402-9845c802656c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 10  LDA Mallet Unigrams/TFIDF has Coherence Value of 0.4\n"
     ]
    }
   ],
   "source": [
    "num_topics = 10\n",
    "model_LdaM_tfidf = gensim.models.wrappers.LdaMallet(mallet_path, \n",
    "                                                 corpus=corpus_tfidf, \n",
    "                                                 num_topics=num_topics, \n",
    "                                                 id2word=id2word, \n",
    "                                                 random_seed=123,\n",
    "                                                 iterations=1000,\n",
    "                                                 )\n",
    "\n",
    "coherencemodel_cv_LdaM_tfidf = CoherenceModel(model=model_LdaM_tfidf, texts=texts, dictionary=id2word, coherence='c_v')\n",
    "print(\"Num Topics =\", num_topics, \" LDA Mallet Unigrams/TFIDF has Coherence Value of\", round(coherencemodel_cv_LdaM_tfidf.get_coherence(), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 506
    },
    "id": "f2muwLTcpR9X",
    "outputId": "46ae312e-f214-42c7-fb37-a5ee5e69cd23"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# WordCloud For LDA Mallet Bigram\n",
    "create_word_cloud(model_LdaM_tfidf, num_topics=10, topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 561
    },
    "id": "qGGY5LxzpR9Y",
    "outputId": "681fd3b3-8101-4f72-b4b6-c6f7dc813dd8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.044s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.792s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 85.395866\n",
      "[t-SNE] KL divergence after 1000 iterations: 0.295548\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"5a0f153f-cfb0-45f7-ae20-13da83a794ee\" data-root-id=\"1551\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"d35eec26-df2d-4977-85ff-c65253444dd6\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1562\"}],\"center\":[{\"id\":\"1565\"},{\"id\":\"1569\"}],\"left\":[{\"id\":\"1566\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"1587\"}],\"title\":{\"id\":\"1552\"},\"toolbar\":{\"id\":\"1577\"},\"x_range\":{\"id\":\"1554\"},\"x_scale\":{\"id\":\"1558\"},\"y_range\":{\"id\":\"1556\"},\"y_scale\":{\"id\":\"1560\"}},\"id\":\"1551\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"1566\"},\"dimension\":1,\"ticker\":null},\"id\":\"1569\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\"],\"line_color\":[\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"1636\"},\"selection_policy\":{\"id\":\"1635\"}},\"id\":\"1584\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1576\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"1576\"}},\"id\":\"1572\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1567\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1635\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1632\"},\"ticker\":{\"id\":\"1563\"}},\"id\":\"1562\",\"type\":\"LinearAxis\"},{\"attributes\":{\"formatter\":{\"id\":\"1630\"},\"ticker\":{\"id\":\"1567\"}},\"id\":\"1566\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1573\",\"type\":\"SaveTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1570\"},{\"id\":\"1571\"},{\"id\":\"1572\"},{\"id\":\"1573\"},{\"id\":\"1574\"},{\"id\":\"1575\"}]},\"id\":\"1577\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1575\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1560\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1562\"},\"ticker\":null},\"id\":\"1565\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1584\"}},\"id\":\"1588\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1554\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1586\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1630\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1556\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1574\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1563\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"1552\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1570\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1632\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1636\",\"type\":\"Selection\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1585\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"1584\"},\"glyph\":{\"id\":\"1585\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1586\"},\"selection_glyph\":null,\"view\":{\"id\":\"1588\"}},\"id\":\"1587\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1571\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1558\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1551\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"d35eec26-df2d-4977-85ff-c65253444dd6\",\"root_ids\":[\"1551\"],\"roots\":{\"1551\":\"5a0f153f-cfb0-45f7-ae20-13da83a794ee\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1551"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# T_SNE Cluster for LDA Mallet Unigrams/TFIDF\n",
    "tsne_cluster_chart(model=model_LdaM_tfidf, corpus=corpus_tfidf, num_topics=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ro19UVnP8VFV"
   },
   "source": [
    "## Finding the Optimal count of Topics based on coherence score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "GCs0fRYn81pz"
   },
   "outputs": [],
   "source": [
    "#Find the best coherence value with LDAMallet.\n",
    "def compute_coherence_values_LdaM(dictionary, corpus, texts, start=2, limit=40, step=2):\n",
    "    coherence_cv_values = []\n",
    "    model_list = []\n",
    "    \n",
    "    for num_topics in range(start, limit, step):\n",
    "        model_LdaM = gensim.models.wrappers.LdaMallet(mallet_path, \n",
    "                                                 corpus=corpus, \n",
    "                                                 num_topics=num_topics, \n",
    "                                                 id2word=dictionary, \n",
    "                                                 random_seed=123,\n",
    "                                                 alpha=0.1,\n",
    "                                                 optimize_interval=10,\n",
    "                                                 #,topic_threshold=0.20\n",
    "                                                 )\n",
    "        \n",
    "        model_list.append(model_LdaM)\n",
    "\n",
    "        # With C_V coherence value\n",
    "        coherencemodel_cv_LdaM = CoherenceModel(model=model_LdaM, texts=texts, dictionary=dictionary, coherence='c_v')\n",
    "        coherence_cv_values.append(coherencemodel_cv_LdaM.get_coherence())\n",
    "\n",
    "    return model_list, coherence_cv_values\n",
    "\n",
    "# Plot graph\n",
    "def plot_coherence_graph(coherence_values, start=2, limit=40, step=2):\n",
    "  x = range(start, limit, step)\n",
    "  \n",
    "  fig = plt.figure(figsize=(10,4))\n",
    "  ax = fig.add_subplot(111)\n",
    "  plt.plot(x, coherence_values)\n",
    "  for xy in zip(x, coherence_values):\n",
    "        ax.annotate('(Topic count:%s,  cv:%0.2f)' % xy, xy=xy, textcoords='data')\n",
    "  plt.xlabel(\"Num Topics\")\n",
    "  plt.ylabel(\"Coherence score\")\n",
    "  plt.legend((\"coherence_values\"), loc='best')\n",
    "  plt.show()\n",
    "\n",
    "# Listing the Coherence score against Topic count\n",
    "def print_cv_values(coherence_values, start, limit, step):\n",
    "  x = range(start, limit, step)\n",
    "  for m, cv in zip(x, coherence_values):\n",
    "    print(\"Num Topics =\", m, \" has Coherence Value of\", round(cv, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "E8PXREx99YQR",
    "outputId": "383dd2cc-c972-42eb-82f6-4b8d0a721167"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10.7 s, sys: 1.13 s, total: 11.8 s\n",
      "Wall time: 4min 22s\n"
     ]
    }
   ],
   "source": [
    "# Running experiments\n",
    "import random\n",
    "random_seed=123\n",
    "%time model_list_LdaM, coherence_values_LdaM = compute_coherence_values_LdaM(dictionary=id2word, corpus=corpus, texts=texts, start=6, limit=20, step=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "id": "Rc2gDBj3-Nvh",
    "outputId": "2b5159fd-351e-45a7-8d55-be9f49b66be4"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Num Topics = 6  has Coherence Value of 0.59\n",
      "Num Topics = 8  has Coherence Value of 0.55\n",
      "Num Topics = 10  has Coherence Value of 0.53\n",
      "Num Topics = 12  has Coherence Value of 0.58\n",
      "Num Topics = 14  has Coherence Value of 0.53\n",
      "Num Topics = 16  has Coherence Value of 0.5\n",
      "Num Topics = 18  has Coherence Value of 0.54\n"
     ]
    }
   ],
   "source": [
    "plot_coherence_graph(coherence_values_LdaM, start=6, limit=20, step=2)\n",
    "print_cv_values(coherence_values_LdaM, start=6, limit=20, step=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "oRSVg07d_tt8",
    "outputId": "2181a876-f721-4181-e6b4-5406cc27a1ef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n"
     ]
    }
   ],
   "source": [
    "# Initialize numberof topics to model with best coherence score\n",
    "\n",
    "num = 10\n",
    "num_array = int((num/2)-3)\n",
    "\n",
    "# LDAM and unigram words\n",
    "optimal_model_LdaM = model_list_LdaM[num_array]\n",
    "model_topics_LdaM = optimal_model_LdaM.show_topics(formatted=False)\n",
    "print(len(model_topics_LdaM))\n",
    "#print(optimal_model_LdaM.print_topics(num_words=10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "WmmWadeY_-6X"
   },
   "outputs": [],
   "source": [
    "def format_topics_sentences(model, corpus=corpus, texts=texts):\n",
    "    # Init output\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    # Get main topic in each document\n",
    "    for i, row in enumerate(model[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        # Get the Dominant topic, Perc Contribution and Keywords for each document\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = model.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    # Add original text to the end of the output\n",
    "    contents = pd.Series(texts)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    return(sent_topics_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "id": "X2ZkWJfnIREi",
    "outputId": "60d62745-6e9e-4ad8-feae-821809ec3ace"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Terms per Topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Topic1</th>\n",
       "      <td>tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic2</th>\n",
       "      <td>hostname, server, access, erp, drive, space, slow, time, folder, tool</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic3</th>\n",
       "      <td>event, inside, id, cp, vip, asa, host, deny, source, device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic4</th>\n",
       "      <td>work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic5</th>\n",
       "      <td>printer, print, erp, problem, printing, document, ticket, driver, error, system</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic6</th>\n",
       "      <td>job, company, scheduler, fail, usa, hostname, access, sw, interface, switch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic7</th>\n",
       "      <td>circuit, site, power, telecomm, vendor, backup, outage, network, company, maintenance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic8</th>\n",
       "      <td>password, reset, erp, tool, account, change, lock, user, management, message</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic9</th>\n",
       "      <td>order, plant, erp, error, tool, create, delivery, issue, warehouse, customer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Topic10</th>\n",
       "      <td>user, sid, erp, issue, account, access, login, system, id, error</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                               Terms per Topic\n",
       "Topic1      tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration\n",
       "Topic2                   hostname, server, access, erp, drive, space, slow, time, folder, tool\n",
       "Topic3                             event, inside, id, cp, vip, asa, host, deny, source, device\n",
       "Topic4                      work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call\n",
       "Topic5         printer, print, erp, problem, printing, document, ticket, driver, error, system\n",
       "Topic6             job, company, scheduler, fail, usa, hostname, access, sw, interface, switch\n",
       "Topic7   circuit, site, power, telecomm, vendor, backup, outage, network, company, maintenance\n",
       "Topic8            password, reset, erp, tool, account, change, lock, user, management, message\n",
       "Topic9            order, plant, erp, error, tool, create, delivery, issue, warehouse, customer\n",
       "Topic10                       user, sid, erp, issue, account, access, login, system, id, error"
      ]
     },
     "execution_count": 243,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# selecting Top 10 keywords\n",
    "topics = [[(term, round(wt, 3)) for term, wt in optimal_model_LdaM.show_topic(n, topn=10)] for n in range(0, optimal_model_LdaM.num_topics)]\n",
    "\n",
    "# set column width\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "topics_df = pd.DataFrame([', '.join([term for term, wt in topic]) for topic in topics], columns = ['Terms per Topic'], index=['Topic'+str(t) for t in range(1, optimal_model_LdaM.num_topics+1)] )\n",
    "topics_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "id": "6lNF9GwJZco7",
    "outputId": "8a531700-9c63-4149-9fef-82655a9d6aed"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Doc_Count</th>\n",
       "      <th>Total_Docs_Perc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1628</td>\n",
       "      <td>25.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>570</td>\n",
       "      <td>8.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>65</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1402</td>\n",
       "      <td>21.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>340</td>\n",
       "      <td>5.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>321</td>\n",
       "      <td>4.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>151</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>825</td>\n",
       "      <td>12.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>701</td>\n",
       "      <td>10.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>471</td>\n",
       "      <td>7.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Dominant Topic  Doc_Count  Total_Docs_Perc\n",
       "0               1       1628            25.15\n",
       "1               2        570             8.80\n",
       "2               3         65             1.00\n",
       "3               4       1402            21.66\n",
       "4               5        340             5.25\n",
       "5               6        321             4.96\n",
       "6               7        151             2.33\n",
       "7               8        825            12.74\n",
       "8               9        701            10.83\n",
       "9              10        471             7.28"
      ]
     },
     "execution_count": 302,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting Most Dominant topics in each document from the corpus\n",
    "tm_results = optimal_model_LdaM[corpus]\n",
    "tm_results\n",
    "\n",
    "corpus_topics = [sorted(topics, key=lambda record: -record[1])[0] for topics in tm_results]\n",
    "\n",
    "# create a dataframe\n",
    "corpus_topic_df = pd.DataFrame()\n",
    "\n",
    "# get the Incident description from the original dataframe\n",
    "corpus_topic_df['Original_Description'] = df.Clean_Description\n",
    "corpus_topic_df['Dominant Topic'] = [item[0]+1 for item in corpus_topics]\n",
    "corpus_topic_df['Contribution %'] = [round(item[1]*100, 2) for item in corpus_topics]\n",
    "corpus_topic_df['Topic Terms'] = [topics_df.iloc[t[0]]['Terms per Topic'] for t in corpus_topics]\n",
    "\n",
    "\n",
    "\n",
    "dominant_topic_df = corpus_topic_df.groupby('Dominant Topic').agg(\n",
    "                                  Doc_Count = ('Dominant Topic', np.size),\n",
    "                                  Total_Docs_Perc = ('Dominant Topic', np.size)).reset_index()\n",
    "\n",
    "dominant_topic_df['Total_Docs_Perc'] = dominant_topic_df['Total_Docs_Perc'].apply(lambda row: round((row*100) / len(corpus), 2))\n",
    "\n",
    "dominant_topic_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 240
    },
    "id": "FoTxtFuz9I62",
    "outputId": "838e5771-0729-42b7-ce4a-d1ecd77d2c7f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Original_Description</th>\n",
       "      <th>Dominant Topic</th>\n",
       "      <th>Contribution %</th>\n",
       "      <th>Topic Terms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>verified user details employee name checked user name ad reset password advised user login check caller confirmed able login issue resolved login issue</td>\n",
       "      <td>10</td>\n",
       "      <td>94.87</td>\n",
       "      <td>user, sid, erp, issue, account, access, login, system, id, error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>meetings skype meetings appearing outlook calendar somebody advise correct outlook</td>\n",
       "      <td>4</td>\n",
       "      <td>93.43</td>\n",
       "      <td>work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>cannot log vpn log vpn</td>\n",
       "      <td>4</td>\n",
       "      <td>69.88</td>\n",
       "      <td>work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>unable access hr tool page</td>\n",
       "      <td>1</td>\n",
       "      <td>94.24</td>\n",
       "      <td>tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>skype error</td>\n",
       "      <td>4</td>\n",
       "      <td>58.75</td>\n",
       "      <td>work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                      Original_Description  ...                                                                         Topic Terms\n",
       "0  verified user details employee name checked user name ad reset password advised user login check caller confirmed able login issue resolved login issue  ...                    user, sid, erp, issue, account, access, login, system, id, error\n",
       "1                                                                       meetings skype meetings appearing outlook calendar somebody advise correct outlook  ...                  work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call\n",
       "2                                                                                                                                   cannot log vpn log vpn  ...                  work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call\n",
       "3                                                                                                                               unable access hr tool page  ...  tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration\n",
       "4                                                                                                                                              skype error  ...                  work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call\n",
       "\n",
       "[5 rows x 4 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus_topic_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "dpU3ufGSAFw5"
   },
   "outputs": [],
   "source": [
    "def plot_word_cloud_cluster_topics(model, num_topics, corpus, texts):\n",
    "  \n",
    "  create_word_cloud(model=model, num_topics=num_topics, topn=10)\n",
    "  df_topic_sents_keywords = format_topics_sentences(model=model, corpus=corpus, texts=texts)\n",
    "  # Format\n",
    "  df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "  df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']\n",
    "\n",
    "  # Show\n",
    "  from tabulate import tabulate\n",
    "  print(\"\\n\",tabulate(df_dominant_topic.head(10), headers='keys', tablefmt='psql'))\n",
    "\n",
    "  #plot the cluster\n",
    "  tsne_cluster_chart(model=model, corpus=corpus, num_topics=num_topics)\n",
    "\n",
    "  #plot pyLDAvis\n",
    "  pyLDAVis_lda_model = convertldaGenToldaMallet(optimal_model_LdaM)\n",
    "\n",
    "  pyLDAvis.enable_notebook()\n",
    "  vis = pyLDAvis.gensim.prepare(pyLDAVis_lda_model, corpus, dictionary=pyLDAVis_lda_model.id2word)\n",
    "  pyLDAvis.display(vis)\n",
    "  pyLDAvis.save_html(vis, 'lda_Mallet_optimal_10.html')\n",
    "  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "ZnYSl1urATOV",
    "outputId": "bedc2667-c334-4e2f-9bdf-993b50b349a1"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " +----+---------------+------------------+----------------------+------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "|    |   Document_No |   Dominant_Topic |   Topic_Perc_Contrib | Keywords                                                                           | Text                                                                                                                                                                                                                   |\n",
      "|----+---------------+------------------+----------------------+------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n",
      "|  0 |             0 |                9 |               0.9487 | user, sid, erp, issue, account, access, login, system, id, error                   | ['verify', 'user', 'detail', 'employee', 'name', 'checked', 'user', 'name', 'ad', 'reset', 'password', 'advise', 'user', 'login', 'check', 'caller', 'confirm', 'able', 'login', 'issue', 'resolve', 'login', 'issue'] |\n",
      "|  1 |             1 |                3 |               0.9343 | work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call                 | ['meeting', 'skype', 'meeting', 'appear', 'outlook', 'calendar', 'somebody', 'advise', 'correct', 'outlook']                                                                                                           |\n",
      "|  2 |             2 |                3 |               0.6988 | work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call                 | ['can', 'not', 'log', 'vpn', 'log', 'vpn']                                                                                                                                                                             |\n",
      "|  3 |             3 |                0 |               0.9424 | tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration | ['unable', 'access', 'hr', 'tool', 'page']                                                                                                                                                                             |\n",
      "|  4 |             4 |                3 |               0.5875 | work, skype, connect, vpn, pc, laptop, issue, outlook, phone, call                 | ['skype', 'error']                                                                                                                                                                                                     |\n",
      "|  5 |             5 |                0 |               0.5938 | tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration | ['unable', 'log', 'engineering', 'tool', 'skype']                                                                                                                                                                      |\n",
      "|  6 |             6 |                1 |               0.435  | hostname, server, access, erp, drive, space, slow, time, folder, tool              | ['event', 'critical', 'hostname', 'value', 'outpoint', 'threshold', 'oracle', 'sid', 'data', 'event', 'critical', 'hostname', 'value', 'outpoint', 'threshold', 'oracle', 'sid']                                       |\n",
      "|  7 |             7 |                9 |               0.9061 | user, sid, erp, issue, account, access, login, system, id, error                   | ['ticket', 'employment', 'status', 'new', 'non', 'employee', 'enter', 'user', 'name']                                                                                                                                  |\n",
      "|  8 |             8 |                0 |               0.7533 | tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration | ['unable', 'disable', 'add', 'in', 'outlook']                                                                                                                                                                          |\n",
      "|  9 |             9 |                0 |               0.5837 | tool, access, unable, error, outlook, engineering, crm, issue, open, collaboration | ['ticket', 'update', 'inplant']                                                                                                                                                                                        |\n",
      "+----+---------------+------------------+----------------------+------------------------------------------------------------------------------------+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
      "number of topics:  10\n",
      "arr\n",
      "[t-SNE] Computing 91 nearest neighbors...\n",
      "[t-SNE] Indexed 6474 samples in 0.006s...\n",
      "[t-SNE] Computed neighbors for 6474 samples in 0.570s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6000 / 6474\n",
      "[t-SNE] Computed conditional probabilities for sample 6474 / 6474\n",
      "[t-SNE] Mean sigma: 0.000000\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 65.805084\n",
      "[t-SNE] KL divergence after 1000 iterations: 0.794165\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"719b8c8c-71aa-46d1-b24b-927533f80c8d\" data-root-id=\"2301\"></div>\n"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7db08006-5747-4f0d-999a-737c7c95324a\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"2312\"}],\"center\":[{\"id\":\"2315\"},{\"id\":\"2319\"}],\"left\":[{\"id\":\"2316\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"2337\"}],\"title\":{\"id\":\"2302\"},\"toolbar\":{\"id\":\"2327\"},\"x_range\":{\"id\":\"2304\"},\"x_scale\":{\"id\":\"2308\"},\"y_range\":{\"id\":\"2306\"},\"y_scale\":{\"id\":\"2310\"}},\"id\":\"2301\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2306\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis\":{\"id\":\"2316\"},\"dimension\":1,\"ticker\":null},\"id\":\"2319\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2325\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2335\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"2312\"},\"ticker\":null},\"id\":\"2315\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2321\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"2334\"}},\"id\":\"2338\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2313\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"fill_color\":[\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\"],\"line_color\":[\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#e377c2\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#2ca02c\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#e377c2\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#2ca02c\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#2ca02c\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#2ca02c\",\"#8c564b\",\"#bcbd22\",\"#2ca02c\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#2ca02c\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#9467bd\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#2ca02c\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#e377c2\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#ff7f0e\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#2ca02c\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#e377c2\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#e377c2\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#e377c2\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#e377c2\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#e377c2\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#17becf\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#2ca02c\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#2ca02c\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#d62728\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#e377c2\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#2ca02c\",\"#ff7f0e\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#9467bd\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#9467bd\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#9467bd\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#2ca02c\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#1f77b4\",\"#2ca02c\",\"#1f77b4\",\"#9467bd\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#2ca02c\",\"#9467bd\",\"#2ca02c\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#2ca02c\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#8c564b\",\"#17becf\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#8c564b\",\"#e377c2\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#ff7f0e\",\"#17becf\",\"#9467bd\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#8c564b\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#2ca02c\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#e377c2\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#2ca02c\",\"#9467bd\",\"#d62728\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#17becf\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#e377c2\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#e377c2\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#bcbd22\",\"#8c564b\",\"#d62728\",\"#17becf\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#9467bd\",\"#9467bd\",\"#ff7f0e\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#d62728\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#2ca02c\",\"#17becf\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#e377c2\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#e377c2\",\"#bcbd22\",\"#bcbd22\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#ff7f0e\",\"#17becf\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#e377c2\",\"#e377c2\",\"#1f77b4\",\"#e377c2\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#bcbd22\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#d62728\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#bcbd22\",\"#bcbd22\",\"#ff7f0e\",\"#bcbd22\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#e377c2\",\"#d62728\",\"#d62728\",\"#e377c2\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#2ca02c\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#17becf\",\"#bcbd22\",\"#8c564b\",\"#17becf\",\"#7f7f7f\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#17becf\",\"#9467bd\",\"#1f77b4\",\"#bcbd22\",\"#bcbd22\",\"#1f77b4\",\"#17becf\",\"#7f7f7f\",\"#8c564b\",\"#8c564b\",\"#e377c2\",\"#1f77b4\",\"#9467bd\",\"#2ca02c\",\"#2ca02c\",\"#8c564b\",\"#9467bd\",\"#2ca02c\",\"#d62728\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#2ca02c\",\"#2ca02c\",\"#d62728\",\"#bcbd22\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#9467bd\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#ff7f0e\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#17becf\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#9467bd\",\"#d62728\",\"#d62728\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#1f77b4\",\"#9467bd\",\"#e377c2\",\"#bcbd22\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#17becf\",\"#8c564b\",\"#d62728\",\"#ff7f0e\",\"#8c564b\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#9467bd\",\"#bcbd22\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#17becf\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#e377c2\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#9467bd\",\"#9467bd\",\"#7f7f7f\",\"#7f7f7f\",\"#d62728\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#17becf\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#17becf\",\"#bcbd22\",\"#ff7f0e\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#bcbd22\",\"#9467bd\",\"#7f7f7f\",\"#bcbd22\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#ff7f0e\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#7f7f7f\",\"#e377c2\",\"#e377c2\",\"#9467bd\",\"#8c564b\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#d62728\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#8c564b\",\"#bcbd22\",\"#8c564b\",\"#ff7f0e\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#bcbd22\",\"#8c564b\",\"#e377c2\",\"#8c564b\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#9467bd\",\"#1f77b4\",\"#7f7f7f\",\"#8c564b\",\"#1f77b4\",\"#8c564b\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#d62728\",\"#17becf\",\"#17becf\",\"#1f77b4\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#bcbd22\",\"#ff7f0e\",\"#ff7f0e\",\"#ff7f0e\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#9467bd\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#8c564b\",\"#7f7f7f\",\"#7f7f7f\",\"#17becf\",\"#ff7f0e\",\"#1f77b4\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#9467bd\",\"#8c564b\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#7f7f7f\",\"#1f77b4\",\"#ff7f0e\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#1f77b4\",\"#7f7f7f\",\"#ff7f0e\",\"#17becf\",\"#8c564b\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#bcbd22\",\"#9467bd\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#7f7f7f\",\"#7f7f7f\",\"#bcbd22\",\"#17becf\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\",\"#d62728\",\"#bcbd22\",\"#ff7f0e\",\"#7f7f7f\",\"#17becf\",\"#d62728\",\"#d62728\",\"#1f77b4\",\"#bcbd22\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#1f77b4\",\"#1f77b4\",\"#7f7f7f\",\"#1f77b4\",\"#1f77b4\",\"#d62728\",\"#bcbd22\",\"#1f77b4\",\"#8c564b\",\"#bcbd22\",\"#17becf\",\"#17becf\",\"#d62728\",\"#7f7f7f\",\"#1f77b4\",\"#d62728\",\"#1f77b4\",\"#17becf\",\"#d62728\",\"#1f77b4\",\"#d62728\",\"#7f7f7f\",\"#d62728\",\"#bcbd22\"],\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6474]}},\"selected\":{\"id\":\"2426\"},\"selection_policy\":{\"id\":\"2425\"}},\"id\":\"2334\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2426\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2317\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2420\"},\"ticker\":{\"id\":\"2317\"}},\"id\":\"2316\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2310\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2323\",\"type\":\"SaveTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2334\"},\"glyph\":{\"id\":\"2335\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2336\"},\"selection_glyph\":null,\"view\":{\"id\":\"2338\"}},\"id\":\"2337\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2420\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2425\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"t-SNE Clustering of 10 Topics\"},\"id\":\"2302\",\"type\":\"Title\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2326\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2320\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2422\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2308\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2304\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2320\"},{\"id\":\"2321\"},{\"id\":\"2322\"},{\"id\":\"2323\"},{\"id\":\"2324\"},{\"id\":\"2325\"}]},\"id\":\"2327\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"2324\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2336\",\"type\":\"Scatter\"},{\"attributes\":{\"overlay\":{\"id\":\"2326\"}},\"id\":\"2322\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"2422\"},\"ticker\":{\"id\":\"2313\"}},\"id\":\"2312\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"2301\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
       "  var render_items = [{\"docid\":\"7db08006-5747-4f0d-999a-737c7c95324a\",\"root_ids\":[\"2301\"],\"roots\":{\"2301\":\"719b8c8c-71aa-46d1-b24b-927533f80c8d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2301"
      },
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot and display main topics for LdaM with unigram \n",
    "plot_word_cloud_cluster_topics(model=optimal_model_LdaM, num_topics=num, corpus=corpus,texts=texts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "o6mxCIINUArF"
   },
   "source": [
    "## VERIFY TEXT CLASSIFICATION USING SUPERVISED LEARNING ON 10 TOPICS OUTPUT GENERATED FROM TOPIC MODELLING"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "lbReizLXL-Mb"
   },
   "outputs": [],
   "source": [
    "df_dom_topic_keywords = format_topics_sentences(model=optimal_model_LdaM, corpus=corpus, texts=texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "xeBigLNSNeCZ"
   },
   "outputs": [],
   "source": [
    "df_dom_topic = df_dom_topic_keywords.reset_index()\n",
    "df_dom_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "js9uK9pkNmKO",
    "outputId": "58aa1439-91bf-415d-801b-2ed97666b4e9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Document_No           0\n",
       "Dominant_Topic        0\n",
       "Topic_Perc_Contrib    0\n",
       "Keywords              0\n",
       "Text                  0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 182,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dom_topic.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "5eW0L9-6Np12"
   },
   "outputs": [],
   "source": [
    "df_dom_topic.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ExY2NmBsN5Zp"
   },
   "outputs": [],
   "source": [
    "df_dom_topic['text_string'] = df_dom_topic.Text.apply(lambda x: ', '.join([str(i) for i in x]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "6EI--m3VN8rH"
   },
   "outputs": [],
   "source": [
    "# Featre Engineering\n",
    "df_dom_topic[\"Combined\"] = df_dom_topic[\"Keywords\"] + \" \" + df_dom_topic[\"text_string\"].astype(str)\n",
    "\n",
    "# Without Featre Engineering\n",
    "df_dom_topic[\"lem_text_string\"] = df_dom_topic[\"text_string\"].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 293
    },
    "id": "jgzidzONaRbE",
    "outputId": "58bf1a6b-e7f7-4754-cda9-762e68c0e641"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dominant_Topic</th>\n",
       "      <th>Combined</th>\n",
       "      <th>lem_text_string</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>password sid erp user reset account job tool login lock verify user detail employee name checked user name ad reset password advise user login check caller confirm able login issue resolve login issue</td>\n",
       "      <td>verify user detail employee name checked user name ad reset password advise user login check caller confirm able login issue resolve login issue</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.0</td>\n",
       "      <td>outlook crm email issue software phone mail user update unable meeting skype meeting appear outlook calendar somebody advise correct outlook</td>\n",
       "      <td>meeting skype meeting appear outlook calendar somebody advise correct outlook</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.0</td>\n",
       "      <td>work tool connect issue unable vpn skype engineering computer internet can not log vpn log vpn</td>\n",
       "      <td>can not log vpn log vpn</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9.0</td>\n",
       "      <td>work tool connect issue unable vpn skype engineering computer internet unable access hr tool page</td>\n",
       "      <td>unable access hr tool page</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9.0</td>\n",
       "      <td>work tool connect issue unable vpn skype engineering computer internet skype error</td>\n",
       "      <td>skype error</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Dominant_Topic  ... Target\n",
       "0             5.0  ...      5\n",
       "1             7.0  ...      7\n",
       "2             9.0  ...      9\n",
       "3             9.0  ...      9\n",
       "4             9.0  ...      9\n",
       "\n",
       "[5 rows x 4 columns]"
      ]
     },
     "execution_count": 170,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_dom_topic.drop(['Document_No', 'Topic_Perc_Contrib', 'Keywords', 'Text', 'text_string'], axis=1, inplace=True)\n",
    "df_dom_topic['lem_text_string']=df_dom_topic['lem_text_string'].str.replace(',','')\n",
    "df_dom_topic['Combined']=df_dom_topic['Combined'].str.replace(',','')\n",
    "df_dom_topic['Target'] = df_dom_topic['Dominant_Topic'].astype('category').cat.codes\n",
    "df_dom_topic.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "6f6Ho1C7aYZy",
    "outputId": "4de1a939-2c2a-45e6-c46e-16705abbe934"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of the training set: (5179,) (1295,)\n",
      "Shape of the test set: (5179,) (1295,)\n"
     ]
    }
   ],
   "source": [
    "x = df_dom_topic['lem_text_string']\n",
    "x_combined=df_dom_topic['Combined']\n",
    "y=df_dom_topic['Target']\n",
    "\n",
    "x_train_opt, x_test_opt, y_train_opt, y_test_opt = train_test_split(x,y,test_size=0.20,random_state=42)\n",
    "x_comb_train, x_comb_test, y_train, y_test = train_test_split(x_combined,y,test_size=0.20,random_state=42)\n",
    "print('Shape of the training set:', x_train.shape, x_test.shape)\n",
    "print('Shape of the test set:', y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "J2LCvsEMadnd",
    "outputId": "95cce1f7-db5b-4799-cf3a-7e0cf58f37d9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4 µs, sys: 0 ns, total: 4 µs\n",
      "Wall time: 8.34 µs\n",
      "\n",
      "converted the input data into vector form\n",
      "\n",
      "x_train : (5179, 5122), y_train : (5179,), x_test : (1295, 5122), y_test : (1295,)\n",
      "\n",
      "Stochastic Gradient Descent Classifier executed\n",
      "\n",
      "Multinomial Naive Bayes Classifier executed\n",
      "\n",
      "Random Forest Classifier executed\n",
      "\n",
      "Linear SVC executed\n",
      "\n",
      "RBF SVC executed\n",
      "\n",
      "KNN classifier executed\n",
      "\n",
      "XGBoost Classifier executed\n",
      "\n",
      "Training accuracy, Test Accuracy, F1 score, Cohen Kappa score, Cross_Val_F1 score for the model\n",
      "\n",
      "        Model  Train_Acc  Test_Acc  F1_Score  Cohen_Kappa  CV_F1\n",
      "0     SGD_Clf       0.99      0.87      0.87         0.84   0.83\n",
      "1     MNB_Clf       0.86      0.78      0.79         0.74   0.76\n",
      "2     RFC_Clf       1.00      0.76      0.76         0.72   0.76\n",
      "3  linear_SVC       0.99      0.86      0.86         0.84   0.84\n",
      "4     RBF_SVC       0.98      0.84      0.84         0.81   0.82\n",
      "5         KNN       1.00      0.75      0.75         0.70   0.74\n",
      "6     XGB_Clf       0.82      0.74      0.74         0.69   0.74\n"
     ]
    }
   ],
   "source": [
    "%time\n",
    "tfidf_vectorizer = TfidfVectorizer()\n",
    "run_supervised_ml_models(tfidf_vectorizer, x_train_opt, y_train_opt, x_test_opt, y_test_opt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WWg6-O5eat4k",
    "outputId": "d0e5f0e7-dc43-4ce3-ba6b-8379c4f3d048"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 0 ns, sys: 5 µs, total: 5 µs\n",
      "Wall time: 11 µs\n",
      "\n",
      "converted the input data into vector form\n",
      "\n",
      "x_train : (5179, 5122), y_train : (5179,), x_test : (1295, 5122), y_test : (1295,)\n",
      "\n",
      "Stochastic Gradient Descent Classifier executed\n",
      "\n",
      "Multinomial Naive Bayes Classifier executed\n",
      "\n",
      "Random Forest Classifier executed\n",
      "\n",
      "Linear SVC executed\n",
      "\n",
      "RBF SVC executed\n",
      "\n",
      "KNN classifier executed\n",
      "\n",
      "XGBoost Classifier executed\n",
      "\n",
      "Training accuracy, Test Accuracy, F1 score, Cohen Kappa score, Cross_Val_F1 score for the model\n",
      "\n",
      "        Model  Train_Acc  Test_Acc  F1_Score  Cohen_Kappa  CV_F1\n",
      "0     SGD_Clf        1.0      1.00      1.00         1.00   1.00\n",
      "1     MNB_Clf        1.0      1.00      1.00         1.00   0.99\n",
      "2     RFC_Clf        1.0      1.00      1.00         1.00   1.00\n",
      "3  linear_SVC        1.0      1.00      1.00         1.00   1.00\n",
      "4     RBF_SVC        1.0      1.00      1.00         1.00   1.00\n",
      "5         KNN        1.0      0.98      0.98         0.98   0.99\n",
      "6     XGB_Clf        1.0      1.00      1.00         1.00   1.00\n"
     ]
    }
   ],
   "source": [
    "%time\n",
    "tfidf_vectorizer = TfidfVectorizer()\n",
    "run_supervised_ml_models(tfidf_vectorizer, x_comb_train, y_train, x_comb_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "r-mL153MSNRV"
   },
   "outputs": [],
   "source": [
    "def svc_model_tuning(x_train, y_train, x_test, y_test):\n",
    "  tfidf_vectorizer = TfidfVectorizer()\n",
    "  x_train = tfidf_vectorizer.fit_transform(x_train)\n",
    "  x_test = tfidf_vectorizer.transform(x_test)\n",
    "  print(\"\\nconverted the input data into vector form\\n\") \n",
    "\n",
    "  svc = SVC(random_state=13)\n",
    "  random_grid = {'C': [0.1, 1, 10, 100],  \n",
    "              'gamma': [0.1, 0.01, 0.001, 0.0001], \n",
    "              'kernel': ['rbf', 'linear'],\n",
    "              'class_weight' : ['balanced', None]}\n",
    "  \n",
    "  cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=3, random_state=13)\n",
    "\n",
    "  scorer = metrics.make_scorer(metrics.accuracy_score)\n",
    "  rf_random = RandomizedSearchCV(estimator = svc, param_distributions=random_grid, scoring=scorer, cv=cv, verbose=1, random_state=13, n_jobs=-1)\n",
    "    \n",
    "  rf_random.fit(x_train,y_train)\n",
    "  print(\"\\SVC result with shape of data : \", x_train.shape, y_train.shape)\n",
    "  print(\"Results with RandomizedSearchCV\")\n",
    "  print(rf_random.best_estimator_.get_params())\n",
    "  print(\"\\ntrain score\",rf_random.best_estimator_.score(x_test, y_test)) \n",
    "  print(\"\\ntest score\",rf_random.best_estimator_.score(x_train, y_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Lcc9nK60NuZO"
   },
   "outputs": [],
   "source": [
    "def sgd_model_tuning(x_train, y_train, x_test, y_test):\n",
    "  tfidf_vectorizer = TfidfVectorizer()\n",
    "  x_train = tfidf_vectorizer.fit_transform(x_train)\n",
    "  x_test = tfidf_vectorizer.transform(x_test)\n",
    "  print(\"\\nconverted the input data into vector form\\n\") \n",
    "\n",
    "  sgd = SGDClassifier(random_state=13)\n",
    "  random_grid = {'loss' : ['hinge', 'log', 'modified_huber'],\n",
    "              'max_iter': [1000, 2000, 5000],  \n",
    "              'alpha': [0.01, 0.001, 0.0001, 0.00001], \n",
    "              #'penatly': ['elasticnet', 'l1', 'l2'],\n",
    "              'eta0':[0.50, 1.0, 5.0],\n",
    "              'learning_rate': ['constant', 'optimal', 'adaptive'],\n",
    "              'class_weight' : ['balanced', None]}\n",
    "  \n",
    "  cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=3, random_state=23)\n",
    "\n",
    "  scorer = metrics.make_scorer(metrics.accuracy_score)\n",
    "  rf_random = RandomizedSearchCV(estimator = sgd, param_distributions=random_grid, scoring=scorer, cv=cv, verbose=1, random_state=13, n_jobs=-1)\n",
    "    \n",
    "  rf_random.fit(x_train,y_train)\n",
    "  print(\"\\SGD result with shape of data : \", x_train.shape, y_train.shape)\n",
    "  print(\"Results with RandomizedSearchCV\")\n",
    "  print(rf_random.best_estimator_.get_params())\n",
    "  print(\"\\ntrain score\",rf_random.best_estimator_.score(x_test, y_test)) \n",
    "  print(\"\\ntest score\",rf_random.best_estimator_.score(x_train, y_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "p3HJ0V1DfYw_",
    "outputId": "b3fc857c-ea7b-49ff-8ded-1fce4f1e51ad"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "converted the input data into vector form\n",
      "\n",
      "Fitting 15 folds for each of 10 candidates, totalling 150 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  46 tasks      | elapsed:  2.7min\n",
      "[Parallel(n_jobs=-1)]: Done 150 out of 150 | elapsed:  7.3min finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\SVC result with shape of data :  (5179, 5122) (5179,)\n",
      "Results with RandomizedSearchCV\n",
      "{'C': 100, 'break_ties': False, 'cache_size': 200, 'class_weight': 'balanced', 'coef0': 0.0, 'decision_function_shape': 'ovr', 'degree': 3, 'gamma': 0.01, 'kernel': 'rbf', 'max_iter': -1, 'probability': False, 'random_state': 13, 'shrinking': True, 'tol': 0.001, 'verbose': False}\n",
      "\n",
      "train score 0.8555984555984556\n",
      "\n",
      "test score 0.9754778914848427\n"
     ]
    }
   ],
   "source": [
    "svc_model_tuning(x_train_opt, y_train_opt, x_test_opt, y_test_opt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "xwngtoW8gbJt",
    "outputId": "cf104312-5678-47ca-8519-4923a2491a02"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "converted the input data into vector form\n",
      "\n",
      "Fitting 15 folds for each of 10 candidates, totalling 150 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 2 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  46 tasks      | elapsed:    5.9s\n",
      "[Parallel(n_jobs=-1)]: Done 150 out of 150 | elapsed:   20.5s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\SGD result with shape of data :  (5179, 5122) (5179,)\n",
      "Results with RandomizedSearchCV\n",
      "{'alpha': 1e-05, 'average': False, 'class_weight': 'balanced', 'early_stopping': False, 'epsilon': 0.1, 'eta0': 5.0, 'fit_intercept': True, 'l1_ratio': 0.15, 'learning_rate': 'adaptive', 'loss': 'log', 'max_iter': 2000, 'n_iter_no_change': 5, 'n_jobs': None, 'penalty': 'l2', 'power_t': 0.5, 'random_state': 13, 'shuffle': True, 'tol': 0.001, 'validation_fraction': 0.1, 'verbose': 0, 'warm_start': False}\n",
      "\n",
      "train score 0.8679536679536679\n",
      "\n",
      "test score 0.9936281135354316\n"
     ]
    }
   ],
   "source": [
    "sgd_model_tuning(x_train_opt, y_train_opt, x_test_opt, y_test_opt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 955
    },
    "id": "aDxTKbW26v4K",
    "outputId": "963d30af-fef6-4ba0-8442-d6c8d086ee4a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_test_shape (1295,) x_train_shape\n",
      " (5179,)\n",
      "Cohen kappa score:\n",
      " 0.843828347646159\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Training accuracy: 99.363%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Testing accuracy: 86.795%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "cohen_kappa score: 84.383%\n",
      "----------------------------------------------------------------------------------------------------\n",
      "cross validation f1 weighted score: 0.8462011484092107\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Confusion matrix:\n",
      " [[ 21   0   0   0   0   0   0   0   0   1]\n",
      " [  0  32   2   2   1   1   0   1   0   2]\n",
      " [  0   0  80   1   5   1   0   2   0   4]\n",
      " [  1   1   3 118   4   2   1   8   2   1]\n",
      " [  0   1   6   3 115   3   0   8   2   8]\n",
      " [  0   0   2   2   2 243   0   6   0   4]\n",
      " [  0   0   0   1   0   0   8   0   0   0]\n",
      " [  0   2   2   7   8   4   0 183   1  12]\n",
      " [  0   3   0   0   3   0   0   2  61   3]\n",
      " [  0   2   0   4   6   4   0  11   3 263]]\n",
      "----------------------------------------------------------------------------------------------------\n",
      "Classification report:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>f1-score</th>\n",
       "      <th>support</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.954545</td>\n",
       "      <td>0.954545</td>\n",
       "      <td>0.954545</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.780488</td>\n",
       "      <td>0.780488</td>\n",
       "      <td>0.780488</td>\n",
       "      <td>41.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.842105</td>\n",
       "      <td>0.860215</td>\n",
       "      <td>0.851064</td>\n",
       "      <td>93.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.855072</td>\n",
       "      <td>0.836879</td>\n",
       "      <td>0.845878</td>\n",
       "      <td>141.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.798611</td>\n",
       "      <td>0.787671</td>\n",
       "      <td>0.793103</td>\n",
       "      <td>146.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.941860</td>\n",
       "      <td>0.938224</td>\n",
       "      <td>0.940039</td>\n",
       "      <td>259.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.888889</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>9.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.828054</td>\n",
       "      <td>0.835616</td>\n",
       "      <td>0.831818</td>\n",
       "      <td>219.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.884058</td>\n",
       "      <td>0.847222</td>\n",
       "      <td>0.865248</td>\n",
       "      <td>72.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.882550</td>\n",
       "      <td>0.897611</td>\n",
       "      <td>0.890017</td>\n",
       "      <td>293.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accuracy</th>\n",
       "      <td>0.867954</td>\n",
       "      <td>0.867954</td>\n",
       "      <td>0.867954</td>\n",
       "      <td>0.867954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>macro avg</th>\n",
       "      <td>0.865623</td>\n",
       "      <td>0.862736</td>\n",
       "      <td>0.864109</td>\n",
       "      <td>1295.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weighted avg</th>\n",
       "      <td>0.867956</td>\n",
       "      <td>0.867954</td>\n",
       "      <td>0.867893</td>\n",
       "      <td>1295.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              precision    recall  f1-score      support\n",
       "0              0.954545  0.954545  0.954545    22.000000\n",
       "1              0.780488  0.780488  0.780488    41.000000\n",
       "2              0.842105  0.860215  0.851064    93.000000\n",
       "3              0.855072  0.836879  0.845878   141.000000\n",
       "4              0.798611  0.787671  0.793103   146.000000\n",
       "5              0.941860  0.938224  0.940039   259.000000\n",
       "6              0.888889  0.888889  0.888889     9.000000\n",
       "7              0.828054  0.835616  0.831818   219.000000\n",
       "8              0.884058  0.847222  0.865248    72.000000\n",
       "9              0.882550  0.897611  0.890017   293.000000\n",
       "accuracy       0.867954  0.867954  0.867954     0.867954\n",
       "macro avg      0.865623  0.862736  0.864109  1295.000000\n",
       "weighted avg   0.867956  0.867954  0.867893  1295.000000"
      ]
     },
     "execution_count": 247,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print_classification_score(SGDClassifier(loss='log', alpha=1e-05, max_iter = 2000, class_weight='balanced', eta0=5.0, learning_rate='adaptive', n_jobs=-1, random_state=13), \n",
    "                                         x_train_opt, y_train_opt, x_test_opt, y_test_opt)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "FinalSubmission_v5.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}